# Radford: how AI models rank it, October 2026

HR AI Recommendation Index, October 2026 Edition. Named in 32 judge labels across 3 categories by 12 of 14 models. Page: https://hr-ai-index.com/vendors/radford/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Compensation benchmarking data | 5% | 7 | 50% | 28 |
| Compensation management | 0% | 99 | 33% | 3 |
| Pay equity | 0% | 46 | 0% | 1 |

## What the models said for it

- "This makes Radford a top pick for companies looking for reliable, free salary benchmarking data without a significant financial investment." (Mistral Small, Compensation benchmarkin)
- "Radford or Mercer are the top choices due to their industry-specific data and reliability" (Mistral Small, Compensation benchmarkin)
- "1. Radford (Aon) — *Best for B2B Tech/SaaS*" (Kimi K2, Compensation benchmarkin)
- "Choose Radford if you are a large tech or life sciences company trying to understand where you stand against the market" (GLM 4.7 FlashX, Pay equity)

## And against it

- ""Why you should avoid traditional providers (Mercer, Radford, Willis Towers Watson)"" (Muse Glimmer 30B, Compensation benchmarkin)
- "without getting locked into expensive enterprise software (such as Radford, Mercer, or HRSoft) that comes with high subscription rates and steep implementation fees" (Gemini 3.5 Flash, Compensation management)
- "incredibly robust but requires manual survey participation, a higher budget, and more administrative effort than modern API-based systems" (Gemini 3.5 Flash, Compensation benchmarkin)
- "$15K–$80K+/yr with mandatory survey participation. Overkill for most mid-market B2B unless you're in tech/life sciences specifically." (DeepSeek V4 Flash, 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: 4% to 5%, +2. Inside the floor by 11 points · rank 7 of 148, unchanged.
- Compensation management: 0% to 0%, ±0. Inside the floor by 13 points · rank 40 → 99 of 140.
- Pay equity: 0% to 0%, ±0. New · not ranked in September 2026 · rank 46 of 73.

## 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.