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                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
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                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
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            "category": {
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                "recommendation": "Review lead source determination logic for this scenario"
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        },
        {
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                "utm_medium": {
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                "recommendation": "Review lead source determination logic for this scenario"
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        },
        {
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                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "516195813598",
            "email": "vincent@bassfachhandel.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
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                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "516225970400",
            "email": "info@principium-genuss.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
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                "utm_source__c": "",
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                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
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                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "517405198541",
            "email": "monika.ziegler1@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "516145492155",
            "email": "r.bschor@schweiger-bschor.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "517147592895",
            "email": "jul_koch@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "517590699240",
            "email": "luca@cafe-vers.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "payroll",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "payroll",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "508993828081",
            "email": "buero@mohren.bio",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "517190095050",
            "email": "wirsching.sabine@steuerkanzlei-wirsching.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "517175487726",
            "email": "karimhannelore28@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "516255243474",
            "email": "christian@dream-catering.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "516147449063",
            "email": "runge-thomas@t-online.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                "utm_term__c": "RE - All Audiences - Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "516179898601",
            "email": "info@alpengasthof-litzelau.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "516147495104",
            "email": "frank.jagla@arcor.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "516722290932",
            "email": "cmb@bareth-steuerberater.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "517654594755",
            "email": "joachimkirn@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "517183541452",
            "email": "rafatshab234@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": "time"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "v3",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "v3",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "517687851237",
            "email": "moin@weberl.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_G_Zeiterfassung",
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                "gclid__c": "Cj0KCQjw35bIBhDqARIsAGjd-caKMjdP0FGizp0-a8YitH0uF8Lee-QixWmd64PDN22BO_oaBZs7mI8aAqsSEALw_wcB",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "v2",
                    "leadsource": "Google",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_G_Zeiterfassung",
                    "utm_content": "",
                    "utm_term": "stundennachweis mitarbeiter"
                },
                "page_flow": {
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                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Google",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "v2",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "516854995163",
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            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
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                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
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                    "simulated_form_submission": "Direct Traffic",
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                    "matches": {
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                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
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                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "516232077551",
            "email": "art42get@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
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                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
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                "lead_capture_trigger": ""
            },
            "simulated": {
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                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
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                    "content": "Lead Capture",
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                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
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            },
            "comparisons": {
                "leadsource": {
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                    "simulated_determineLeadSourceFromContext": "meta",
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                    "simulated_form_submission": "Direct Traffic",
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                    "matches": {
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                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
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                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
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                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
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                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "517761540299",
            "email": "a.kalmbach@fashion-daymaker.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
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                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
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                    "utm_term": ""
                },
                "page_flow": {
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                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
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                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
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                    "simulated": "Lead Capture",
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                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
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                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
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            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "517766241503",
            "email": "dgh@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
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                "utm_medium__c": "organic",
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                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Content Formular",
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                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
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                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Content Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "trinkgeld-bargeldlose-gastronomie",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
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                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "517778476276",
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            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
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                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
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                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
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                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "517880430792",
            "email": "verena.dambach@solymar-therme.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "517879633115",
            "email": "florian.eisenbart@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "517783098584",
            "email": "omueller@kino-apollo.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos_08/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos_08/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "517903576298",
            "email": "wein@suedlage-bonn.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                "utm_term__c": "RE - All Audiences - Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "517897273574",
            "email": "mg@camping-gugel.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "517901848776",
            "email": "",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "blog-time"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "518207385849",
            "email": "music@sashtek.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "518353820915",
            "email": "ambientehof@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                "utm_term__c": "RE - All Audiences - Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "517738946763",
            "email": "hildebrand-ulrich@t-online.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "518407124204",
            "email": "management@stanys.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "518434306294",
            "email": "thomas.lindenberg@cafe-wildau.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "cpc",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Content Formular",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "success",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "cpc",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Content Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "success",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "cpc",
                    "simulated": "cpc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "517139279075",
            "email": "takahumisushi@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "518623211759",
            "email": "andrewfiegl021295@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                "utm_term__c": "RE - All Audiences - Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "518529196274",
            "email": "derya_sari@live.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_G_Zeiterfassung",
                "utm_term__c": "zeiterfassung arbeitsstunden",
                "utm_content__c": "",
                "gclid__c": "EAIaIQobChMIs9D32PXRkAMVXqaDBx06aB2EEAAYASAAEgKztfD_BwE",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_G_Zeiterfassung",
                    "utm_content": "",
                    "utm_term": "zeiterfassung arbeitsstunden"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "518625531102",
            "email": "thorstenglockner011@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - UGC",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - UGC"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "518627629305",
            "email": "torretrasporto@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "518884625612",
            "email": "info@diegaertnerin-in.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "518845457656",
            "email": "",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "time"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "518461810900",
            "email": "kontakt@20wines.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "518916909248",
            "email": "migue639@yahoo.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "518637034688",
            "email": "richters.buerodienst@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519259566292",
            "email": "kontakt@raulnadine.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "Gastro_90d_form_opener + engager + website",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "Gastro_90d_form_opener + engager + website"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519560677579",
            "email": "rebrenexie1979@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "518860761323",
            "email": "info@deinsundmeins.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519584327914",
            "email": "s.reichl@reichl-vetter.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519600334035",
            "email": "info@geiss-reinigung.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "519605099745",
            "email": "hans@arns-cologne.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519660668151",
            "email": "info@piemonteca.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519654308027",
            "email": "nina.wuebben@msa-b.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519678658769",
            "email": "krwm@outlook.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
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                "utm_campaign__c": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                "utm_term__c": "RE - All Audiences - Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519669824750",
            "email": "info@brasserie27.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos_08/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos_08/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
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                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519316106441",
            "email": "drheinrichs83@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519706596589",
            "email": "agsakis@googlemail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                "utm_term__c": "RE - All Audiences - Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519714517185",
            "email": "sabine@beerenmeile.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - Stills/GIFs",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Stills/GIFs"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519880847556",
            "email": "francisco.fernandez.mbn@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519691314424",
            "email": "alexa.bitzer@outlook.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - UGC",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - UGC"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519747093744",
            "email": "info@restaurant-luna.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519685816516",
            "email": "goergner@tide-spedition.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519715272929",
            "email": "maximilian.birkner@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519890442462",
            "email": "walter@av-ruhrpott.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519691660476",
            "email": "info@jaegerhof-nacke.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                "utm_term__c": "RE - All Audiences - Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519787791594",
            "email": "info@hcfp.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "linkedin",
                "source__c": "linkedin",
                "utm_source__c": "",
                "utm_medium__c": "linkedin",
                "utm_campaign__c": "LinkedIn_Trinkgeld_Campaign",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "linkedin",
                    "ordio_resolve_attribution": "linkedin"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "linkedin",
                    "utm_campaign": "LinkedIn_Trinkgeld_Campaign",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "linkedin",
                    "simulated_determineLeadSourceFromContext": "linkedin",
                    "simulated_ordio_resolve_attribution": "linkedin",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "linkedin",
                    "simulated": "linkedin",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='linkedin', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519789588698",
            "email": "ralimalhi@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520054996190",
            "email": "gaststaette.kollektiv@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "email",
                    "ordio_resolve_attribution": "Email Marketing"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "onboarding-termin",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "email",
                    "first_lead_source": "email",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "email",
                    "simulated_ordio_resolve_attribution": "Email Marketing",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "email",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": null
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "onboarding-termin",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520061823219",
            "email": "g.berger@innnova.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519791548629",
            "email": "frank.schmitz@intro-ps.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520057410790",
            "email": "ricika@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "TV\u00f6D-SuE Gehaltsrechner",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "tvoed-sue-gehaltsrechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "TV\u00f6D-SuE Gehaltsrechner",
                    "simulated": "tvoed-sue-gehaltsrechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "519762900188",
            "email": "altawil.mo922@hotmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519794887866",
            "email": "jo-salz@gmx.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520063671516",
            "email": "melikeloverkurz@hotmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519670130887",
            "email": "office@the-constellation.club",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520167680214",
            "email": "info@yourmysterybox.net",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520069861594",
            "email": "m.witzel@hnw-fulda.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520155191541",
            "email": "s.oemler@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520201298139",
            "email": "andreas.boehme@augustusberg.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_G_Gastro",
                "utm_term__c": "zeiterfassung gastronomie",
                "utm_content__c": "",
                "gclid__c": "EAIaIQobChMI0tqKsa3TkAMVKZGDBx2Y3hm3EAAYASAAEgIQfPD_BwE",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "onboarding-termin",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_G_Gastro",
                    "utm_content": "",
                    "utm_term": "zeiterfassung gastronomie"
                },
                "page_flow": {
                    "final_lead_source": "email",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "email",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "onboarding-termin",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520203733196",
            "email": "post@metzger-gross.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520205938878",
            "email": "markus.robert.schmidt@gmail.com",
            "inferred_form_type": "template_download",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Template Download",
                "content": "Schichtplan Vorlage - Template",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "template_download",
                    "sign_up_type__c": "Template Download",
                    "content": "Template Download",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Template Download",
                    "simulated": "Template Download",
                    "match": true
                },
                "content": {
                    "actual": "Schichtplan Vorlage - Template",
                    "simulated": "Template Download",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 1,
                "discrepancy_severity": "low",
                "discrepancy_types": [
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "520196880609",
            "email": "hahsosmi@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos_08/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos_08/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520189118701",
            "email": "m.piazza@weinbruecke.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520171625704",
            "email": "info@juwelier-kleve.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520242899149",
            "email": "wr@landzeit.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520231460026",
            "email": "fabi.dab@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520405041397",
            "email": "sabrina.kamphausen@gmx.net",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "488352613587",
            "email": "praxis@hillinger-traxler.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "helpcenter",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "helpcenter",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "520569582790",
            "email": "w.jausch@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520449034471",
            "email": "magnus.roesch@hotelamschloss.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "linkedin",
                "source__c": "linkedin",
                "utm_source__c": "",
                "utm_medium__c": "linkedin",
                "utm_campaign__c": "LinkedIn_Trinkgeld_Campaign",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "linkedin",
                    "ordio_resolve_attribution": "linkedin"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "linkedin",
                    "utm_campaign": "LinkedIn_Trinkgeld_Campaign",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "linkedin",
                    "simulated_determineLeadSourceFromContext": "linkedin",
