Two of fourteen models named Lively first on the direct prompt; three named Forma. Lively was named by fourteen of the fourteen models and Forma by ten and Lively carries 39 labels and Forma 20, so the shares are not directly comparable.
Named in two 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 HSA and FSA administrators page.
Across every category in the November 2026 Edition, Lively and Forma were named in the same answer sixty-two times, of the 132 answers naming Lively and the 252 naming Forma. In those answers Forma took the first choice twelve times and Lively sixteen.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Rated “Above Average” for spending, “Average” for investing.” Mistral Small · comparative prompt · soft negative
“For most mid-market B2B companies, Lively offers the best combination of modern technology, transparent pricing, and strong customer service.” Kimi K2 · direct prompt · first choice
“Lively is likely the best starting point if you want one modern platform for both HSA and FSA administration” Perplexity Sonar · budget prompt · first choice
“Lively is likely the best choice because: It offers both HSA and FSA administration under one platform” MiniMax M2.5 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Emerging for flexible spending (including lifestyle accounts) but less traditional for core HSA/FSA” Grok 4.20 · direct prompt · soft negative
“If you want a unified, modern experience with HSAs, FSAs, LSAs and HRAs on one platform, Forma is the most frequently promoted option in 2026-2027 vendor lists.” Muse Glimmer 30B · direct prompt · first choice
“Forma is highlighted for its first-dollar ETF investing and human support, making it a strong choice for mid-market companies looking for a unified solution.” Mistral Small · direct 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.