# Comprehensive vs Salary.com CompAnalyst: 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 Salary.com CompAnalyst. Page: https://hr-ai-index.com/rewards/compensation-management/comprehensive-vs-salary-com-companalyst/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Comprehensive | 15% | #2 of 29 | 0% | 49 | 12 of 12 |
| Salary.com CompAnalyst | 5% | #7 of 29 | 0% | 16 | 7 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 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)

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.