# Forma vs Rippling: which do AI models recommend for flexible benefits, September 2026

HR AI Recommendation Index, September 2026 Edition, Flexible benefits and lifestyle spending accounts. Four of twelve models named Forma first on the direct prompt; zero named Rippling. Page: https://hr-ai-index.com/rewards/flexible-benefits-and-lifestyle-spending-accounts/forma-vs-rippling/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Forma | 19% | #2 of 6 | 12% | 42 | 12 of 12 |
| Rippling | 2% | #5 of 6 | 8% | 13 | 9 of 12 |

## The direct prompt, model by model

- GPT-5.4 mini: forma first (first choices: Compt, Forma) (alternatives: ThrivePass)
- Gemini 3.5 Flash: forma first (first choices: Forma) (alternatives: Benepass, Compt, JOON)
- Grok 4.1 Fast: forma first (first choices: Forma) (alternatives: Benepass, Compt)
- GLM 4.7 FlashX: forma first (first choices: Compt, Forma) (alternatives: Benepass, Espresa, ThrivePass)
- Claude Haiku 4.5: neither first, one named (first choices: Compt) (alternatives: Benepass, Forma)
- Perplexity Sonar: neither first, one named (first choices: Compt) (alternatives: Benepass, Forma)
- Mistral Small: neither first, one named (first choices: Benepass) (alternatives: Compt, Forma)
- DeepSeek V4 Flash: neither first, one named (first choices: Benepass) (alternatives: Compt, Forma)
- Kimi K2: neither first, one named (first choices: Benepass) (alternatives: Compt, Forma)
- MiniMax M2.5: neither first, one named (first choices: Benepass) (alternatives: Compt, Forma)
- Llama 4 Maverick: neither named (first choices: Benepass, Compt, Guideflow)
- Qwen 3.7 Flash: neither named (first choices: Benepass, Compt) (alternatives: Favorably)

## What the models said about Forma

- "Avoid platforms with high implementation fees — Some enterprise-focused providers (like Forma) charge $10,000+ ... overkill" (DeepSeek V4 Flash, budget prompt, hard negative)
- "Avoid higher-end ones like Benepass/Forma/Espresa" (Grok 4.1 Fast, budget prompt, hard negative)
- "platforms like Forma have also seen user pushback over unclear purchase guidelines and inconsistent support responses" (Gemini 3.5 Flash, negative prompt, soft negative)
- "Forma is a highly comprehensive personalized benefits platform... Choose Benepass or Forma if you want the convenience of a physical or virtual debit card" (Gemini 3.5 Flash, comparative prompt, first choice)
- "Largest scale (1M+ users). G2: 4.8/5... Scope: Narrow LSAs (Compt) vs. broad (Forma: tax wrappers + global rules); Scalability: Forma for enterprises" (Grok 4.1 Fast, comparative prompt, first choice)
- "Forma — Best for Global, Scalable Lifestyle Spending ... Massive global footprint (110+ countries, ~1 million members)" (Kimi K2, comparative 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.