Six of fourteen models named HealthEquity first on the direct prompt; one named Businessolver. HealthEquity was named by fourteen of the fourteen models and Businessolver by eight and HealthEquity carries 59 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. Six of eight in this category shown.
“HealthEquity has a very low rating (1.2/5) on Trustpilot, with many users reporting issues with customer service, account access, and problems with payments and refunds.” Mistral Small · negative prompt · hard negative
“High volume of complaints (900+ on BBB in 3 years); claim denials, poor customer service, long hold times, app glitches, refund delays” Grok 4.1 Fast · negative prompt · hard negative
“Rates HealthEquity as Fair (2.5/5) with a strong emphasis on negative reviews and a recommendation against using the service.” GLM 4.7 FlashX · negative prompt · hard negative
“Largest independent HSA custodian in the U.S. ... Best For: Large employers wanting a single vendor for all consumer-directed benefits” Kimi K2 · comparative prompt · first choice
“Recognized as America's top HSA administrator, with a significant market share and millions of accounts under management.” Mistral Small · comparative prompt · first choice
“HealthEquity stands out as a scalable HSA platform with strong integration capabilities and robust reporting tools.” Muse Glimmer 30B · 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.