# Ravio vs Comprehensive.io: which do AI models recommend for compensation benchmarkin, October 2026

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

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Ravio | 7% | #5 of 13 | 4% | 26 | 11 of 14 |
| Comprehensive.io | 7% | #6 of 13 | 0% | 10 | 10 of 14 |

## The direct prompt, model by model

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

## 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)

## What the models said about Comprehensive.io

- "starting with free tools like Pave's free tier, Comprehensive.io, or the BLS is recommended" (Claude Haiku 4.5, budget prompt, first choice)
- "use Pave, Comprehensive.io, or Ravio (free tiers) for deeper, role‑specific insights" (GLM 4.7 FlashX, budget prompt, first choice)
- "Pave Market Data Lite (free) or Comprehensive.io (free)" (DeepSeek V4 Flash, budget 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.