                    "simulated_ordio_resolve_attribution": "linkedin",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "linkedin",
                    "simulated": "linkedin",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='linkedin', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520573958362",
            "email": "patrick.vanoostveen@golfplatzborghees.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520447110346",
            "email": "radulakram1673@gmaol.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520573835451",
            "email": "lottatara@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "v3",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Google",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Google",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "ordio_resolve_attribution"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "v3",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "expected_improvement",
                "expected": true,
                "root_cause": "Old logic misclassified as 'google' but new logic correctly identifies as 'organic search'",
                "recommendation": "No action needed - this is an improvement"
            }
        },
        {
            "contact_id": "519679597791",
            "email": "",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "time"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "520634132679",
            "email": "ahmedasif517@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "Gastro_90d_form_opener + engager + website",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "Gastro_90d_form_opener + engager + website"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520634251453",
            "email": "l.hornschuh@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520713485506",
            "email": "opaques73@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520727337185",
            "email": "heu.64@gmx.net",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "Stundenlohnrechner",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "stundenlohnrechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "Stundenlohnrechner",
                    "simulated": "stundenlohnrechner",
                    "match": true
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 1,
                "discrepancy_severity": "low",
                "discrepancy_types": [
                    "sign_up_type__c"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "520802779329",
            "email": "annalisa@arlenlodge.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519671203007",
            "email": "mayadecamotan@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520795696341",
            "email": "lasiatico279@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520795721940",
            "email": "e.s@altera-immobilien.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520812691662",
            "email": "marek@alma-ceramics.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "520871724248",
            "email": "5lange@arcor.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "519662370006",
            "email": "b.burger@gmx.net",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521303064805",
            "email": "e.latuske@outlook.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                "utm_term__c": "RE - All Audiences - Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521356985587",
            "email": "info@nachbar-berlin.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521562441958",
            "email": "office@mutlu-bet.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521349587189",
            "email": "friedhelm.papenberg@cslbehring.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "linkedin",
                "source__c": "linkedin",
                "utm_source__c": "",
                "utm_medium__c": "linkedin",
                "utm_campaign__c": "LinkedIn_Trinkgeld_Campaign",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "linkedin",
                    "ordio_resolve_attribution": "linkedin"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "linkedin",
                    "utm_campaign": "LinkedIn_Trinkgeld_Campaign",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "linkedin",
                    "simulated_determineLeadSourceFromContext": "linkedin",
                    "simulated_ordio_resolve_attribution": "linkedin",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "linkedin",
                    "simulated": "linkedin",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='linkedin', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521465242851",
            "email": "gfapadelat@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521609541872",
            "email": "andreas@heizwerk.club",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521639541998",
            "email": "info@thenamos.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - UGC",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - UGC"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521712608442",
            "email": "info@dieterebner.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521745801432",
            "email": "gabriel02100017@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521745961158",
            "email": "john@schroedingers.hamburg",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521706615000",
            "email": "info@berlinfoodstyle.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "ordio_resolve_attribution"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521709700326",
            "email": "siciliano.software@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521788602560",
            "email": "info@eckels-kladde.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521707660478",
            "email": "klein-hoevels@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521727904990",
            "email": "idasalome07@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "Gastro_90d_form_opener + engager + website",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "Gastro_90d_form_opener + engager + website"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521806210276",
            "email": "susanne.cwienk@groener-family.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521775472877",
            "email": "",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "exit-intent"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
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                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "521814510811",
            "email": "bernd.marwedel@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521303893186",
            "email": "tf@bf-gastronomie.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Acquisition",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Acquisition",
                    "ordio_resolve_attribution": "Acquisition"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Acquisition",
                    "simulated_determineLeadSourceFromContext": "Acquisition",
                    "simulated_ordio_resolve_attribution": "Acquisition",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='acquisition', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521845510353",
            "email": "marketing@gusto-puro.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Content Formular",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "drive",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Content Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "drive",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "521850506477",
            "email": "nuessli-hick@bluewin.ch",
            "inferred_form_type": "template_download",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Template Download",
                "content": "Schichtplan Vorlage - Template",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "template_download",
                    "sign_up_type__c": "Template Download",
                    "content": "Template Download",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Template Download",
                    "simulated": "Template Download",
                    "match": true
                },
                "content": {
                    "actual": "Schichtplan Vorlage - Template",
                    "simulated": "Template Download",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 1,
                "discrepancy_severity": "low",
                "discrepancy_types": [
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "521937725644",
            "email": "stefano@genuino.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "516145061088",
            "email": "malak.mustapha79@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "518933493978",
            "email": "marko.pehar@hotmail.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521938151627",
            "email": "s.boerner-alptekin@b-k-antriebstechnik.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "ordio_resolve_attribution"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521939658938",
            "email": "t.taal@rplus-gruppe.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "509819417798",
            "email": "justin.exner@kochgenuss-feinkost.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "CjwKCAiAwqHIBhAEEiwAx9cTeXanTaZj0U4Xf2GkcjgohpvcKMUrkjlNLd_fzLaFD7GC5VY3k6895BoCjcUQAvD_BwE",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "events",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "events",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "518936417475",
            "email": "daniel.kaske@demodesk.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521918427365",
            "email": "info@boeckhiasl.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "418972749020",
            "email": "mado_2001@outlook.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "v3",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Google",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Google",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "v3",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "521955068105",
            "email": "schroeder.steffi1@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "522221609186",
            "email": "office@finest-lezzet.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "522035092727",
            "email": "kampenkrause@t-online.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                "utm_term__c": "RE - All Audiences - Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "522246398184",
            "email": "cafeauszeitdo@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "522246252748",
            "email": "angelopiazza882@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521229136119",
            "email": "m.dutra@kids-balance.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "518933597403",
            "email": "charlotiaux.manon@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "522342760653",
            "email": "farrenkopfalana17@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521977280722",
            "email": "steak@kirchenwirt.in",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                "utm_term__c": "RE - All Audiences - Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "522011668707",
            "email": "sanwolu@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "522396414161",
            "email": "matthias.junior@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - UGC",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - UGC"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "522689252558",
            "email": "restaurant@maison-charlotte.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                "utm_term__c": "RE - All Audiences - Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "522394574051",
            "email": "office@strandclub.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "522703612122",
            "email": "denise.postler@rehazentrum-rossstrasse.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "522514363594",
            "email": "benjamin.stephan@ssp-ce.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "linkedin",
                "source__c": "linkedin",
                "utm_source__c": "",
                "utm_medium__c": "linkedin",
                "utm_campaign__c": "LinkedIn_Trinkgeld_Campaign",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "linkedin",
                    "ordio_resolve_attribution": "linkedin"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "linkedin",
                    "utm_campaign": "LinkedIn_Trinkgeld_Campaign",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "linkedin",
                    "simulated_determineLeadSourceFromContext": "linkedin",
                    "simulated_ordio_resolve_attribution": "linkedin",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "linkedin",
                    "simulated": "linkedin",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='linkedin', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "516602550460",
            "email": "maximilian.gugel@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "onboarding-termin",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "onboarding-termin",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "521931804901",
            "email": "treemansstore@outlook.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_ADV+_UGC_09/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_ADV+_UGC_09/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "523108720869",
            "email": "m.elshaar@avero-investments.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "523209950407",
            "email": "sandra.s.ss262@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "TV\u00f6D-SuE Gehaltsrechner",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "tvoed-sue-gehaltsrechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "TV\u00f6D-SuE Gehaltsrechner",
                    "simulated": "tvoed-sue-gehaltsrechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "523017971947",
            "email": "d.grusanovic@bodensee-mr-recruiting.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "",
                "utm_term__c": "arbeitszeit erfassen app",
                "utm_content__c": "",
                "gclid__c": "CjwKCAiAwqHIBhAEEiwAx9cTeSr1_V835K-PNRPC9xEA-hfJvTT2TC4HHPGesxKp0eEK2SXj3CrYxBoCeqMQAvD_BwE",
                "sign_up_type__c": "pricing_inquiry",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "preise",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": "arbeitszeit erfassen app"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "pricing_inquiry",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "preise",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "522490923223",
            "email": "info@teeteathe.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_ADV+_UGC_09/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_ADV+_UGC_09/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521841133777",
            "email": "saeedalmasri132@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "523132056779",
            "email": "ks@kschoening.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "linkedin",
                "source__c": "linkedin",
                "utm_source__c": "",
                "utm_medium__c": "linkedin",
                "utm_campaign__c": "LinkedIn_Trinkgeld_Campaign",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "linkedin",
                    "ordio_resolve_attribution": "linkedin"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "linkedin",
                    "utm_campaign": "LinkedIn_Trinkgeld_Campaign",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "linkedin",
                    "simulated_determineLeadSourceFromContext": "linkedin",
                    "simulated_ordio_resolve_attribution": "linkedin",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "linkedin",
                    "simulated": "linkedin",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='linkedin', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "522268580034",
            "email": "info@book-your-lodge.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Generic_Instant_10/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_Generic_10/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "email",
                    "ordio_resolve_attribution": "Email Marketing"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "eigener-onboarding-termin",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Generic_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_Generic_10/25"
                },
                "page_flow": {
                    "final_lead_source": "email",
                    "first_lead_source": "email",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "email",
                    "simulated_ordio_resolve_attribution": "Email Marketing",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "email",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": null
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "eigener-onboarding-termin",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "522076405968",
            "email": "fotolacke.06schuerze@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "523337842908",
            "email": "info@themencamping.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "522076533957",
            "email": "patrick.hartkopf@ph-group.info",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "523441614032",
            "email": "j.heyartz@resulta.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                "utm_term__c": "RE - All Audiences - Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "523490305246",
            "email": "ogulcan-b@hotmail.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "523607583978",
            "email": "ekkehard-stoermer@t-online.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Generic_Instant_10/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_Generic_10/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Generic_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_Generic_10/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "523886261438",
            "email": "bolaastrid6@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "Gastro_90d_form_opener + engager + website",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "Gastro_90d_form_opener + engager + website"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "523804941522",
            "email": "dwmails@gmx.net",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "523640810721",
            "email": "mia.berg@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "523844826303",
            "email": "paulpaulpaul60@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "523842929879",
            "email": "lombardinazario252@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "Gastro_90d_form_opener + engager + website",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "Gastro_90d_form_opener + engager + website"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "523506175185",
            "email": "silkemagesgraber@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524042476771",
            "email": "account@roba.one",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "524006391998",
            "email": "lola-d@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "TV\u00f6D-SuE Gehaltsrechner",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "tvoed-sue-gehaltsrechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "ordio_resolve_attribution"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "TV\u00f6D-SuE Gehaltsrechner",
                    "simulated": "tvoed-sue-gehaltsrechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='direct traffic', simulated='organic search'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524006421741",
            "email": "m.beth@beth.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "join",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "join",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524097309905",
            "email": "info@pizzahouse.one",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "Gastro_90d_form_opener + engager + website",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "Gastro_90d_form_opener + engager + website"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524124482762",
            "email": "buero.zinke@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524128105678",
            "email": "buchhaltung@stallmann-hiestand.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "516821087430",
            "email": "hallo@bolle-pizza.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524099812567",
            "email": "j.mueller@kidsmiling.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "arbeitszeitrechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "arbeitszeitrechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "524025740524",
            "email": "bhaskervaibhav24@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Generic_Instant_10/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_Generic_10/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Generic_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_Generic_10/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521836454124",
            "email": "lennard.maronde@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "duckduckgo",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "524126715118",
            "email": "peterweisz@t-online.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "Midijob Netto-Gehalt Berechnung",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "midijob-rechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "Midijob Netto-Gehalt Berechnung",
                    "simulated": "midijob-rechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "524116488414",
            "email": "pkonline2024@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "523117848824",
            "email": "lill@cofolab.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "events",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "events",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "524088110318",
            "email": "q.hung.nguyen.nqh@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "523774612679",
            "email": "dennis@bolle-pizza.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524300454101",
            "email": "sabine.eltner@maklergruppe.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524210780391",
            "email": "mehibi1646@limtu.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524227093728",
            "email": "hein@elbinselcatering.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524508061924",
            "email": "wilhelm@leoworx.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "direct",
                "utm_source__c": "",
