# Radford: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 23 judge labels across 3 categories by 12 of 14 models. Page: https://www.gane.ai/index/hr/vendors/radford

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Compensation benchmarking data](https://www.gane.ai/index/hr/rewards/compensation-benchmarking-data/index.md) | 2% | 27 | 48% | 21 |
| [Compensation management](https://www.gane.ai/index/hr/rewards/compensation-management/index.md) | 0% | 67 | 0% | 1 |
| [Pay equity](https://www.gane.ai/index/hr/rewards/pay-equity/index.md) | 0% | 76 | 0% | 1 |

## What the models said for it

- "Radford provides deep traditional global enterprise data; Pave offers real-time API integrations" (Gemini 3.5 Flash, Compensation benchmarkin)
- "It is widely considered the gold standard for tech and SaaS." (Gemini 3.5 Flash, Compensation benchmarkin)
- "Radford excels in private company data (including VC/PE-backed firms) and has massive participation" (Grok 4.20, Compensation benchmarkin)
- "use Radford/Mercer/WTW for formal, auditable enterprise benchmarking and board reporting" (Muse Glimmer 30B, Compensation management)

## And against it

- "Providers to avoid or use carefully include: - Mercer, Willis Towers Watson (WTW), and Radford when the budget is tight" (Muse Glimmer 30B, Compensation benchmarkin)
- "Avoid for Mid-Market: Radford (Aon), Mercer, or Willis Towers Watson" (Grok 4.20, Compensation benchmarkin)
- "Large vendors (like Radford) rely on hundreds of massive companies to build benchmarks... avoid the heavy enterprise platforms unless you have a dedicated Compensation Manager" (Qwen 3.7 Flash, Compensation benchmarkin)
- "Traditional premium providers like Mercer, Radford, or full Payscale/Salary.com subscriptions can cost thousands annually and are often overkill for small teams." (Grok 4.20, Compensation benchmarkin)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 2 | 0 | 1 | 1 | 4 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 1 |
| Grok 4.20 | 0 | 1 | 1 | 2 | 4 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 3 | 3 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 1 | 1 | 1 | 3 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 1 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Radford, from 58 of the 73 answers that named it (only the models that return a source list).

### Domains cited

- ravio.com: 39
- salary.com: 27
- comprehensive.io: 21
- g2.com: 20
- payscale.com: 18
- figures.hr: 14
- gane.ai/index: 13
- github.com: 13
- salarycube.com: 13
- imercer.com: 12

### Pages cited

- https://ravio.com/blog/compensation-benchmarking-companies: 21
- https://ravio.com/blog/the-best-tools-for-salary-benchmarking: 21
- https://comprehensive.io/content/best-compensation-benchmarking-data-sources: 17
- https://salary.com/: 16
- https://payscale.com/: 13
- https://salary.com/data: 11
- https://pin.com/blog/salary-benchmarking-tools: 9
- https://figures.hr/post/salary-benchmarking-tools: 8

## Record

- Method: https://www.gane.ai/index/hr/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/hr.