Two of fourteen models named Lively first on the direct prompt; one named WEX Benefits. Lively was named by thirteen of the fourteen models and WEX Benefits by twelve and Lively carries 34 labels and WEX Benefits 32, 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 October 2026 Edition, Lively and WEX Benefits were named in the same answer fifty-two times, of the 110 answers naming Lively and the 106 naming WEX Benefits. In those answers WEX Benefits took the first choice five times and Lively eighteen.
| 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 | ||||||
| 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. Five of six in this category shown.
“Avoid if budget is tight: Lively for very small teams, because of the minimum monthly fee.” Perplexity Sonar · budget prompt · hard negative
“Why not Lively? Their $200 minimum means if you have 5 employees, you pay $40/person/month” Qwen 3.7 Flash · budget prompt · soft negative
“Fidelity and Lively stand out as the strongest HSA administrators based on low or no fees” Grok 4.1 Fast · budget prompt · first choice
“For HSAs, look at Lively (4.4/5 Trustpilot), Fidelity (strong investing, better service).” Grok 4.1 Fast · negative prompt · first choice
“Lively: A top choice for mid-market companies that want a "tech-first" approach.” Qwen 3.7 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“Avoid for tight budgets: Larger players like WEX or Navia (~$4+ PEPM)” Grok 4.1 Fast · budget prompt · hard negative
“Frequently criticized on platforms like Reddit and Trustpilot” MiniMax M2.5 · negative prompt · hard negative
“B2B brokers often recommend massive legacy platforms (like WEX or HealthEquity) because they are easy to bundle. However, these legacy players often charge employees "transfer-out" fees” Gemini 3.5 Flash · direct prompt · soft negative
“For a mid-sized B2B company, WEX is the strongest overall recommendation.” DeepSeek V4 Flash · paraphrase prompt · first choice
“A good default recommendation for a mid-sized B2B company is WEX” GPT-5.4 mini · paraphrase prompt · first choice
“I'd put WEX first for a combined HSA/FSA program” GPT-6 Luna · 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.