                "utm_medium__c": "direct",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "drive",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "direct",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "drive",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "direct",
                    "simulated": "direct",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "524588165364",
            "email": "tititiquila2023@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                "utm_term__c": "RE - All Audiences - Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "523542345935",
            "email": "conference.alexandersbad@soibelmanns.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524598219985",
            "email": "faktury@infach.eu",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "preise",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "preise",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "524540478706",
            "email": "h.syxcvr@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524608389317",
            "email": "info@hellasrestaurant.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524334063858",
            "email": "lautringer1@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524799118530",
            "email": "marina.stollmeier@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Generic_Instant_10/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_Generic_10/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Generic_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_Generic_10/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524108475608",
            "email": "info@platzhirsch-eventgastronomie.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - UGC",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - UGC"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524890979561",
            "email": "mareike@katchi-ice.com",
            "inferred_form_type": "template_download",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "direct",
                "utm_source__c": "",
                "utm_medium__c": "direct",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Template Download",
                "content": "Schichtplan Vorlage - Customizer",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "template_download",
                    "sign_up_type__c": "Template Download",
                    "content": "Template Download",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "direct",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Template Download",
                    "simulated": "Template Download",
                    "match": true
                },
                "content": {
                    "actual": "Schichtplan Vorlage - Customizer",
                    "simulated": "Template Download",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "direct",
                    "simulated": "direct",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 1,
                "discrepancy_severity": "low",
                "discrepancy_types": [
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "524227375298",
            "email": "kolja.gaertner@smartevents4you.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "516661678266",
            "email": "a.bartosinski@deli-eventservice.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521228745969",
            "email": "hadamus@becker-knawek.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524901669101",
            "email": "michael.bogalski@bogalski-roemer.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524927526103",
            "email": "nadine.waldmann@eterno.health",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524670282979",
            "email": "ilona88@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524926039226",
            "email": "office@finkensteiner.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524940912886",
            "email": "cl.krause79@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524940687600",
            "email": "julia@schuchs-restaurant.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524693816513",
            "email": "smaeuler@outlook.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524977049803",
            "email": "imanilie.behdarvand@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Generic_Instant_10/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_Generic_10/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Generic_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_Generic_10/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524242126066",
            "email": "riderk@yahoo.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525063033057",
            "email": "m.poetzsch@rettmedic.eu",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525071906025",
            "email": "info@gratiaverborum.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525077104845",
            "email": "trinhlamtung061092@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521229529326",
            "email": "b.kuhlmann@weyhertheater.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "291142905066",
            "email": "ana.babic@arcor.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Google",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": null
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525175821525",
            "email": "123athos@googlemail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_G_Gastro",
                "utm_term__c": "arbeitszeiterfassung gastronomie",
                "utm_content__c": "",
                "gclid__c": "Cj0KCQiA5abIBhCaARIsAM3-zFX85wx48VFGZl1KtOrp5UqXKrPQnSaz1Mdqdg7DxHj7jsYLRUeD54IaAjqnEALw_wcB",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "v2",
                    "leadsource": "Google",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_G_Gastro",
                    "utm_content": "",
                    "utm_term": "arbeitszeiterfassung gastronomie"
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Google",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "v2",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "525166682336",
            "email": "mani.izey@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "direct",
                "utm_source__c": "",
                "utm_medium__c": "direct",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "direct",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "direct",
                    "simulated": "direct",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "525142441196",
            "email": "leonhartclaudia7@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Generic_Instant_10/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_Generic_10/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Generic_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_Generic_10/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525180467413",
            "email": "zentner@zffa-partner.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524307060933",
            "email": "geontafo@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525194782943",
            "email": "dirk@wersewerk.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "CjwKCAjw3tzHBhBREiwAlMJoUoqsQ7587w-VAAq8Rn8J4gLfh2wpD99GibveZJDOn4fXFuV_2EsEOBoCjy4QAvD_BwE",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "join",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "join",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525213284584",
            "email": "jam79@me.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "zuschlagsrechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "zuschlagsrechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "525215786203",
            "email": "ninachaos@t-online.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "TV\u00f6D-SuE Gehaltsrechner",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "tvoed-sue-gehaltsrechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "TV\u00f6D-SuE Gehaltsrechner",
                    "simulated": "tvoed-sue-gehaltsrechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "525044611298",
            "email": "workmail.su@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525579131109",
            "email": "esr@datac.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525428219082",
            "email": "info@steuerberater-fischer-hohenwarter.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525247021277",
            "email": "radius-sprung.0x@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "524242936039",
            "email": "atelier.gourmand.christine@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525356575993",
            "email": "m.demirci61@outlook.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "lenas-support-termin",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "lenas-support-termin",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "525614019798",
            "email": "kaliedahmo@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525589586135",
            "email": "fabian@steigmiller.bio",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "scroll-trigger"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "checklisten",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "checklisten",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "525462141170",
            "email": "renate.schnuerch@kanzlei-schnuerch.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525605550269",
            "email": "lukra1955@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Generic_Instant_10/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_Generic_10/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Generic_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_Generic_10/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "494566169798",
            "email": "bogdan.s9416@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "referral",
                "source__c": "accounts.ordio.com",
                "utm_source__c": "",
                "utm_medium__c": "referral",
                "utm_campaign__c": "organic_referral",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "referral",
                    "ordio_resolve_attribution": "referral"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "referral",
                    "utm_source": "",
                    "utm_medium": "referral",
                    "utm_campaign": "organic_referral",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "referral",
                    "simulated_determineLeadSourceFromContext": "referral",
                    "simulated_ordio_resolve_attribution": "referral",
                    "simulated_form_submission": "referral",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "referral",
                    "simulated": "referral",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "525458852086",
            "email": "allards@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
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                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525467879637",
            "email": "josefhoeller72@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "linkedin",
                "source__c": "linkedin",
                "utm_source__c": "",
                "utm_medium__c": "linkedin",
                "utm_campaign__c": "LinkedIn_Trinkgeld_Campaign",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "linkedin",
                    "ordio_resolve_attribution": "linkedin"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "linkedin",
                    "utm_campaign": "LinkedIn_Trinkgeld_Campaign",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "linkedin",
                    "simulated_determineLeadSourceFromContext": "linkedin",
                    "simulated_ordio_resolve_attribution": "linkedin",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "linkedin",
                    "simulated": "linkedin",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='linkedin', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525448120559",
            "email": "kerstin.wingold@frames-hotel.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "linkedin",
                "source__c": "linkedin",
                "utm_source__c": "",
                "utm_medium__c": "linkedin",
                "utm_campaign__c": "LinkedIn_Trinkgeld_Campaign",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "linkedin",
                    "ordio_resolve_attribution": "linkedin"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "linkedin",
                    "utm_campaign": "LinkedIn_Trinkgeld_Campaign",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "linkedin",
                    "simulated_determineLeadSourceFromContext": "linkedin",
                    "simulated_ordio_resolve_attribution": "linkedin",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "linkedin",
                    "simulated": "linkedin",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='linkedin', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "526240298177",
            "email": "ciao@lacasetta-travemuende.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_G_Gastro",
                "utm_term__c": "dienstplan gastro",
                "utm_content__c": "",
                "gclid__c": "Cj0KCQiA5abIBhCaARIsAM3-zFVe4am2nZO7t9F73wpDEEx2SJJywPddoXcT6aLX0CDSjTbFetFLq3MaAloKEALw_wcB",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_G_Gastro",
                    "utm_content": "",
                    "utm_term": "dienstplan gastro"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525604076732",
            "email": "office@studio67.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Generic_Instant_10/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_Generic_10/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Generic_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_Generic_10/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525622055136",
            "email": "info@hiltenfinger-keller.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "526342807766",
            "email": "rs@achulmeister-immo.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "526277201092",
            "email": "katja.schwede@bioladen-biolove.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "",
                "utm_term__c": "ordio zeiterfassung",
                "utm_content__c": "",
                "gclid__c": "EAIaIQobChMIrZbm4MPakAMV7aaDBx3mjBYBEAAYAiAAEgKz_vD_BwE",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": "ordio zeiterfassung"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Google",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "526360925400",
            "email": "klag@sport-treff.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525469909233",
            "email": "ralf_hinrichs@hotmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525631157484",
            "email": "ronald.arnoldshain@t-online.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "42182385365",
            "email": "info@denarogmbh.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "525480890576",
            "email": "benjamin.dauhrer@cineplex.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                "utm_term__c": "RE - All Audiences - Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "526543239375",
            "email": "heatherlindgren067@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "526669286647",
            "email": "mail.to.metta@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "526545090750",
            "email": "l.spiel@freenet.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525450384579",
            "email": "hagedornclaudia@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "526429436110",
            "email": "athinahanna@yahoo.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "526686864590",
            "email": "jalmaz.acar@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "direct",
                "utm_source__c": "",
                "utm_medium__c": "direct",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "direct",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "direct",
                    "simulated": "direct",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "526952570089",
            "email": "irmakkislaa@hotmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "ppc",
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                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "ordio_resolve_attribution"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
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                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "expected_improvement",
                "expected": true,
                "root_cause": "Old logic misclassified as 'google' but new logic correctly identifies as 'organic search'",
                "recommendation": "No action needed - this is an improvement"
            }
        },
        {
            "contact_id": "526941382855",
            "email": "schlick@hs-veranstaltungen.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                "utm_term__c": "RE - All Audiences - Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Trinkgeld-Whitepaper_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
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                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525629807802",
            "email": "thomas.brezovich@igk-facility.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Generic_Instant_10/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_Generic_10/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Generic_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_Generic_10/25"
                },
                "page_flow": {
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                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
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                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
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                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "516079244537",
            "email": "seckinparis@hotmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
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                "utm_source__c": "",
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                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
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                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "helpcenter",
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                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "helpcenter",
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                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
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                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "526876305626",
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            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
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                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Direct Traffic",
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                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
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                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
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                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "527076482238",
            "email": "stephanie.herding54@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
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                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "TV\u00f6D-SuE Gehaltsrechner",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "tvoed-sue-gehaltsrechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "TV\u00f6D-SuE Gehaltsrechner",
                    "simulated": "tvoed-sue-gehaltsrechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "525470518503",
            "email": "dannyminhan@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525626375376",
            "email": "maggiolino-info@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525620992228",
            "email": "kuhn1810@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "525608509643",
            "email": "dm@fns.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "526758385856",
            "email": "cafedestinee@outlook.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527125625020",
            "email": "cansu.kes1@gmail.com",
            "inferred_form_type": "template_download",
            "hubspot_actual": {
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                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Template Download",
                "content": "Dienstplan Vorlage - Template",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "template_download",
                    "sign_up_type__c": "Template Download",
                    "content": "Template Download",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Template Download",
                    "simulated": "Template Download",
                    "match": true
                },
                "content": {
                    "actual": "Dienstplan Vorlage - Template",
                    "simulated": "Template Download",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 1,
                "discrepancy_severity": "low",
                "discrepancy_types": [
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "382417186016",
            "email": "lewad11375@fergetic.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "direct",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "527175707891",
            "email": "ensoffm@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_G_Gastro",
                "utm_term__c": "zeiterfassungssystem gastronomie",
                "utm_content__c": "",
                "gclid__c": "Cj0KCQiAiKzIBhCOARIsAKpKLAMXyIdvflSr-dDGjLCqFtJrV-bYavg6Ogixt4zfN339OIgepKaXg5AaAhNrEALw_wcB",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "onboarding-termin",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_G_Gastro",
                    "utm_content": "",
                    "utm_term": "zeiterfassungssystem gastronomie"
                },
                "page_flow": {
                    "final_lead_source": "email",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "email",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "onboarding-termin",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527154100436",
            "email": "sadik.pernezha@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "onboarding-termin",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "onboarding-termin",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "527199797459",
            "email": "seepark.restaurant@hotsport.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527340814581",
