Forma vs Benepass
Nine of fourteen models named Forma first on the direct prompt; three named Benepass. Both were named by all fourteen models and Forma carries 50 labels and Benepass 38, so the shares are not directly comparable.
Named in three categories this edition.
Named in two 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
FormaFirst choices, of fourteen modelsBenepass
Across every category in the November 2026 Edition, Forma and Benepass were named in the same answer 125 times, of the 252 answers naming Forma and the 154 naming Benepass. In those answers Benepass took the first choice eleven times and Forma thirty-one.
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 4.20 | | | | | | |
| 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 | | | | |
Forma Benepass first choice named as an alternative argued againstblank: not namedEach cell is one answer, Forma on the left and Benepass on the right.The direct prompt
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Forma first, Benepass an alternative
8 of 14 modelsBenepass was named in the answer but not as the choice, or not at all.Benepass first, Forma an alternative
2 of 14 modelsForma was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.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
What the models said about Forma
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Platforms to Avoid on a Strict Budget | Forma | Custom enterprise pricing” Kimi K2 · budget prompt · hard negative
“reviewers frequently report rejected claims, unclear purchase guidelines, reimbursement denials, and slow support” GPT-5.4 mini · negative prompt · soft negative
“The best lifestyle spending account platform for a mid-market B2B company is Forma, as it is considered the most mature standalone LSA platform” Llama 4 Maverick · direct prompt · first choice
“Dedicated platforms like Forma, Benify, or Ben focus on smart spending cards, flexible allowances, and international compliance.” Gemini 3.5 Flash · negative prompt · first choice
What the models said about Benepass
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Platforms to Avoid on a Strict Budget ... Benepass | Quote-based PEPM pricing” Kimi K2 · budget prompt · hard negative
“avoid high platform minimums ($10,000–$15,000+ annual fees required by enterprise vendors like Benepass or Espresa)” Gemini 3.5 Flash · budget prompt · soft negative
“Benepass Min. Group Size 200 eligible ... platform fee around $4–$12 per employee per month” Muse Glimmer 30B · budget prompt · soft negative
“Benepass is a card-first flexible benefits platform that offers pre-tax accounts and lifestyle spending accounts with usage-based pricing” Claude Haiku 4.5 · comparative prompt · first choice
“best for mid-market and enterprise organizations prioritizing compliance, global scale, and card-based benefits delivery” Claude Haiku 4.5 · direct prompt · first choice
“Choose Benepass if you want maximum employee engagement through a seamless, single-card experience.” Qwen 3.7 Flash · 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.