One of fourteen models named Businessolver first on the direct prompt; one named Benepass. Businessolver was named by eight of the fourteen models and Benepass by eight and Businessolver carries 11 labels and Benepass 13, so the shares are not directly comparable.
Named in three categories this edition.
Named in four 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Skip the "full-service" platforms (like Benepass or mid-market suites). They tack on per-employee fees” DeepSeek V4 Flash · budget prompt · hard negative
“Best for Modern, "All-in-One Wallet" Benefits: Benepass or Forma ... these modern platforms are the gold standard.” Gemini 3.5 Flash · 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.