            "email": "rafatshabkalyia3@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527293603005",
            "email": "pilatcha@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527313614020",
            "email": "info@weezschaff.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527313619153",
            "email": "marlene.kirschner@hotel-bauer.net",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Zeiterfassung-Whitepaper_Instant_11/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Zeiterfassung",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "zeiterfassung",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "email",
                    "ordio_resolve_attribution": "Email Marketing"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Zeiterfassung-Whitepaper_Instant_11/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Zeiterfassung"
                },
                "page_flow": {
                    "final_lead_source": "email",
                    "first_lead_source": "email",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "email",
                    "simulated_ordio_resolve_attribution": "Email Marketing",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "email",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": null
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "zeiterfassung",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527487494335",
            "email": "nicoledowe7613@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "Midijob Netto-Gehalt Berechnung",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "midijob-rechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "Midijob Netto-Gehalt Berechnung",
                    "simulated": "midijob-rechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "527223790833",
            "email": "b.schneider@hsp-steuer.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527214762227",
            "email": "zweigeli@outlook.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527430322394",
            "email": "niklas-wiesenzarter@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_SushiNinja_11/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_SushiNinja_11/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527509251264",
            "email": "shalini.mekala11@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "appstore",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "appstore",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "527325877453",
            "email": "restaurant@aquila-fuessen.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "linkedin",
                "source__c": "linkedin",
                "utm_source__c": "",
                "utm_medium__c": "linkedin",
                "utm_campaign__c": "LinkedIn_Trinkgeld_Campaign",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "linkedin",
                    "ordio_resolve_attribution": "linkedin"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "linkedin",
                    "utm_campaign": "LinkedIn_Trinkgeld_Campaign",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "linkedin",
                    "simulated_determineLeadSourceFromContext": "linkedin",
                    "simulated_ordio_resolve_attribution": "linkedin",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "linkedin",
                    "simulated": "linkedin",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='linkedin', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527809904886",
            "email": "d.cubelic@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527898860791",
            "email": "ben.dallinger@googlemail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527883614424",
            "email": "info@top-galabau-gmbh.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527205996776",
            "email": "murboden@yahoo.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527932806384",
            "email": "hamid@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Generic_Instant_10/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_Generic_10/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Generic_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_Generic_10/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527931037882",
            "email": "umut.wcfy@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - Stills/GIFs",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Stills/GIFs"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527432441063",
            "email": "bariserguen@hotmail.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_SushiNinja_11/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_SushiNinja_11/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527952624827",
            "email": "j.hoevermann@kiwebu.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "direct",
                "utm_source__c": "",
                "utm_medium__c": "direct",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "scroll-trigger"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "direct",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "direct",
                    "simulated": "direct",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "527341576390",
            "email": "manfred.hoernig@arcor.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528107028692",
            "email": "rasoolinoman440@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528230674647",
            "email": "g.klink@tiger-palmen.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527828534459",
            "email": "info@stiefermann.net",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527302046947",
            "email": "v.bleines62@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528509156538",
            "email": "serena.lobo@berlin-bilingual.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "referral",
                "source__c": "chatgpt.com",
                "utm_source__c": "",
                "utm_medium__c": "referral",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "referral",
                    "ordio_resolve_attribution": "referral"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "arbeitszeiterfassung",
                    "leadsource": "referral",
                    "utm_source": "",
                    "utm_medium": "referral",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "referral",
                    "simulated_determineLeadSourceFromContext": "referral",
                    "simulated_ordio_resolve_attribution": "referral",
                    "simulated_form_submission": "referral",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "arbeitszeiterfassung",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "referral",
                    "simulated": "referral",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "527296696537",
            "email": "mail@stb-alles.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528220185795",
            "email": "samerabousaada1@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_SushiNinja_11/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_SushiNinja_11/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528220236994",
            "email": "info@restaurant-hettegger.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528660731116",
            "email": "till.jasper@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528890159329",
            "email": "cristiansitariu21@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528911634646",
            "email": "fratelli-da-giovanni-quattro@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528891376836",
            "email": "info@hotel-maierbraeu.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528565668072",
            "email": "info@stbsattler.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528804765891",
            "email": "info@hotel-zumherrenhaus.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528822779126",
            "email": "info@servus-gelting.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528615971057",
            "email": "tigges.gaststaette@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "eigener-onboarding-termin",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "eigener-onboarding-termin",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "527809503469",
            "email": "i.feldhaus@apotheke-im-ecenter.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528851519708",
            "email": "lead-lc17624250997332@temp.ordio.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "Cj0KCQiAq7HIBhDoARIsAOATDxB2T-vsOD07-99F5coZDpqNnfO8P3wL7GI0oY0yY-qTgXZLlyPgeAkaAjIcEALw_wcB",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "blog-scroll"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "urlaubsanspruch-von-minijobbern",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Google",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "urlaubsanspruch-von-minijobbern",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "expected_improvement",
                "expected": true,
                "root_cause": "Old logic misclassified as 'google' but new logic correctly identifies as 'organic search'",
                "recommendation": "No action needed - this is an improvement"
            }
        },
        {
            "contact_id": "528938677456",
            "email": "info@the-good-food.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528846100722",
            "email": "info@schwan-kuernach.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529000793330",
            "email": "info@zacherwirt.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528938690766",
            "email": "rudolf@kanzlei-falk.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528870344936",
            "email": "info@palms-diner.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "",
                "utm_term__c": "ordio erfahrungen",
                "utm_content__c": "",
                "gclid__c": "EAIaIQobChMIlI3d6bHdkAMVIYODBx35kReLEAAYAiACEgLU2fD_BwE",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": "ordio erfahrungen"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Google",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529249249489",
            "email": "hotel@burg-breuberg.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529280512233",
            "email": "info@fallstein-apotheke.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529250003177",
            "email": "ruettgers@stadtparkpraxis.net",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529239263441",
            "email": "ulrich.dreyer@bohotel-hamburg.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528858400988",
            "email": "ralph.krause@handelbar.net",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529295015143",
            "email": "n.hartmann@adler-restaurant.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528824092900",
            "email": "b.lieblein@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529266959551",
            "email": "leo@rote-sonne.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "528616042684",
            "email": "frederik+123@ordio.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529271680221",
            "email": "info@zum-kirchenschmied.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528562185455",
            "email": "ament@stbsattler.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529311458511",
            "email": "manuel.plankl@hotel-plankl.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "528859008227",
            "email": "buettner-christian@outlook.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "Gastro_90d_form_opener + engager + website",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "Gastro_90d_form_opener + engager + website"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529495698658",
            "email": "falk.hopf@wobauloebau.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529392953540",
            "email": "s.m.art@gmx.net",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529515110637",
            "email": "peaxkl@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "preise",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "preise",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "529596190917",
            "email": "info@hotel-hohenzollern.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529755535566",
            "email": "info@oberschnorrhof.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529558074580",
            "email": "angelika.jahns@gmx.net",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529759124676",
            "email": "katharina.englisch-external@rbinternational.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "linkedin",
                "source__c": "linkedin",
                "utm_source__c": "",
                "utm_medium__c": "linkedin",
                "utm_campaign__c": "LinkedIn_Trinkgeld_Campaign",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "linkedin",
                    "ordio_resolve_attribution": "linkedin"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "linkedin",
                    "utm_campaign": "LinkedIn_Trinkgeld_Campaign",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "linkedin",
                    "simulated_determineLeadSourceFromContext": "linkedin",
                    "simulated_ordio_resolve_attribution": "linkedin",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "linkedin",
                    "simulated": "linkedin",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='linkedin', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529786401988",
            "email": "anja.behrens@gmx.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529640384703",
            "email": "events@schlossauel.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529788340438",
            "email": "wehkamp@hotel-bolte.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529836402929",
            "email": "info@guendogan.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529647704309",
            "email": "pawel.komendacki@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529788543164",
            "email": "bilal@praxisbilal.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529788589252",
            "email": "ipeponi2805@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529784971472",
            "email": "se_le@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529819759836",
            "email": "nurdug2018@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "Midijob Netto-Gehalt Berechnung",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "midijob-rechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "Midijob Netto-Gehalt Berechnung",
                    "simulated": "midijob-rechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "529776325861",
            "email": "mikegohlke2@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529641230575",
            "email": "kathrein.schaetzing@optik-schaetzing.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "530046794988",
            "email": "gw@wonderfulfoods.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "Cj0KCQiAq7HIBhDoARIsAOATDxBSS3KbgiJCTtoGfs4pkjf2xaOK4-8F68ih65TeaVZHOPWdVLKCiSYaAtZ5EALw_wcB",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Google",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529842780407",
            "email": "info@chrugerno10.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "530067973341",
            "email": "bierhey@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": "time"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "529622152406",
            "email": "direktion@gruene-kutte.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529625810158",
            "email": "onajm@yahoo.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529951861992",
            "email": "martin@postsee.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "preise",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "preise",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "529825287410",
            "email": "ralf.rottler@stb-goetz-kollegen.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529949812953",
            "email": "lonni2005@web.de",
            "inferred_form_type": "template_download",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Template Download",
                "content": "Dienstplan Vorlage - Template",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "template_download",
                    "sign_up_type__c": "Template Download",
                    "content": "Template Download",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Template Download",
                    "simulated": "Template Download",
                    "match": true
                },
                "content": {
                    "actual": "Dienstplan Vorlage - Template",
                    "simulated": "Template Download",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 1,
                "discrepancy_severity": "low",
                "discrepancy_types": [
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "530069424337",
            "email": "boltes-wirtshaus@outlook.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Google",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529983686898",
            "email": "domenicoalimentari@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "529978802391",
            "email": "info@cordus.eu",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Generic_Instant_10/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_Generic_10/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Generic_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_Generic_10/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "530129087694",
            "email": "buhrmann@subway-freshrestaurant.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "512692552926",
            "email": "lead-lc17624663377398@temp.ordio.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "EAIaIQobChMIl5Si7qLekAMVbGVBAh29MyzcEAAYASABEgIgafD_BwE",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "manual-callback"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Google",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Google",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "530023976170",
            "email": "andrea_sistemich@yahoo.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "530250227921",
            "email": "anamarialiti76@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Generic_Instant_10/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_Generic_10/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Generic_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_Generic_10/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "530231064806",
            "email": "hotel@schweigener-hof.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
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                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
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                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
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                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "530323255507",
            "email": "lead-lc17624781154774@temp.ordio.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "organic_search",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "blog-time"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "dienstplan-gesetz",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "organic_search",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "dienstplan-gesetz",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "530634580172",
            "email": "info@stauzone.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "530798717120",
            "email": "office@gastroverse.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "530867017944",
            "email": "frank.pechmmann@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "time"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "530930615511",
            "email": "patrycja@kawamanufaktur.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "direct",
                "utm_source__c": "",
                "utm_medium__c": "direct",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "join",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "direct",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "join",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "direct",
                    "simulated": "direct",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "530887953632",
            "email": "lp@cafegustav.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "530835748066",
            "email": "verwaltung@grundschulbetreuung-brachttal.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531010157757",
            "email": "ankekail@t-online.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "TV\u00f6D-SuE Gehaltsrechner",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "tvoed-sue-gehaltsrechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "TV\u00f6D-SuE Gehaltsrechner",
                    "simulated": "tvoed-sue-gehaltsrechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "530988832989",
            "email": "m.pohle@greiz.de",
            "inferred_form_type": "template_download",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Template Download",
                "content": "Dienstplan Vorlage - Template",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "template_download",
                    "sign_up_type__c": "Template Download",
                    "content": "Template Download",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Template Download",
                    "simulated": "Template Download",
                    "match": true
                },
                "content": {
                    "actual": "Dienstplan Vorlage - Template",
                    "simulated": "Template Download",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 1,
                "discrepancy_severity": "low",
                "discrepancy_types": [
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "531155564791",
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            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531138575578",
            "email": "anaenergiepozitivaoficial@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "Gastro_90d_form_opener + engager + website",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "Gastro_90d_form_opener + engager + website"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531030411485",
            "email": "info@sonnenapotheke-bevern.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531176231120",
            "email": "saleh.gharib@outlook.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Google",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "530891010288",
            "email": "hw@hausaerzte-bogen.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531079241943",
