Forma vs JOON
Four of twelve models named Forma first on the direct prompt; zero named JOON. Forma was named by twelve of the twelve models and JOON by nine and Forma carries 42 labels and JOON 10, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category 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
FormaFirst choices, of twelve modelsJOON
Across every category in the September 2026 Edition, Forma and JOON were named in the same answer twenty-two times, of the 142 answers naming Forma and the 32 naming JOON. In those answers JOON took the first choice eleven times and Forma 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 4.1 Fast | | | | | | |
| Mistral Small | | | | | ||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | | | | |
Forma JOON first choice named as an alternative argued againstblank: not namedEach cell is one answer, Forma on the left and JOON on the right.The direct prompt
Forma first, JOON an alternative
4 of 12 modelsJOON was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 of 12 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
Forma19%#2 of 6JOON11%#4 of 6What 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
What the models said about JOON
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“For a small team on a strict budget: JOON ($250/month flat) is the most straightforward and predictable option.” GLM 4.7 FlashX · budget prompt · first choice
“Joon and Compt are top choices, with Joon being the most affordable starting at $250/month” Mistral Small · budget prompt · first choice
“I'd suggest starting with Joon (simplest, lowest entry cost) or Compt” Kimi K2 · 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.