# Salary.com CompAnalyst vs Ravio: which do AI models recommend for compensation management, September 2026

HR AI Recommendation Index, September 2026 Edition, Compensation management. Zero of twelve models named Salary.com CompAnalyst first on the direct prompt; zero named Ravio. Page: https://hr-ai-index.com/rewards/compensation-management/salary-com-companalyst-vs-ravio/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Salary.com CompAnalyst | 5% | #7 of 29 | 0% | 16 | 7 of 12 |
| Ravio | 4% | #8 of 29 | 4% | 28 | 11 of 12 |

## The direct prompt, model by model

- Grok 4.1 Fast: neither first, one named (first choices: CompLogix) (alternatives: Comprehensive, HiBob, Paylocity, Payscale Ascent, Salary.com CompAnalyst, SimplyMerit)
- Claude Haiku 4.5: neither named (first choices: HiBob HRIS, Payscale Ascent, QuotaPath) (alternatives: Everstage, Lattice, Paycom, Paylocity, Payscale, Xactly)
- GPT-5.4 mini: neither named (first choices: CaptivateIQ, Lattice Compensation) (alternatives: HRSoft, Payscale, SAP SuccessFactors Compensation, Varicent, Xactly, Xactly Incent, beqom)
- Gemini 3.5 Flash: neither named (first choices: CaptivateIQ, Everstage, Pave) (alternatives: Aeqium, CompLogix, Compport, Comprehensive, Pequity, Performio, Qobra, QuotaPath)
- Perplexity Sonar: neither named (first choices: Comprehensive, HiBob) (alternatives: CaptivateIQ, CompLogix, Payscale Ascent, Performio, QuotaPath, SalaryCube)
- Mistral Small: neither named (first choices: Everstage, HiBob, Payscale Ascent) (alternatives: CompLogix, Compport, Paylocity, QuotaPath)
- DeepSeek V4 Flash: neither named (first choices: Lattice, Pave, QuotaPath) (alternatives: CaptivateIQ, CompLogix, Compport, Everstage, HiBob, Lattice Compensation, Payscale)
- Llama 4 Maverick: neither named (first choices: Everstage) (alternatives: HiBob HRIS, Payscale Ascent)
- Qwen 3.7 Flash: neither named (first choices: Deel, HiBob) (alternatives: Figures, Lattice, Payfactors, Payscale Ascent, Qommet, Salary.com)
- Kimi K2: neither named (first choices: CompLogix, Comprehensive, Pave, Pequity) (alternatives: Aeqium, CompUp, Compport, Everstage, HiBob, Lattice Compensation)
- GLM 4.7 FlashX: neither named (first choices: Aeqium, CompLogix, SalaryCube) (alternatives: HiBob, Pave, Payscale Ascent, SalaryCube Comp Planning)
- MiniMax M2.5: neither named (first choices: CompLogix, HiBob HRIS, Paylocity, Payscale Ascent) (alternatives: HiBob, Pave)

## What the models said about Salary.com CompAnalyst

- "Salary.com CompAnalyst is often recommended as the best compensation management software for companies with a limited budget" (Mistral Small, budget prompt, first choice)
- "The best compensation management software for a company with a limited budget is Salary.com CompAnalyst for market data." (Llama 4 Maverick, budget prompt, first choice)
- "Choose Empxtrack for process management or Salary.com CompAnalyst purely for data benchmarking." (Qwen 3.7 Flash, budget prompt, first choice)

## What the models said about Ravio

- "Ravio is mentioned as being suitable for global tech companies, but not for companies with few tech roles" (Llama 4 Maverick, negative prompt, soft negative)
- "Pave, Comprehensive, and Ravio all offer free tiers for small teams" (Kimi K2, budget prompt, first choice)
- "I'd start with Pave/Ravio/Comprehensive free tiers" (DeepSeek V4 Flash, budget prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.