# Pave vs Ravio: which do AI models recommend for compensation benchmarkin, October 2026

HR AI Recommendation Index, October 2026 Edition, Compensation benchmarking data. Three of fourteen models named Pave first on the direct prompt; two named Ravio. Page: https://hr-ai-index.com/rewards/compensation-benchmarking-data/pave-vs-ravio/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Pave | 19% | #1 of 13 | 4% | 27 | 12 of 14 |
| Ravio | 7% | #5 of 13 | 4% | 26 | 11 of 14 |

## The direct prompt, model by model

- Gemini 3.5 Flash: pave first (first choices: Pave) (alternatives: Figures, Payscale, Ravio, RepVue, Salary.com CompAnalyst)
- GLM 4.7 FlashX: pave first (first choices: Pave, Payscale Ascent) (alternatives: Figures, Salary.com CompAnalyst)
- GPT-6 Luna: pave first (first choices: Pave) (alternatives: Mercer Total Remuneration Survey, Payscale, Radford)
- Perplexity Sonar: ravio first (first choices: Ravio) (alternatives: CompUp, Pave, Payfactors, Payscale Ascent, Salary.com CompAnalyst)
- Mistral Small: ravio first (first choices: Ravio, SalaryCube) (alternatives: CompUp, Figures)
- Claude Haiku 4.5: neither first, one named (first choices: Payscale) (alternatives: Comprehensive, Lattice, Pave, SalaryCube)
- DeepSeek V4 Flash: neither first, one named (first choices: Payscale) (alternatives: Pave, Salary.com CompAnalyst)
- Qwen 3.7 Flash: neither first, one named (first choices: Lattice) (alternatives: Comprehensive, Deel HR, Pave, SalaryCube)
- Kimi K2: neither first, one named (first choices: Payscale, SalaryCube) (alternatives: Figures, Pave, Ravio, Salary.com CompAnalyst)
- Muse Glimmer 30B: neither first, one named (first choices: SalaryCube) (alternatives: Pave, Salary.com CompAnalyst)
- GPT-5.4 mini: neither named (first choices: Payscale) (alternatives: Mercer Total Remuneration Survey, Radford, WTW)
- Grok 4.1 Fast: neither named (first choices: SalaryCube) (alternatives: Payscale, Salary.com CompAnalyst)
- Llama 4 Maverick: neither named
- MiniMax M2.5: neither named (first choices: SalaryCube) (alternatives: CompUp, Lattice, Salary.com CompAnalyst)

## What the models said about Pave

- "Pave is the most practical choice for many early-stage companies because it is explicitly called out as a free benchmarking option" (Perplexity Sonar, budget prompt, first choice)

## What the models said about Ravio

- "Europe/tech-leaning—less ideal for general B2B" (Grok 4.1 Fast, direct prompt, soft negative)
- "Real-time compensation platforms (e.g., Ravio, Pave) that pull data directly from HRIS systems with human validation — more current and accurate than surveys" (DeepSeek V4 Flash, negative prompt, first choice)
- "SalaryCube and Ravio are frequently recommended due to their comprehensive data, ease of use, and fit for mid-market needs." (Mistral Small, direct prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.