Compt vs Forma
Six of twelve models named Compt first on the direct prompt; four named Forma. Both were named by all twelve models and Compt carries 39 labels and Forma 42, so the shares are not directly comparable.
Named in two 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 twelve 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
ComptFirst choices, of twelve modelsForma
The direct prompt
Both were the first choice
2 of 12 modelsThe answer named them together, and the judge labeled each a first choice.Compt first, Forma an alternative
4 of 12 modelsForma was named in the answer but not as the choice, or not at all.Forma first, Compt an alternative
2 of 12 modelsCompt was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 12 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 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.
“The best lifestyle spending account platform for a company with a limited budget is Compt, as it is the top-ranked LSA provider for 2026” Llama 4 Maverick · budget prompt · first choice
“Compt stands out as one of the best lifestyle spending account (LSA) platforms, especially for small to medium-sized businesses” Grok 4.1 Fast · budget prompt · first choice
“Prioritize platforms with proven mid-market success (e.g., Compt for reimbursements, Benepass for cards).” Grok 4.1 Fast · scale 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 eight in this category shown.
“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
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.