            "email": "info@frielinger-dorfapotheke.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "530891179202",
            "email": "orga@landhotel-sternwirt.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531089454309",
            "email": "info@hirsch-guenzach.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "514800064721",
            "email": "mahya19@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "referral",
                "source__c": "accounts.ordio.com",
                "utm_source__c": "",
                "utm_medium__c": "referral",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "manual-callback"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "referral",
                    "ordio_resolve_attribution": "referral"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "digitalisierung-restaurants",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "referral",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "referral",
                    "simulated_determineLeadSourceFromContext": "referral",
                    "simulated_ordio_resolve_attribution": "referral",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "digitalisierung-restaurants",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "referral",
                    "simulated": "referral",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='referral', simulated='organic search'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "514646066391",
            "email": "leona.bendisch@outlook.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": null
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531216226503",
            "email": "hello@bellabean.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531402809587",
            "email": "birgit.mueller@stenner-kollegen.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531374238959",
            "email": "nowarre@rmk-rechtsanwaelte.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "Midijob Netto-Gehalt Berechnung",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "midijob-rechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "Midijob Netto-Gehalt Berechnung",
                    "simulated": "midijob-rechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "41318743509",
            "email": "lead-lc17625212893663@temp.ordio.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "organic_search",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "time"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "organic_search",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "531276506355",
            "email": "dodo@ursprung-fi.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531414392011",
            "email": "peter.gutter@stb-gutter.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531402494156",
            "email": "m.zibell@rplus-gruppe.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531238333633",
            "email": "info@apotheke-juebek.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531293375726",
            "email": "krimiabdelati75@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531307010282",
            "email": "tevik85@hotmail.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531307036912",
            "email": "email@postapotheketrittau.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531318066425",
            "email": "info@cateringforfriends.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531324233971",
            "email": "info@strandhotel-dangast.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531498014924",
            "email": "melaniebieber35@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "TV\u00f6D-SuE Gehaltsrechner",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "tvoed-sue-gehaltsrechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "TV\u00f6D-SuE Gehaltsrechner",
                    "simulated": "tvoed-sue-gehaltsrechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "531366577359",
            "email": "cesur_79@hotmail.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos_08/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos_08/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531465827517",
            "email": "info@cafecava.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "531360547003",
            "email": "info@ratsapo-harz.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531024265421",
            "email": "info@mconsultings.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531659569395",
            "email": "n.aufleger@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "CjwKCAiAzrbIBhA3EiwAUBaUdTZTD5Z43zjF-chz8oAZ0P05twXfmbPBQvn7QMhO7GrArTZEJiIZZBoCeRMQAvD_BwE",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "scroll-trigger"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "kunden",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "kunden",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531531501762",
            "email": "ab@agnesbotos.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos_08/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos_08/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531733290209",
            "email": "f.strohmeier@italianfriends.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531730372801",
            "email": "schulleiter@fachsportschule.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "531693190359",
            "email": "hohmann@datevnet.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531619470523",
            "email": "nahastt@yahoo.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531788589305",
            "email": "hanusa-gmbh@mail.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531794250988",
            "email": "maxharrajbesmir290@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25"
                },
                "page_flow": {
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                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531903273209",
            "email": "susen.skotnik1@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - UGC",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - UGC"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531942798531",
            "email": "christian.junker@amberge.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
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                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531706535138",
            "email": "hartmann.media@me.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531918053579",
            "email": "jinnizhan01@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "direct",
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                "utm_medium__c": "direct",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "time"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "direct",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "direct",
                    "simulated": "direct",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "531927833795",
            "email": "thebeefbullguetersloh@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
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                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
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                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531962305751",
            "email": "alexander.m.venyi@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
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                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531842854089",
            "email": "toyoy63774@burangir.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
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                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
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                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
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                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "531994002639",
            "email": "s.lehmann861@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
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                "utm_medium__c": "organic",
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                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "Stundenlohnrechner",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "stundenlohnrechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "Stundenlohnrechner",
                    "simulated": "stundenlohnrechner",
                    "match": true
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 1,
                "discrepancy_severity": "low",
                "discrepancy_types": [
                    "sign_up_type__c"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "532006465723",
            "email": "kleinau@ubk-consult.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "532151806146",
            "email": "walter.heuer@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25"
                },
                "page_flow": {
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                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "532194011380",
            "email": "stefanbertelsmeier@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos_08/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos_08/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "532286106834",
            "email": "tausendlieblinge@t-online.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "532291743953",
            "email": "renickervmc93@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Generic_Instant_10/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_Generic_10/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Generic_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_Generic_10/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "532319044806",
            "email": "brill@steuern.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "532351663348",
            "email": "wuerstlich@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos_08/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos_08/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "532436766955",
            "email": "hugomeneses@suedseite.coffee",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "532647302386",
            "email": "f.weiland@schnell-und-steiner.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "532421607634",
            "email": "happich@co-tax.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "532318857411",
            "email": "prendel-unternehmensberatung@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "532651895018",
            "email": "milankajtaz@t-online.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "532609768696",
            "email": "cheok@ygf-mala.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "532670443733",
            "email": "gianlucadistefano@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "532960636100",
            "email": "xhevdet@verano-aachen.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "532839228632",
            "email": "info@sontheims-naturhotel.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "532909434090",
            "email": "praxisgoekdemir@hin.ch",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "533067705559",
            "email": "zum-alten-reichenbach@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "533060778187",
            "email": "talakhadzegivi29@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "Gastro_90d_form_opener + engager + website",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "Gastro_90d_form_opener + engager + website"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "533397602539",
            "email": "tarikkarabacak@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='direct traffic', simulated='organic search'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "533084024017",
            "email": "info@snoworld.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "preise",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "preise",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "533105446108",
            "email": "geigerfranz@t-online.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
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                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "533273460981",
            "email": "lead-lc17626187233381@temp.ordio.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "time"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "zuschlagsrechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "zuschlagsrechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "532189156591",
            "email": "dkoitzsch@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "533288696026",
            "email": "azizijaved@hotmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "532975437013",
            "email": "douilhi@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "533255945432",
            "email": "badmomzjay@himynameis.net",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - UGC",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - UGC"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "533288723661",
            "email": "fritz.heberle@freenet.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "533476652254",
            "email": "hr0622890@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "532671297744",
            "email": "lb@ladureegermany.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "533467804885",
            "email": "august-krick@t-online.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "533560766663",
            "email": "schneider@kanzlei-cws.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "533509259486",
            "email": "carolin.schaks@yahoo.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "TV\u00f6D-SuE Gehaltsrechner",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "tvoed-sue-gehaltsrechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "TV\u00f6D-SuE Gehaltsrechner",
                    "simulated": "tvoed-sue-gehaltsrechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "533608712430",
            "email": "meikelboadu13@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "533005228254",
            "email": "info@haus-katharinensee.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "533670141129",
            "email": "mymailkonto.24@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "534060094672",
            "email": "handwerk.sf@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "534182361310",
            "email": "info@eiszeit-tk.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "534223449320",
            "email": "robin.karbenk@hg-backhaus-gmbh.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "direct",
                "utm_source__c": "",
                "utm_medium__c": "direct",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "direct",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "direct",
                    "simulated": "direct",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "534324864188",
            "email": "daniel.dumbeck@compleatfood.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - Hannah_SN",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Hannah_SN"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "534355042491",
            "email": "info@gasthaus-weber.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos_08/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos_08/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "534376475875",
            "email": "nefis.grillhaus@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "534383694010",
            "email": "mmnkler@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "Gastro_90d_form_opener + engager + website",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "Gastro_90d_form_opener + engager + website"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "534420547771",
            "email": "dinovanesa1510@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "blog-time"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "arbeitsstunden-pro-monat",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "arbeitsstunden-pro-monat",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "533928694975",
            "email": "info@b17.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "534559499485",
            "email": "reginahengst@posteo.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "ecosia",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "TV\u00f6D-SuE Gehaltsrechner",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "tvoed-sue-gehaltsrechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "TV\u00f6D-SuE Gehaltsrechner",
                    "simulated": "tvoed-sue-gehaltsrechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "534468896954",
            "email": "monique.order@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "487860100303",
            "email": "rene.kalisch@viadelwir.de",
            "inferred_form_type": "template_download",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Template Download",
                "content": "Dienstplan Vorlage - Customizer",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "template_download",
                    "sign_up_type__c": "Template Download",
                    "content": "Template Download",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "ordio_resolve_attribution"
                },
                "sign_up_type__c": {
                    "actual": "Template Download",
                    "simulated": "Template Download",
                    "match": true
                },
                "content": {
                    "actual": "Dienstplan Vorlage - Customizer",
                    "simulated": "Template Download",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "534655223033",
            "email": "yadiyard_lara@hotmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "534666773719",
            "email": "info@tortys-cafe.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "534738828501",
            "email": "andreasvojinovic730@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "533830998218",
            "email": "alekra0810@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "534755178741",
            "email": "info@cafe-berner.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos_08/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos_08/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
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                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "534896346319",
            "email": "sevenandup@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
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                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
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                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
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                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
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                "page_flow": {
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                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
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                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
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                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "534941973709",
            "email": "gastro@gut-mahndorf.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
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                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
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                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
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                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
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                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
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                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "534952931542",
            "email": "chatzivagia@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
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                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
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                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
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                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
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                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
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                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
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                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
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                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
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                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "534952083658",
            "email": "oberstdorfer-einkehr.restaurant@outlook.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
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                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
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                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
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                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
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                    "matches": {
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                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
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                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "535150068967",
            "email": "ae.anjaesser@gmail.com",
            "inferred_form_type": "template_download",
            "hubspot_actual": {
                "leadsource": "Organic Search",
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                "utm_medium__c": "organic",
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                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Template Download",
                "content": "Dienstplan Vorlage - Template",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "template_download",
                    "sign_up_type__c": "Template Download",
                    "content": "Template Download",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
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                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Template Download",
