# Comprehensive: how AI models rank it, October 2026

HR AI Recommendation Index, October 2026 Edition. Named in 18 judge labels across 2 categories by 9 of 14 models. Page: https://hr-ai-index.com/vendors/comprehensive/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Compensation management | 9% | 3 | 0% | 16 |
| Compensation benchmarking data | 0% | 35 | 0% | 2 |

## What the models said for it

- "Prioritize platforms like Comprehensive, Figures.hr, Salary.com CompAnalyst, Paycom, or Ravio, which are frequently recommended for this size" (Grok 4.1 Fast, Compensation management)
- "Start with Comprehensive if you want an all-in-one platform for salary planning, equity management, and compensation reviews" (Kimi K2, Compensation management)
- "I'd recommend evaluating Compport and Comprehensive first since both are specifically positioned for mid-market companies." (Claude Haiku 4.5, Compensation management)
- "Comprehensive appears to be the strongest choice" (Kimi K2, Compensation management)

## 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 management: 15% to 9%, −5. Inside the floor by 8 points · rank 2 → 3 of 140.
- Compensation benchmarking data: 0% to 0%, ±0. Inside the floor by 13 points · rank 93 → 35 of 148.

## In its own words

What Comprehensive'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: HR and Finance teams (https://www.comprehensive.io/products/benchmarking)
- Free plan or trial: Free Startup Data (https://comprehensive.io/)
- Integrations claimed: 9 (https://www.comprehensive.io/products/benchmarking)
- Certifications: GDPR, CCPA, SOC 2 Type 2
- Hosting: US, Canada, 100+ countries
- 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.