# Compt vs Forma: 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; four named Forma. Page: https://hr-ai-index.com/rewards/flexible-benefits-and-lifestyle-spending-accounts/compt-vs-forma/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Compt | 40% | #1 of 10 | 2% | 41 | 14 of 14 |
| Forma | 16% | #3 of 10 | 14% | 51 | 14 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)
- Perplexity Sonar: forma first (first choices: Forma) (alternatives: Benepass, Compt, ThrivePass)
- Grok 4.1 Fast: forma first (first choices: Benepass, Forma) (alternatives: Compt)
- Mistral Small: forma first (first choices: Benepass, Forma) (alternatives: Compt, Motivosity)
- Kimi K2: forma first (first choices: Benepass, Forma) (alternatives: Compt, Espresa, Fringe)
- Claude Haiku 4.5: neither first, one named (first choices: Benepass) (alternatives: Compt, Forma)
- GPT-5.4 mini: neither first, one 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 Forma

- "Forma has user reviews reporting limited information and reimbursement delays, with regular support gaps rounding out top complaints" (Claude Haiku 4.5, negative prompt, hard negative)
- "3. Forma ... Users describe it as one of the "worst experiences" to use" (GLM 4.7 FlashX, negative prompt, hard negative)
- "Caution: Higher implementation fees (~$10,000+) and generally higher pricing... May be overkill for leaner mid-sized teams." (Kimi K2, paraphrase prompt, soft negative)
- "Differentiator: It's the most comprehensive "one-stop-shop" — handling both pre-tax and post-tax benefits with the broadest global footprint." (DeepSeek V4 Flash, comparative prompt, first choice)
- "Some platforms, like Forma, offer a streamlined approach to managing pre-tax and post-tax benefits under a single, intuitive platform" (Llama 4 Maverick, comparative prompt, first choice)
- "Forma helps companies manage flexible benefits at scale by consolidating employee perks and benefits into a single platform." (Claude Haiku 4.5, comparative 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.