                    "simulated": "Template Download",
                    "match": true
                },
                "content": {
                    "actual": "Dienstplan Vorlage - Template",
                    "simulated": "Template Download",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 1,
                "discrepancy_severity": "low",
                "discrepancy_types": [
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "535096517876",
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            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "direct",
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                "utm_medium__c": "direct",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": "time"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "direct",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "direct",
                    "simulated": "direct",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
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                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "535320745166",
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            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
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                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Content Formular",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "success",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
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                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
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                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Content Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "success",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "535197034722",
            "email": "horst.w.schreiber@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
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                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "535258958042",
            "email": "auszeitsedanviertel@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "535642938581",
            "email": "koonkiuman@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "535861001430",
            "email": "info@rufsdorfleben.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "535649005785",
            "email": "cafe@sturmeck.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "535839084766",
            "email": "benjaminhornung@outlook.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "535987399876",
            "email": "info@micha-freudenberg.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "recurring",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "recurring",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "535955189962",
            "email": "tanvuong@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536027924698",
            "email": "i.finke@buescher-sh.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "arbeitszeiterfassung",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "arbeitszeiterfassung",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "536003969267",
            "email": "ketoluje@mein.gmx",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "urlaubsantrag-stellen",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "urlaubsantrag-stellen",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "536060221674",
            "email": "info@hoffmanns-cafebar.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "223320614136",
            "email": "eckhardt@event-werft.net",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": null
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "535588081890",
            "email": "jerome.poschmann86@googlemail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "535097974003",
            "email": "michaelmarxm@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Generic_Instant_10/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_Generic_10/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Generic_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_Generic_10/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536106670325",
            "email": "fischer@werftengruppe.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536203015379",
            "email": "info@la-tasca.koeln",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - Stills/GIFs",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Stills/GIFs"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "535472677082",
            "email": "b.schmitz@kitz-air.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partnerships",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partnerships",
                    "ordio_resolve_attribution": "Partnerships"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partnerships",
                    "simulated_determineLeadSourceFromContext": "Partnerships",
                    "simulated_ordio_resolve_attribution": "Partnerships",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partnerships', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536486276341",
            "email": "personal@walder-stadtsaal.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "535098342631",
            "email": "b.szentirmai@clarion-hotel.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536598482143",
            "email": "info@hotel-zur-kripp.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536509418725",
            "email": "beijanne@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "drive",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Google",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": null
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "drive",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "316696559802",
            "email": "lead-lc17627775778635@temp.ordio.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "organic_search",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "manual-callback"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "organic_search",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "536620388544",
            "email": "karzan.ismael@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "490093608137",
            "email": "martin.engelmann@kino-hotel.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "536641539284",
            "email": "sven@megafish.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536642268351",
            "email": "weger@albthermen.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "",
                "utm_term__c": "ordio personal",
                "utm_content__c": "",
                "gclid__c": "EAIaIQobChMIsIHNvNHnkAMVa6eDBx1fZiE4EAAYAiAAEgIOe_D_BwE",
                "sign_up_type__c": "pricing_inquiry",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "preise",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": "ordio personal"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Google",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "pricing_inquiry",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "preise",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536765077741",
            "email": "d.grund@plan-d-akademie.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "",
                "utm_term__c": "ordio personal",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": "ordio personal"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536713786574",
            "email": "info@la-fucina.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536886809834",
            "email": "gibtsnett@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536740997362",
            "email": "loewen-apotheke-bederkesa@t-online.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536826624209",
            "email": "kelle@erdbeergrimm.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536872443085",
            "email": "henn@erdbeergrimm.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536751823063",
            "email": "info@nativosfood.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536951905528",
            "email": "t.twisselmann@googlemail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "537157312729",
            "email": "vr.cto@pm.me",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536968369371",
            "email": "tim.partzsch@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - Hannah_SN",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Hannah_SN"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536959443181",
            "email": "jcbtrac@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536959484123",
            "email": "leondarleen1302@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "537144930496",
            "email": "sascha.matussek@matussek-partners.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "537280200943",
            "email": "tanjagralow@gmail.gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "Gastro_90d_form_opener + engager + website",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "Gastro_90d_form_opener + engager + website"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "537506139335",
            "email": "ateslogisticgmbh@yahoo.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536928986337",
            "email": "info@praxisgemeinschaft.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "537480983796",
            "email": "ahoi@steuerbord-nwm.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536957869292",
            "email": "crinamaria@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "537822735570",
            "email": "wohnstift.vitalis@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_G_Gastro",
                "utm_term__c": "personalplanung software gastronomie",
                "utm_content__c": "",
                "gclid__c": "CjwKCAiAt8bIBhBpEiwAzH1w6ZtUbpYWzJY2mcr_IQIquoCncozy_gbDThYBE-8hQCZ6I1rR2fmaHRoCXecQAvD_BwE",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "v2",
                    "leadsource": "Google",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_G_Gastro",
                    "utm_content": "",
                    "utm_term": "personalplanung software gastronomie"
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Google",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Google",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "v2",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "537723276502",
            "email": "info@gasthaus-wiese.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "537885083855",
            "email": "melanie.furrer@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "537843751100",
            "email": "gm.trans-line@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
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                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "537891415263",
            "email": "treemanscoffee@outlook.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_ADV+_UGC_09/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_ADV+_UGC_09/25"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "ordio_resolve_attribution"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "537942714568",
            "email": "hoangrykitchen@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_SushiNinja_11/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_SushiNinja_11/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538045909227",
            "email": "gerhard.scholz@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538114599121",
            "email": "lennart.kirschbaum@kirschbaum-koeln.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "537274033356",
            "email": "daudi@lamaisondupain.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "535851999474",
            "email": "twijnands@mobau-wirtz-classen.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "direct",
                "utm_source__c": "",
                "utm_medium__c": "direct",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "direct",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "direct",
                    "simulated": "direct",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "537352661224",
            "email": "dennis@schoenweiler-capital.group",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538278450383",
            "email": "info@bm-facilityservice.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_G_Zeiterfassung",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "CjwKCAiA2svIBhB-EiwARWDPjoSBdVEevklORqD9dRpDFT5MpAiRIF9dh61R8tlGMY-hrM_mqelfThoCQasQAvD_BwE",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "preise",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_G_Zeiterfassung",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "preise",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "536960804034",
            "email": "praxismanagement@zahnarztpraxis-schwerin.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "537753740517",
            "email": "mail@danceaffairs.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "537149835456",
            "email": "pmildner@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538468643003",
            "email": "bakeandspirit@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538367830207",
            "email": "gm@daysinndessau.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "537980018897",
            "email": "firefighter.112@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538326726903",
            "email": "alfa.doninger@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538550617312",
            "email": "jasmin2105@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "537755633879",
            "email": "info@hotel-la.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538503446752",
            "email": "m.tahan@abc-ambulanz.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538414563551",
            "email": "reineke@mc2-institute.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "dienstplan-gesetz",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "ordio_resolve_attribution"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "dienstplan-gesetz",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='direct traffic', simulated='organic search'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538517639360",
            "email": "info@aurora-sicherheit.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "538416949434",
            "email": "laleatas@hotmail.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538768119017",
            "email": "kauvergeordio@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "521881981163",
            "email": "niemczykm@event-sr.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_G_Gastro",
                "utm_term__c": "zeiterfassung app gastronomie",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "events",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_G_Gastro",
                    "utm_content": "",
                    "utm_term": "zeiterfassung app gastronomie"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "ordio_resolve_attribution"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "events",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "expected_improvement",
                "expected": true,
                "root_cause": "Old logic misclassified as 'google' but new logic correctly identifies as 'organic search'",
                "recommendation": "No action needed - this is an improvement"
            }
        },
        {
            "contact_id": "538587379909",
            "email": "anevereverendinglovestory@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538602560703",
            "email": "kw.meyer@meures-gmbh.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538270040293",
            "email": "sophie.schmidt24@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538513899762",
            "email": "baron.j1105@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538815074531",
            "email": "sahil.bagri@yahoo.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "537281933499",
            "email": "info@forest-kaffee.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538442109172",
            "email": "hubert@taximatzenberger.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538626859194",
            "email": "crazypomm@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538633071842",
            "email": "yasirtourey@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "538312595692",
            "email": "mehringer@hotel-drachenburg.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538838720758",
            "email": "info@kumkapi-hannover.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538962003178",
            "email": "ruslan72@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538991426795",
            "email": "info@stuermer-beuthien.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_G_Zeiterfassung",
                "utm_term__c": "zeiterfassungssystem",
                "utm_content__c": "",
                "gclid__c": "EAIaIQobChMI_bTor8rqkAMVwGpBAh1P3CMjEAAYAiAAEgLd-_D_BwE",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "v2",
                    "leadsource": "Google",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_G_Zeiterfassung",
                    "utm_content": "",
                    "utm_term": "zeiterfassungssystem"
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Google",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Google",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "v2",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "539043859650",
            "email": "info@hellskitchenruhrpott.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "recurring",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "recurring",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "539225456857",
            "email": "nuki12345@aol.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "bing",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "organic_search",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "TV\u00f6D-SuE Gehaltsrechner",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "tvoed-sue-gehaltsrechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "organic_search",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "TV\u00f6D-SuE Gehaltsrechner",
                    "simulated": "tvoed-sue-gehaltsrechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "538998828254",
            "email": "dennis.stockhofe@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "537970280684",
            "email": "wb@beckers-trier.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538382747843",
            "email": "platzl-uwd@gmx.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538313077979",
            "email": "a.krawczyk@maximare.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "539365331169",
            "email": "lead-lc17628929105825@temp.ordio.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "referral",
                "source__c": "gmail.com",
                "utm_source__c": "",
                "utm_medium__c": "referral",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "scroll-trigger"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "referral"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "referral",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "referral",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "referral",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "ordio_resolve_attribution"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "referral",
                    "simulated": "referral",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='referral', simulated='organic search'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538804914371",
            "email": "kontakt@benedikt-bucher.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "linkedin",
                "source__c": "linkedin",
                "utm_source__c": "",
                "utm_medium__c": "linkedin",
                "utm_campaign__c": "LinkedIn_Trinkgeld_Campaign",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "linkedin",
                    "ordio_resolve_attribution": "linkedin"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "linkedin",
                    "utm_campaign": "LinkedIn_Trinkgeld_Campaign",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "linkedin",
                    "simulated_determineLeadSourceFromContext": "linkedin",
                    "simulated_ordio_resolve_attribution": "linkedin",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "linkedin",
                    "simulated": "linkedin",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='linkedin', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538987723998",
            "email": "info@campingplatzamfurlbach.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "539367920877",
            "email": "info@alltagsbegleitung-westerwald.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "539316567284",
            "email": "sun.goeller@freenet.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538769918153",
            "email": "stellasieg66@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos_08/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos_08/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538047529194",
            "email": "der-kaffeekiosk@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538601579745",
            "email": "auffangstelle.katzen@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos_08/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos_08/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538443179199",
            "email": "info@cinnababes.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_SushiNinja_11/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_SushiNinja_11/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "539511774446",
            "email": "steffi.susanne@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "Gastro_90d_form_opener + engager + website",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "Gastro_90d_form_opener + engager + website"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538824436973",
            "email": "info@unicut-bielefeld.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "539727807681",
            "email": "d.glasauer@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "539859269837",
            "email": "gesine.rades@kielnord.shbb.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "539859306699",
            "email": "griasenk@gamsalm-ehrwald.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos_08/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos_08/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "539993935096",
            "email": "info@post-bad-groenenbach.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "539760520397",
