# CompUp vs Paycom: which do AI models recommend for compensation management, October 2026

HR AI Recommendation Index, October 2026 Edition, Compensation management. Two of fourteen models named CompUp first on the direct prompt; one named Paycom. Page: https://hr-ai-index.com/rewards/compensation-management/compup-vs-paycom/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| CompUp | 9% | #4 of 13 | 0% | 14 | 8 of 14 |
| Paycom | 4% | #6 of 13 | 12% | 17 | 9 of 14 |

## The direct prompt, model by model

- Llama 4 Maverick: compup first (first choices: CompUp, Paylocity)
- MiniMax M2.5: compup first (first choices: CompUp) (alternatives: CaptivateIQ, Figures, Paylocity, Pequity)
- Grok 4.1 Fast: paycom first (first choices: Paycom) (alternatives: Comprehensive.io, HiBob, QuotaPath, Salary.com, Visdum)
- Perplexity Sonar: neither first, one named (first choices: Compport) (alternatives: CaptivateIQ, CompUp, HiBob, Payscale Ascent, Ravio)
- Mistral Small: neither first, one named (first choices: Ravio) (alternatives: CompUp, Pave, Payscale, beqom)
- GLM 4.7 FlashX: neither first, one named (first choices: Payscale Ascent) (alternatives: BambooHR Compensation, CompUp, Comprehensive, Figures, Lattice Compensate, Pave, Paycor, Ravio)
- Claude Haiku 4.5: neither named (first choices: HiBob) (alternatives: Qobra, Salary.com, Visdum, beqom)
- GPT-5.4 mini: neither named (first choices: CaptivateIQ) (alternatives: Everstage, QuotaPath, Spiff)
- Gemini 3.5 Flash: neither named (first choices: CaptivateIQ, Pave) (alternatives: Barley, Everstage, HiBob, QuotaPath, Salesforce Spiff)
- DeepSeek V4 Flash: neither named (first choices: Comprehensive, Pave) (alternatives: CaptivateIQ, Lattice Compensation, Payscale Ascent)
- Qwen 3.7 Flash: neither named (first choices: QuotaPath) (alternatives: Paylocity, Performio, Ravio, Visdum)
- Kimi K2: neither named (first choices: Comprehensive) (alternatives: CaptivateIQ, Lattice Compensate, Pave, Ravio)
- GPT-6 Luna: neither named (first choices: CaptivateIQ) (alternatives: Lattice Compensation, Payscale, Performio, Salesforce Spiff)
- Muse Glimmer 30B: neither named

## What the models said about CompUp

- "CompUp appears particularly well-suited for mid-market and enterprise organizations running complex, multi-country compensation cycles." (MiniMax M2.5, 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.