# Extraction Validation Report


**Last Updated:** 2025-11-20

## Summary
- Total competitors: 57
- Valid entries: 40
- Invalid entries: 17
- Entries with warnings: 8

## Invalid Entries

### connecteam
- ❌ Missing rating
- ❌ Rating distribution sum (0) doesn't match reviews (54)
- ⚠️ Rating percentages sum to 0% (expected ~100%)
- ⚠️ No pricing information extracted

### deputy
- ❌ Missing rating
- ❌ Rating distribution sum (0) doesn't match reviews (54)
- ⚠️ Rating percentages sum to 0% (expected ~100%)

### e2n
- ❌ Missing rating
- ❌ Missing reviews
- ❌ Missing faq
- ⚠️ Reviews field is not numeric: ''
- ⚠️ No FAQ items extracted
- ⚠️ No pricing information extracted

### flairhr
- ❌ Missing rating
- ❌ Missing reviews
- ❌ Missing faq
- ⚠️ Reviews field is not numeric: ''
- ⚠️ No FAQ items extracted
- ⚠️ No pricing information extracted

### freshbooks
- ❌ Missing rating
- ❌ Missing reviews
- ❌ Missing faq
- ⚠️ Reviews field is not numeric: ''
- ⚠️ No FAQ items extracted
- ⚠️ No pricing information extracted

### homebase
- ❌ Missing rating
- ❌ Rating distribution sum (0) doesn't match reviews (54)
- ⚠️ Rating percentages sum to 0% (expected ~100%)
- ⚠️ No pricing information extracted

### jethr
- ❌ Missing rating
- ❌ Missing reviews
- ❌ Missing faq
- ⚠️ Reviews field is not numeric: ''
- ⚠️ No FAQ items extracted
- ⚠️ No pricing information extracted

### nesto
- ❌ Missing rating
- ❌ Rating distribution sum (0) doesn't match reviews (54)
- ⚠️ Rating percentages sum to 0% (expected ~100%)
- ⚠️ No pricing information extracted

### pentacode
- ❌ Missing rating
- ❌ Rating distribution sum (0) doesn't match reviews (54)
- ⚠️ Rating percentages sum to 0% (expected ~100%)

### planerio
- ❌ Missing rating
- ❌ Missing reviews
- ❌ Missing faq
- ⚠️ Reviews field is not numeric: ''
- ⚠️ No FAQ items extracted
- ⚠️ No pricing information extracted

### planovo
- ❌ Missing rating
- ❌ Rating distribution sum (0) doesn't match reviews (54)
- ⚠️ Rating percentages sum to 0% (expected ~100%)

### quinyx
- ❌ Missing rating
- ❌ Rating distribution sum (0) doesn't match reviews (54)
- ⚠️ Rating percentages sum to 0% (expected ~100%)
- ⚠️ No pricing information extracted

### sage_hr_payroll
- ❌ Rating distribution sum (123) doesn't match reviews (124)

### sap_successfactors
- ❌ Missing rating
- ❌ Rating distribution sum (20) doesn't match reviews (54)
- ⚠️ No pricing information extracted

### shyftplan
- ❌ Missing rating
- ❌ Missing reviews
- ❌ Missing description
- ❌ Missing faq
- ⚠️ Reviews field is not numeric: ''
- ⚠️ No FAQ items extracted
- ⚠️ Description too short or missing (0 chars)
- ⚠️ No pricing information extracted

### timely
- ❌ Missing rating
- ❌ Missing reviews
- ❌ Missing faq
- ⚠️ Reviews field is not numeric: ''
- ⚠️ No FAQ items extracted
- ⚠️ No pricing information extracted

### workday
- ❌ Rating distribution sum (0) doesn't match reviews (38)
- ⚠️ Rating percentages sum to 0% (expected ~100%)
- ⚠️ No pricing information extracted

## Entries with Warnings

### 7shifts
- ⚠️ No pricing information extracted

### bamboohr
- ⚠️ No pricing information extracted

### clickup
- ⚠️ No pricing information extracted

### clockify
- ⚠️ No pricing information extracted

### deel
- ⚠️ No pricing information extracted

### harvest
- ⚠️ No pricing information extracted

### lattice
- ⚠️ No pricing information extracted

### wheniwork
- ⚠️ No pricing information extracted