# Comprehensive.io: how AI models rank it, October 2026

HR AI Recommendation Index, October 2026 Edition. Named in 15 judge labels across 3 categories by 10 of 14 models. Page: https://hr-ai-index.com/vendors/comprehensive-io/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Compensation benchmarking data | 7% | 6 | 0% | 10 |
| Compensation management | 0% | 40 | 0% | 3 |
| Pay equity | 0% | 26 | 0% | 2 |

## What the models said for it

- "starting with free tools like Pave's free tier, Comprehensive.io, or the BLS is recommended" (Claude Haiku 4.5, Compensation benchmarkin)
- "use Pave, Comprehensive.io, or Ravio (free tiers) for deeper, role‑specific insights" (GLM 4.7 FlashX, Compensation benchmarkin)
- "Pave Market Data Lite (free) or Comprehensive.io (free)" (DeepSeek V4 Flash, Compensation benchmarkin)
- "Top recommendation: Comprehensive.io" (Grok 4.1 Fast, Compensation benchmarkin)

## Movement since September 2026

Floor: 13 points of share, measured on the calibration repeat. A larger change is movement; a smaller one is noise.

- Compensation benchmarking data: 12% to 7%, −4. Inside the floor by 9 points · rank 3 → 6 of 148.
- Compensation management: 0% to 0%, ±0. Inside the floor by 13 points · rank 39 → 40 of 140.
- Pay equity: 0% to 0%, ±0. Inside the floor by 13 points · rank 26 of 73, unchanged.

## In its own words

What Comprehensive.io's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: The AI-powered, fully-customizable compensation platform (https://comprehensive.io/)
- For: teams of 1 needing help with bandwidth and visibility — to teams of many needing help with automation and process (https://comprehensive.io/)
- Free plan or trial: Free Startup Data (https://comprehensive.io/)
- Integrations claimed: 9 (https://comprehensive.io/)
- Certifications: GDPR, CCPA, SOC 2 Type 2
- Customers named: Linux Foundation, HopSkipDrive, VGW

## What it publishes

Every page comprehensive.io exposes, read 2026-09-29: 30 addresses. By kind, pages and the last 90 days:

- blog: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 1 pages, 0 in the last 90 days, latest undated

## Record

- Method: https://hr-ai-index.com/methodology/
- Raw judge labels and full responses: https://hr-ai-index.com/data/
- License: CC BY 4.0. Cite as HR AI Recommendation Index, October 2026 Edition, hr-ai-index.com.