            "email": "altes.waschhaus.kosmos@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_SushiNinja_11/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_SushiNinja_11/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540014190822",
            "email": "inshyapt@magim.be",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "539758791904",
            "email": "nancymalich724@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "Gastro_90d_form_opener + engager + website",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "Gastro_90d_form_opener + engager + website"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538116307148",
            "email": "info.kn@lohnconsult.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540037536985",
            "email": "contact@muehldorf-hotel.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "539760881863",
            "email": "info@bergapotheke-zellerfeld.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "539251858660",
            "email": "praxis@becker-knawek.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "539806181571",
            "email": "info@landesmusikakademie.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540157331677",
            "email": "o.hamdard@erding.andantehotels.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540140015827",
            "email": "eva.lang@lang-partner.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "Urlaubsanspruch-Rechner",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "urlaubsanspruch-rechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "Urlaubsanspruch-Rechner",
                    "simulated": "urlaubsanspruch-rechner",
                    "match": true
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 1,
                "discrepancy_severity": "low",
                "discrepancy_types": [
                    "sign_up_type__c"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "540153954545",
            "email": "info@kiebitz-bioland.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "540154309839",
            "email": "bahatex6@hotmail.com",
            "inferred_form_type": "template_download",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Template Download",
                "content": "Schichtplan Vorlage - Customizer",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "template_download",
                    "sign_up_type__c": "Template Download",
                    "content": "Template Download",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Template Download",
                    "simulated": "Template Download",
                    "match": true
                },
                "content": {
                    "actual": "Schichtplan Vorlage - Customizer",
                    "simulated": "Template Download",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 1,
                "discrepancy_severity": "low",
                "discrepancy_types": [
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "540166518973",
            "email": "s.buhrmester@bahnhof-apotheke-minden.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540200616138",
            "email": "sam@indramusikclub.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540326349034",
            "email": "melissa.dick@hotelziegelruh.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540198734057",
            "email": "zuhause@treidelpfad.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538023163112",
            "email": "doeller@becker-knawek.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540329969913",
            "email": "reservierung@koelnotel.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540379061481",
            "email": "marcusvanderpost@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540051456232",
            "email": "info@lindenhof-kellberg.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540132402380",
            "email": "info@stadtcafe-zell.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540521322730",
            "email": "bardhee.media@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540654696642",
            "email": "juergen.erfurth@kanzlei-erfurth.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540548849906",
            "email": "info@eng.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540132793549",
            "email": "goedert@lenegerich-hotel.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Acquisition",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Acquisition",
                    "ordio_resolve_attribution": "Acquisition"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Acquisition",
                    "simulated_determineLeadSourceFromContext": "Acquisition",
                    "simulated_ordio_resolve_attribution": "Acquisition",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='acquisition', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540546815201",
            "email": "volker@zimmermanns-restaurants.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540529488073",
            "email": "info@weingut-js.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540305005777",
            "email": "info@il-gambero.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538803432657",
            "email": "helheier1@online.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "Arbeitszeitrechner",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "arbeitszeitrechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "Arbeitszeitrechner",
                    "simulated": "arbeitszeitrechner",
                    "match": true
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 1,
                "discrepancy_severity": "low",
                "discrepancy_types": [
                    "sign_up_type__c"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "540848521403",
            "email": "odio@littlebignerds.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "538116501700",
            "email": "ellaundspeiche@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538116501701",
            "email": "u.buescher@steuerberaterin-bonkhoff.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540578671807",
            "email": "elkesimroth19@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540859562229",
            "email": "t.travnik@latzelreisen.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "time"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "preise",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "preise",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "537190074575",
            "email": "katharina.rathjen94@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "",
                "utm_term__c": "dienstplan und zeiterfassung",
                "utm_content__c": "",
                "gclid__c": "EAIaIQobChMI0Y6zy6LokAMVG1FBAh0zpBb8EAAYASAAEgIbv_D_BwE",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": "dienstplan und zeiterfassung"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540532717783",
            "email": "dirk.daniels@fivelive.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_SushiNinja_11/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_SushiNinja_11/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "512858505440",
            "email": "moritzjuergenmarten@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "540667454713",
            "email": "ulrich.pieschel@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "479192865011",
            "email": "barbara.wagner@hotelgreiner.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='organic search', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541277065453",
            "email": "luckylucis@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541185223890",
            "email": "info@partyausstatter.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541183305936",
            "email": "info@odmans-greens-oberneuland.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Generic_Instant_10/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_Generic_10/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Generic_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_Generic_10/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541213282533",
            "email": "voelcker@voelcker-hospitality.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541213282537",
            "email": "heyl@wirtschaftsberatung-heyl.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541220923600",
            "email": "lead-lc17629859331178@temp.ordio.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "blog-time"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "zuschlage-berechnen-rechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "zuschlage-berechnen-rechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "541312611541",
            "email": "andreasloeffler@me.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541232942291",
            "email": "1076-908@online.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540570982630",
            "email": "renate.biener@ostendarp-bau.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541249834177",
            "email": "bestrim.berisha@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_SushiNinja_11/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_SushiNinja_11/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541614527714",
            "email": "s.yemane@sevenoh.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "Gastro_90d_form_opener + engager + website",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "Gastro_90d_form_opener + engager + website"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541662886128",
            "email": "filipe.castelo@freenet.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541697899706",
            "email": "zwick@gasthaus-kaltental.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541753454837",
            "email": "info@fuerstenau.biz",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541755441394",
            "email": "info@haus-thoholte.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - Stills/GIFs",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - Stills/GIFs"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541184014560",
            "email": "info@baeckereibrieske.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
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                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541291078850",
            "email": "jmspam@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
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                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541993713861",
            "email": "sanjit@diebar-ulm.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "time"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "payroll",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "payroll",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "541274429681",
            "email": "zarrillo-bar@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - UGC",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - UGC"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541784698095",
            "email": "info@mvl-vertrieb.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Generic_Instant_10/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_Generic_10/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Generic_Instant_10/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_Generic_10/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541967503606",
            "email": "info@strandhof-baltrum.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541974973666",
            "email": "benjamin.das@accor.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "linkedin",
                "source__c": "linkedin",
                "utm_source__c": "",
                "utm_medium__c": "linkedin",
                "utm_campaign__c": "LinkedIn_Trinkgeld_Campaign",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "linkedin",
                    "ordio_resolve_attribution": "linkedin"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "linkedin",
                    "utm_campaign": "LinkedIn_Trinkgeld_Campaign",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "linkedin",
                    "simulated_determineLeadSourceFromContext": "linkedin",
                    "simulated_ordio_resolve_attribution": "linkedin",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "linkedin",
                    "simulated": "linkedin",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='linkedin', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541973906662",
            "email": "d.yu@yuyumi.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541954731206",
            "email": "info@georg-metzgerei.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542111988934",
            "email": "katja.tegtmeier@kochs-liethe.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542054264040",
            "email": "info@hausarzt-innenstadt.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541341551847",
            "email": "leonschwemin@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542021282030",
            "email": "lead-lc17630261878043@temp.ordio.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "time"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "zuschlagsrechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "zuschlagsrechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "541953678529",
            "email": "sbindel-liekmeier@finefirstdecor.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "Midijob Netto-Gehalt Berechnung",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "midijob-rechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "Midijob Netto-Gehalt Berechnung",
                    "simulated": "midijob-rechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "542085997794",
            "email": "m.plass@t-online.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "Urlaubsanspruch-Rechner",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "urlaubsanspruch-rechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "Urlaubsanspruch-Rechner",
                    "simulated": "urlaubsanspruch-rechner",
                    "match": true
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 1,
                "discrepancy_severity": "low",
                "discrepancy_types": [
                    "sign_up_type__c"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "542149423311",
            "email": "matzemd@live.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542046987478",
            "email": "a.glose@apotheke-nk.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542373599458",
            "email": "nils.deville@windrosehospitality.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542127209675",
            "email": "info@wailtl-hotel.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "540959621340",
            "email": "janakeller@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "arbeitszeiten-nachtr%C3%A4glich-%C3%A4ndern",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": null
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "arbeitszeiten-nachtr%C3%A4glich-%C3%A4ndern",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542398523599",
            "email": "info@kinderkrippe-am-park.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Tools Page",
                "content": "TV\u00f6D-SuE Gehaltsrechner",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "tvoed-sue-gehaltsrechner",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Tools Page",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "TV\u00f6D-SuE Gehaltsrechner",
                    "simulated": "tvoed-sue-gehaltsrechner",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "542489721076",
            "email": "christian.mahr@bemova.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "CjwKCAiAoNbIBhB5EiwAZFbYGMFyEiJamEhXTm5Ogi769XZRBcMUiGKkxXhWXicuAZGS-dNeRvRlXBoCKykQAvD_BwE",
                "sign_up_type__c": "Add-on Pricing Inquiry",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "preise",
                    "leadsource": "Google",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Google",
                    "first_lead_source": "Google",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Google",
                    "simulated_page_flow": "Google",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Add-on Pricing Inquiry",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "preise",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "542429735156",
            "email": "info@cafehaertl.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_SushiNinja_11/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_SushiNinja_11/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542409584872",
            "email": "mi.gro@gmx.ch",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "471512309972",
            "email": "kirsten.palme@haus-des-meeres.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "wie-nutze-ich-wochenplan-vorlagen",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": null
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "wie-nutze-ich-wochenplan-vorlagen",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542509143242",
            "email": "reinhard.staudte@ivt-hirschau.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542442055891",
            "email": "info@schuhhaus-roeder.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542520061161",
            "email": "s@ksjs.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542523498709",
            "email": "lead-lc17630381218562@temp.ordio.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "blog-time"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "referral",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "lohnabrechnung",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Organic Search",
                    "first_lead_source": "referral",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "referral",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Organic Search",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "ordio_resolve_attribution"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "lohnabrechnung",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "expected_improvement",
                "expected": true,
                "root_cause": "Old logic misclassified as 'google' but new logic correctly identifies as 'organic search'",
                "recommendation": "No action needed - this is an improvement"
            }
        },
        {
            "contact_id": "542442430675",
            "email": "karimffm80@yahoo.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542518674671",
            "email": "borospeter1968@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542445923541",
            "email": "info@hotel-rheinterrassen.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542444446933",
            "email": "info@dasrobitza.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Google",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542507406583",
            "email": "patzwald.yannick@pediatric-research.org",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542409782504",
            "email": "info@p-cafe.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542443546844",
            "email": "info@seceye.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "CjwKCAiAoNbIBhB5EiwAZFbYGCNmRDV4os7iZFDDQ9DWJ4p-6hVZqtPLGM81ksyOlieRiPx-3PM0bxoCRB8QAvD_BwE",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "shifts",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Google",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "shifts",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "493043327185",
            "email": "leon.kochh@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "kb-search-results",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "kb-search-results",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "542486796505",
            "email": "hotel-schuerger@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542456521970",
            "email": "m.ghaseminia@arotec-co.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "538116738295",
            "email": "n.maus@zimmermann-recycling.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542073413829",
            "email": "schick@ikwrathenow.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542120336594",
            "email": "info@alpenhof-westerbuchberg.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542461814008",
            "email": "info@tausendfuesslerkitas.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542539114708",
            "email": "info@zumdoppei.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541806658755",
            "email": "dominik.birzele@hotel-zum-hirsch.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542542362853",
            "email": "lutz.weidel@t-online.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541082433724",
            "email": "mucki@homeofdumplings.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "541082433725",
            "email": "tri@homeofdumplings.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
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                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542485054682",
            "email": "office@waldrestaurant-fischzucht.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542466411751",
            "email": "dr.e.szabo@t-online.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
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                "utm_source__c": "",
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                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "538762200289",
            "email": "fhiegema@smail.uni-koeln.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542457857255",
            "email": "u.kuehn@opus-architekten.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542553673943",
            "email": "negro@email.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542146549963",
            "email": "weimann-keuchel@freenet.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542120447189",
            "email": "doc.schmitt@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542509415653",
            "email": "office@mai-kai.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - UGC",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - UGC"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542394735810",
            "email": "adina@studio-1.eu",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "527114377414",
            "email": "lara-usai@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "542679565528",
            "email": "s.grewel@bohne37.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542668780731",
            "email": "info@cafe-gemach.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542627806397",
            "email": "hannah@sushininja.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
