Benepass vs Forma
Five of fourteen models named Benepass first on the direct prompt; four named Forma. Both were named by all fourteen models and Benepass carries 49 labels and Forma 51, so the shares are not directly comparable.
Named in four categories this edition.
Named in three categories this edition.
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; every quote names the model and the prompt it came from. Both figures come from the flexible benefits and lifestyle spending accounts page.
By framing
BenepassFirst choices, of fourteen modelsForma
Across every category in the October 2026 Edition, Benepass and Forma were named in the same answer 124 times, of the 193 answers naming Benepass and the 184 naming Forma. In those answers Forma took the first choice twenty-seven times and Benepass eleven.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | |||
| GPT-5.4 mini | | |||||
| Gemini 3.5 Flash | | | | |||
| Perplexity Sonar | | | | |||
| Grok 4.1 Fast | | | | | | |
| Mistral Small | | | | | ||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | | | |||
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | | | | ||
| MiniMax M2.5 | | | | | | |
| GPT-6 Luna | | | ||||
| Muse Glimmer 30B | | | | |
Benepass Forma first choice named as an alternative argued againstblank: not namedEach cell is one answer, Benepass on the left and Forma on the right.The direct prompt
Both were the first choice
3 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Benepass first, Forma an alternative
2 of 14 modelsForma was named in the answer but not as the choice, or not at all.Forma first, Benepass an alternative
1 of 14 modelsBenepass was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
Forma45%#1 of 12Benepass15%#3 of 12What the models said about Benepass
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“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
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.