Two of fourteen models named Lively first on the direct prompt; one named Businessolver. Lively was named by thirteen of the fourteen models and Businessolver by eight and Lively carries 34 labels and Businessolver 11, 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.
| 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. Three of three in this category shown.
“### 1. Businessolver - Why it stands out: Deep benefits administration platform with enrollment, eligibility, payroll sync, COBRA, ACA compliance, and reporting in one place.” GLM 4.7 FlashX · direct prompt · first choice
“Businessolver or HealthEquity/Navia are the most commonly recommended names for mid-market B2B groups” Muse Glimmer 30B · paraphrase prompt · first choice
“Benefits‑administration specialist with a full‑service HSA/FSA offering; known for strong mid‑market client service.” MiniMax M2.5 · direct prompt · alternative
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.