# Ravio: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 45 judge labels across 3 categories by 11 of 14 models. Page: https://www.gane.ai/index/hr/vendors/ravio

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Pay equity](https://www.gane.ai/index/hr/rewards/pay-equity/index.md) | 2% | 12 | 0% | 10 |
| [Compensation management](https://www.gane.ai/index/hr/rewards/compensation-management/index.md) | 2% | 12 | 6% | 17 |
| [Compensation benchmarking data](https://www.gane.ai/index/hr/rewards/compensation-benchmarking-data/index.md) | 0% | 29 | 0% | 18 |

## What the models said for it

- "Strong in global compensation and pay equity, ideal for B2B firms with international teams." (Mistral Small, Compensation management)
- "Figures and Ravio are the most recommended due to their focus on mid-market needs" (Mistral Small, Pay equity)
- "Ravio is described as offering real-time total rewards benchmarking with strategic compensation planning tools for tech and tech-enabled companies." (Muse Glimmer 30B, Compensation management)
- "Pick Pave / Ravio / Salary.com when real-time market benchmarking, pay equity and equity-heavy comp is a priority." (Muse Glimmer 30B, Compensation management)

## And against it

- "Niche tools like Figures or Ravio are emerging but less proven for B2B." (Grok 4.20, Compensation management)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 2 | 0 | 3 |
| Perplexity Sonar | 0 | 4 | 0 | 0 | 4 |
| Grok 4.20 | 0 | 4 | 0 | 1 | 5 |
| Mistral Small | 2 | 2 | 1 | 0 | 5 |
| DeepSeek V4 Flash | 0 | 6 | 2 | 0 | 8 |
| Llama 4 Maverick | 0 | 1 | 3 | 0 | 4 |
| Qwen 3.7 Flash | 0 | 2 | 1 | 0 | 3 |
| Kimi K2 | 0 | 2 | 2 | 0 | 4 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 3 | 3 | 0 | 6 |

## Sources returned with these answers

The sites and pages cited by the answers that named Ravio, from 119 of the 120 answers that named it (only the models that return a source list).

### Domains cited

- ravio.com: 72 (its own site)
- leadchangegroup.com: 58
- g2.com: 47
- capterra.com: 43
- comprehensive.io: 40
- peoplemanagingpeople.com: 34
- fitsmallbusiness.com: 33
- salary.com: 28
- softwareadvice.com: 25
- salarycube.com: 23

### Pages cited

- https://comprehensive.io/content/best-compensation-benchmarking-data-sources: 30
- https://capterra.com/compensation-management-software: 29
- https://ravio.com/blog/the-best-tools-for-salary-benchmarking: 27
- https://leadchangegroup.com/compensation-management-software/small-business: 22
- https://ravio.com/blog/compensation-benchmarking-companies: 22
- https://fitsmallbusiness.com/best-compensation-management-software: 21
- https://peoplemanagingpeople.com/services/best-compensation-benchmarking-companies: 18
- https://ravio.com/blog/free-salary-data: 17

## In its own words

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

- Positioning: Bring confidence to compensation (https://ravio.com/)
- For: People and Reward teams (https://ravio.com/)
- Free plan or trial: Search 3 free benchmarks (https://ravio.com/)
- Integrations claimed: 80 (https://ravio.com/)
- Certifications: SOC 2, GDPR
- Customers named: Sastrify, Bolt, Backbase, FTAPI, Hero Software

## What it publishes

Every page ravio.com exposes, read 2026-09-29: 402 addresses. By kind, pages and the last 90 days:

- blog: 179 pages, 23 in the last 90 days, latest 2026-09-29
- case study: 9 pages, 1 in the last 90 days, latest 2026-09-07
- webinar or virtual event: 13 pages, 1 in the last 90 days, latest 2026-08-03
- report or ebook: 4 pages, 0 in the last 90 days, latest undated
- comparison: 10 pages, 1 in the last 90 days, latest 2026-08-14
- glossary or explainer: 6 pages, 0 in the last 90 days, latest 2026-04-23
- Recent: 2026-09-29 blog: Compensation benchmarking companies https://ravio.com/blog/compensation-benchmarking-companies
- Recent: 2026-09-28 blog: Compensation management software guide https://ravio.com/blog/compensation-management-software-guide
- Recent: 2026-09-28 blog: Compensation employee retention https://ravio.com/blog/compensation-employee-retention
- Recent: 2026-09-28 blog: Best compensation management software https://ravio.com/blog/best-compensation-management-software
- Recent: 2026-09-28 blog: Compensation planning software https://ravio.com/blog/compensation-planning-software
- Recent: 2026-09-24 blog: Ravio reward hour sept 2026 https://ravio.com/blog/ravio-reward-hour-sept-2026

## 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.