# Compt vs ThrivePass: which do AI models recommend for flexible benefits, October 2026

HR AI Recommendation Index, October 2026 Edition, Flexible benefits and lifestyle spending accounts. Eight of fourteen models named Compt first on the direct prompt; zero named ThrivePass. Page: https://hr-ai-index.com/rewards/flexible-benefits-and-lifestyle-spending-accounts/compt-vs-thrivepass/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Compt | 40% | #1 of 10 | 2% | 41 | 14 of 14 |
| ThrivePass | 2% | #6 of 10 | 5% | 19 | 9 of 14 |

## The direct prompt, model by model

- Gemini 3.5 Flash: compt first (first choices: Compt) (alternatives: Benepass, Espresa, JOON)
- DeepSeek V4 Flash: compt first (first choices: Compt) (alternatives: Forma, ThrivePass)
- Llama 4 Maverick: compt first (first choices: Compt) (alternatives: Forma Benefits, Pave)
- Qwen 3.7 Flash: compt first (first choices: Compt) (alternatives: Benepass, ThrivePass)
- GLM 4.7 FlashX: compt first (first choices: Compt) (alternatives: Benepass, Forma)
- MiniMax M2.5: compt first (first choices: Compt) (alternatives: Benepass)
- GPT-6 Luna: compt first (first choices: Compt) (alternatives: Benepass, Forma)
- Muse Glimmer 30B: compt first (first choices: Compt) (alternatives: Benepass)
- Claude Haiku 4.5: neither first, one named (first choices: Benepass) (alternatives: Compt, Forma)
- Perplexity Sonar: neither first, one named (first choices: Forma) (alternatives: Benepass, Compt, ThrivePass)
- Grok 4.1 Fast: neither first, one named (first choices: Benepass, Forma) (alternatives: Compt)
- Mistral Small: neither first, one named (first choices: Benepass, Forma) (alternatives: Compt, Motivosity)
- Kimi K2: neither first, one named (first choices: Benepass, Forma) (alternatives: Compt, Espresa, Fringe)
- GPT-5.4 mini: neither named (first choices: Benepass) (alternatives: Forma)

## What the models said about Compt

- "it's more of a premium-feeling platform than the cheapest route" (GPT-5.4 mini, budget prompt, soft negative)
- "Choose Compt if you want to offer flexible lifestyle stipends, want to keep unspent budget in the company's pocket, and need robust tax automation" (Gemini 3.5 Flash, paraphrase prompt, first choice)
- "Compt | Payroll-integrated, tax-compliant reimbursement at mid/large companies | Strong reporting, guardrails, payroll integration" (DeepSeek V4 Flash, scale prompt, first choice)
- "Compt’s flat annual software fee + pay-only-on-claims model … is the most budget-predictable reimbursement-first option" (Muse Glimmer 30B, budget prompt, first choice)

## What the models said about ThrivePass

- "Customer support issues noted in reviews." (Grok 4.1 Fast, direct prompt, soft negative)
- "Best for Lowest Entry Cost: Thrivepass or Fringe" (Qwen 3.7 Flash, budget prompt, first choice)
- "ThrivePass at $0.55/month is tempting, but you'll need to negotiate to confirm that low rate actually applies to a full LSA program" (DeepSeek V4 Flash, budget prompt, alternative)
- "Choose ThrivePass if your main need is unified benefits administration and reimbursement" (Perplexity Sonar, direct prompt, alternative)

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.