Forma vs Compt
Nine of fourteen models named Forma first on the direct prompt; four named Compt. Both were named by all fourteen models and Forma carries 50 labels and Compt 40, 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 modelsCompt
Across every category in the November 2026 Edition, Forma and Compt were named in the same answer 104 times, of the 252 answers naming Forma and the 136 naming Compt. In those answers Compt took the first choice thirty-eight 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 Compt first choice named as an alternative argued againstblank: not namedEach cell is one answer, Forma on the left and Compt on the right.The direct prompt
Forma first, Compt an alternative
9 of 14 modelsCompt was named in the answer but not as the choice, or not at all.Compt first, Forma an alternative
4 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
1 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
Forma36%#1 of 9Compt18%#3 of 9What 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 Compt
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Compt (now part of the broader PeopleKeep or similar ecosystems in some reviews) stands out as the best lifestyle spending account (LSA) platform for companies with a limited budget.” Grok 4.20 · budget prompt · first choice
“especially well-suited for distributed or global teams, midmarket companies consolidating multiple lifestyle benefits into one LSA” Claude Haiku 4.5 · direct prompt · first choice
“Compt offers the best value with its fixed annual pricing model, no prefunding requirement, and minimal administrative burden” MiniMax M2.5 · budget 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.