# Comprehensive vs Ravio: which do AI models recommend for compensation management, September 2026

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

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Comprehensive | 15% | #2 of 29 | 0% | 49 | 12 of 12 |
| Ravio | 4% | #8 of 29 | 4% | 28 | 11 of 12 |

## The direct prompt, model by model

- Perplexity Sonar: comprehensive first (first choices: Comprehensive, HiBob) (alternatives: CaptivateIQ, CompLogix, Payscale Ascent, Performio, QuotaPath, SalaryCube)
- Kimi K2: comprehensive first (first choices: CompLogix, Comprehensive, Pave, Pequity) (alternatives: Aeqium, CompUp, Compport, Everstage, HiBob, Lattice Compensation)
- Gemini 3.5 Flash: neither first, one named (first choices: CaptivateIQ, Everstage, Pave) (alternatives: Aeqium, CompLogix, Compport, Comprehensive, Pequity, Performio, Qobra, QuotaPath)
- 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)
- 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)
- 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 Comprehensive

- "Comprehensive: Best all-in-one platform for replacing spreadsheets with custom, scalable compensation workflows. Suitable for companies with 100 to 2,000 employees." (Llama 4 Maverick, paraphrase prompt, first choice)
- "Choose Comprehensive if you want the best balance of flexibility, speed, and mid-market fit without going enterprise-heavy." (Perplexity Sonar, direct prompt, first choice)
- "Highly recommended for mid-sized teams, offering dedicated compensation planning with budget controls and structured approvals." (Mistral Small, paraphrase 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.