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                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542668856547",
            "email": "kosta.kalogerakis@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
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                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542626114793",
            "email": "k.auburger@proevent.info",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542585424094",
            "email": "stefanie@lenz-immobilien.gmbh",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542722167023",
            "email": "info@gasthof-schneeberg.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542742723782",
            "email": "noi.comogne@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "onboarding-termin",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "onboarding-termin",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "542622814395",
            "email": "neifer@rhein-orthopaedie.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542785862891",
            "email": "jochen.koester@ihr-eismann.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542965391576",
            "email": "lead-lc17630570521224@temp.ordio.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "manual-callback"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "preise",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "preise",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "542608524483",
            "email": "kontakt@medienschmiede-mv.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542617586912",
            "email": "riccardo.huettner@icloud.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543009262817",
            "email": "maximilian@reichert.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543002068217",
            "email": "lorenz.bernhard@me.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542996693206",
            "email": "dana.schuette@inlingua-moenchengladbach.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542836516027",
            "email": "peter@lukas.st",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543031017712",
            "email": "ali_ibrahim96@yahoo.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543029416184",
            "email": "jrieke.stb@me.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543330580673",
            "email": "pubnummer4@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543009883367",
            "email": "b.maurer@lamacchina.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543142233310",
            "email": "pilotsky888@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543115977958",
            "email": "kumpirclub71@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543022829816",
            "email": "paulien.su@freenet.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542837398715",
            "email": "info@alte-post.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_alle_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_alle_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "542832049339",
            "email": "ruben.silva@gmx.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - UGC",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - UGC"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543003233515",
            "email": "praxis-bremer@t-online.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543733285109",
            "email": "info@moctezuma-mainz.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "referral",
                    "ordio_resolve_attribution": "referral"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "signup",
                    "leadsource": "referral",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "referral",
                    "first_lead_source": "referral",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "referral",
                    "simulated_ordio_resolve_attribution": "referral",
                    "simulated_form_submission": "referral",
                    "simulated_page_flow": "referral",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": null
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "signup",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='direct traffic', simulated='referral'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543686538469",
            "email": "4kleinfamilie@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "referral",
                    "ordio_resolve_attribution": "referral"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "signup",
                    "leadsource": "referral",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "referral",
                    "first_lead_source": "referral",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "referral",
                    "simulated_ordio_resolve_attribution": "referral",
                    "simulated_form_submission": "referral",
                    "simulated_page_flow": "referral",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": null
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "signup",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='direct traffic', simulated='referral'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543733354692",
            "email": "sascha@odessabar.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "referral",
                    "ordio_resolve_attribution": "referral"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "signup",
                    "leadsource": "referral",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "referral",
                    "first_lead_source": "referral",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "referral",
                    "simulated_ordio_resolve_attribution": "referral",
                    "simulated_form_submission": "referral",
                    "simulated_page_flow": "referral",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": null
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "signup",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='direct traffic', simulated='referral'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543733401816",
            "email": "eggers@schloss-hotel.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "referral",
                    "ordio_resolve_attribution": "referral"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "signup",
                    "leadsource": "referral",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "referral",
                    "first_lead_source": "referral",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "referral",
                    "simulated_ordio_resolve_attribution": "referral",
                    "simulated_form_submission": "referral",
                    "simulated_page_flow": "referral",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": null
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "signup",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='direct traffic', simulated='referral'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543745371378",
            "email": "lead-lc17631133469134@temp.ordio.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "yahoo",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "time"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "543746574559",
            "email": "katrinbermbach@googlemail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "CjwKCAiAw9vIBhBBEiwAraSATqDaQD8aoeDwBFEhpIzRTR6dNC6ZHd_QtfqFSCizlHMhTBIfuz1QsBoC-fMQAvD_BwE",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543798576332",
            "email": "p.zoch@rplusgruppe.onmicrosoft.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "225929409754",
            "email": "juergen@einhorn.bar",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": null
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543976954044",
            "email": "karen@brasserie-marie.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Acquisition",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Acquisition",
                    "ordio_resolve_attribution": "Acquisition"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Acquisition",
                    "simulated_determineLeadSourceFromContext": "Acquisition",
                    "simulated_ordio_resolve_attribution": "Acquisition",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='acquisition', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543665630395",
            "email": "daneynatey0@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543680401647",
            "email": "lead-lc17631212652698@temp.ordio.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Direct Traffic",
                "source__c": "direct",
                "utm_source__c": "",
                "utm_medium__c": "direct",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Lead Capture Form",
                "content": "",
                "lead_capture_trigger": "time"
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "direct",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Direct Traffic",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": true
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Lead Capture Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "direct",
                    "simulated": "direct",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "543344151738",
            "email": "friedrich@josepps.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543720323287",
            "email": "iqbal.singh@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "544027792579",
            "email": "a.schick@weinkeller-schick.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543734819008",
            "email": "adlerberkheim@outlook.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "544193095921",
            "email": "office@hotel-weisses-haus.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543610120422",
            "email": "martinwohl01@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "544199309507",
            "email": "hammer@hobi.love",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Direct Traffic",
                    "ordio_resolve_attribution": "Direct Traffic"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "",
                    "simulated_determineLeadSourceFromContext": "Direct Traffic",
                    "simulated_ordio_resolve_attribution": "Direct Traffic",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": false,
                        "ordio_resolve_attribution": false,
                        "form_submission": false,
                        "page_flow": true
                    },
                    "best_match": "page_flow"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "544283316468",
            "email": "h.pansold@gmx.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "DE_Search_B_Brand",
                "utm_term__c": "ordio",
                "utm_content__c": "",
                "gclid__c": "CjwKCAiAw9vIBhBBEiwAraSATokpXON9IhMP_ayIDpHoTAu1frXdNK4VMgn-YjFpn92GX4NF3uvMOhoCHOEQAvD_BwE",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "danke",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "DE_Search_B_Brand",
                    "utm_content": "",
                    "utm_term": "ordio"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "danke",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "544091966691",
            "email": "rubel@rzm.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "cpc",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "preise",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "cpc",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "preise",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "cpc",
                    "simulated": "cpc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543799388409",
            "email": "info@nudlthek.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_ADV+_Sabrina_Pyke_09/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "544293645558",
            "email": "maurice.krott@ghorban-aachen.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_08/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos_08/25",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_08/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos_08/25"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "544288679146",
            "email": "welcome@walhalla-hotel.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Freelancesdr",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "MangoPartners",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Freelance SDR Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Freelancesdr",
                    "ordio_resolve_attribution": "Freelancesdr"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "MangoPartners",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Freelancesdr",
                    "simulated_determineLeadSourceFromContext": "Freelancesdr",
                    "simulated_ordio_resolve_attribution": "Freelancesdr",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Freelance SDR Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='freelancesdr', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543761688805",
            "email": "josef.guenther@t-online.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "543817481402",
            "email": "enjoyyourparty@web.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "544363795643",
            "email": "gregor.jaeger@kletterfabrik.koeln",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "544398057682",
            "email": "jason@guk-feldkirch.at",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "shiftops-report",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "shiftops-report",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "544397672654",
            "email": "hajjaji@glanzreinigung.info",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Organic Search",
                "source__c": "google",
                "utm_source__c": "",
                "utm_medium__c": "organic",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Modal Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Organic Search",
                    "ordio_resolve_attribution": "Organic Search"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Organic Search",
                    "utm_source": "",
                    "utm_medium": "organic",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Organic Search",
                    "lead_source_changes": 1
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Organic Search",
                    "simulated_determineLeadSourceFromContext": "Organic Search",
                    "simulated_ordio_resolve_attribution": "Organic Search",
                    "simulated_form_submission": "Organic Search",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": true,
                        "page_flow": false
                    },
                    "best_match": "form_submission"
                },
                "sign_up_type__c": {
                    "actual": "Modal Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "organic",
                    "simulated": "organic",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 2,
                "discrepancy_severity": "medium",
                "discrepancy_types": [
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "unknown",
                "expected": false,
                "root_cause": null,
                "recommendation": null
            }
        },
        {
            "contact_id": "544409467066",
            "email": "info@bsk-koeln.de",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Google",
                "source__c": "adwords",
                "utm_source__c": "",
                "utm_medium__c": "ppc",
                "utm_campaign__c": "",
                "utm_term__c": "planday",
                "utm_content__c": "",
                "gclid__c": "EAIaIQobChMIusWxlp_ykAMVTJ6DBx3veD0WEAAYAyAAEgJAIvD_BwE",
                "sign_up_type__c": "Landingpage Formular",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Google",
                    "ordio_resolve_attribution": "Google"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "drive",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "ppc",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": "planday"
                },
                "page_flow": {
                    "final_lead_source": "Direct Traffic",
                    "first_lead_source": "Direct Traffic",
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Google",
                    "simulated_determineLeadSourceFromContext": "Google",
                    "simulated_ordio_resolve_attribution": "Google",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": "Direct Traffic",
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Landingpage Formular",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "drive",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "ppc",
                    "simulated": "ppc",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='google', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "544436671681",
            "email": "tsa.charlet@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_BP_Videos",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_BP_Videos"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "544504605924",
            "email": "ye_yu@foxmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_LLA-1_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "544499297528",
            "email": "holgerweisbecker1971@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "BoFu_Retargeting_Gastro_Instant_03/25",
                "utm_term__c": "RE - All Audiences - PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "BoFu_Retargeting_Gastro_Instant_03/25",
                    "utm_content": "",
                    "utm_term": "RE - All Audiences - PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "544597676246",
            "email": "ricenspice.recklinghausen@gmail.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Gastro_Instant_02/25",
                "utm_term__c": "Gastro_K-Liste1-LLA_PayrollPlus",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Gastro_Instant_02/25",
                    "utm_content": "",
                    "utm_term": "Gastro_K-Liste1-LLA_PayrollPlus"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "544486755560",
            "email": "mail@lindenpraxis.net",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "Partner recommendation",
                "source__c": "",
                "utm_source__c": "",
                "utm_medium__c": "",
                "utm_campaign__c": "",
                "utm_term__c": "",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "",
                "content": "",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "Partner recommendation",
                    "ordio_resolve_attribution": "Partner recommendation"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "",
                    "utm_campaign": "",
                    "utm_content": "",
                    "utm_term": ""
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "Partner recommendation",
                    "simulated_determineLeadSourceFromContext": "Partner recommendation",
                    "simulated_ordio_resolve_attribution": "Partner recommendation",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='partner recommendation', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        },
        {
            "contact_id": "544508355788",
            "email": "aarie11@aol.com",
            "inferred_form_type": "unknown",
            "hubspot_actual": {
                "leadsource": "meta",
                "source__c": "fb",
                "utm_source__c": "",
                "utm_medium__c": "paid",
                "utm_campaign__c": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                "utm_term__c": "Gastro_Broad_Instant_Whitepaper_Trinkgeld",
                "utm_content__c": "",
                "gclid__c": "",
                "sign_up_type__c": "Instant Form",
                "content": "trinkgeld_gastronomie",
                "lead_capture_trigger": ""
            },
            "simulated": {
                "lead_source": {
                    "determineLeadSourceFromContext": "meta",
                    "ordio_resolve_attribution": "meta"
                },
                "form_submission": {
                    "form_type": "lead_capture",
                    "sign_up_type__c": "Lead Capture",
                    "content": "Lead Capture",
                    "leadsource": "Direct Traffic",
                    "utm_source": "",
                    "utm_medium": "paid",
                    "utm_campaign": "MoFu_Prospecting_Trinkgeld-Whitepaper_Instant_09/25",
                    "utm_content": "",
                    "utm_term": "Gastro_Broad_Instant_Whitepaper_Trinkgeld"
                },
                "page_flow": {
                    "final_lead_source": null,
                    "first_lead_source": null,
                    "lead_source_changes": 0
                }
            },
            "comparisons": {
                "leadsource": {
                    "actual": "meta",
                    "simulated_determineLeadSourceFromContext": "meta",
                    "simulated_ordio_resolve_attribution": "meta",
                    "simulated_form_submission": "Direct Traffic",
                    "simulated_page_flow": null,
                    "matches": {
                        "determineLeadSourceFromContext": true,
                        "ordio_resolve_attribution": true,
                        "form_submission": false,
                        "page_flow": false
                    },
                    "best_match": "determineLeadSourceFromContext"
                },
                "sign_up_type__c": {
                    "actual": "Instant Form",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "content": {
                    "actual": "trinkgeld_gastronomie",
                    "simulated": "Lead Capture",
                    "match": false
                },
                "utm_source": {
                    "actual": "",
                    "simulated": "",
                    "match": true
                },
                "utm_medium": {
                    "actual": "paid",
                    "simulated": "paid",
                    "match": true
                }
            },
            "assessment": {
                "overall_match": false,
                "discrepancy_count": 3,
                "discrepancy_severity": "high",
                "discrepancy_types": [
                    "leadsource",
                    "sign_up_type__c",
                    "content"
                ]
            },
            "category": {
                "type": "leadsource_mismatch",
                "expected": false,
                "root_cause": "Lead source determination differs: actual='meta', simulated='direct traffic'",
                "recommendation": "Review lead source determination logic for this scenario"
            }
        }
    ]
}