# Benepass 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. Five of fourteen models named Benepass first on the direct prompt; four named Forma. Page: https://hr-ai-index.com/rewards/flexible-benefits-and-lifestyle-spending-accounts/benepass-vs-forma/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Benepass | 18% | #2 of 10 | 6% | 49 | 14 of 14 |
| Forma | 16% | #3 of 10 | 14% | 51 | 14 of 14 |

## The direct prompt, model by model

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

## What the models said about Benepass

- "Card-first platforms (e.g., Benepass): While convenient, these typically cost $4–$12 per employee per month, which can become expensive for larger teams." (Mistral Small, negative prompt, soft negative)
- "around $4–$12 per employee per month … on top of whatever benefit dollars you fund" (Muse Glimmer 30B, budget prompt, soft negative)
- "Benepass \u2014 *Minor caution* ... recurring reimbursement issues" (DeepSeek V4 Flash, negative prompt, soft negative)
- "1. Benepass - Best for mid-market and enterprise organizations prioritizing compliance, global scale, and card-based benefits delivery" (Claude Haiku 4.5, direct prompt, first choice)
- "Benepass and Forma are the leading choices due to their scalability, compliance focus, and comprehensive platform features." (Mistral Small, direct prompt, first choice)
- "### 1. Benepass (Best Overall for Mid-Market) ... currently one of the most robust options for mid-sized organizations" (Qwen 3.7 Flash, paraphrase 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.