Eight of fourteen models named HealthEquity first on the direct prompt; one named WEX Benefits. HealthEquity was named by fourteen of the fourteen models and WEX Benefits by eleven and HealthEquity carries 60 labels and WEX Benefits 26, 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, HealthEquity and WEX Benefits were named in the same answer eighty-eight times, of the 186 answers naming HealthEquity and the 130 naming WEX Benefits. In those answers WEX Benefits took the first choice ten times and HealthEquity twenty-eight.
| 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. Six of eight in this category shown.
“This is probably the most frequently complained-about administrator in this space... hundreds of BBB complaints” MiniMax M2.5 · negative prompt · hard negative
“Many traditional administrators (like HealthEquity or WEX) charge a $50–$100 monthly minimum platform fee” Gemini 3.5 Flash · budget prompt · hard negative
“By far the most frequent and severe complaints... "scam-like," "worst company," or "antagonistic."” Grok 4.20 · negative prompt · hard negative
“One of the largest dedicated administrators of health accounts in the U.S.. They handle HSAs, FSAs, HRAs, COBRA, and commuter benefits on a single portal.” Gemini 3.5 Flash · comparative prompt · first choice
“I'd recommend getting quotes from at least HealthEquity, WEX Health, and Businessolver, as these are most commonly used in the mid-market segment” MiniMax M2.5 · direct prompt · first choice
“The largest standalone HSA administrator by market share... For All-in-One Solutions (HSA + FSA): Choose HealthEquity or WEX Benefits.” Qwen 3.7 Flash · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Many traditional administrators (like HealthEquity or WEX) charge a $50–$100 monthly minimum platform fee” Gemini 3.5 Flash · budget prompt · hard negative
“Avoid: HealthEquity, Optum, or WEX if budget is key” Grok 4.20 · budget prompt · hard negative
“Not necessarily a poor choice, particularly for complex, FSA-heavy programs, but compare its total per-participant cost, minimums, employee account fees, and investment charges against alternatives.” Perplexity Sonar · negative prompt · soft negative
“WEX Benefits (COBRA, FSA/HSA/HRA, Commuter) - a leader in consumer-directed benefits and COBRA administration.” Llama 4 Maverick · paraphrase prompt · first choice
“If I had to pick one for a typical mid-market employer offering both HSAs and FSAs, I'd start with WEX.” GPT-6 Luna · direct prompt · first choice
“Best overall in enterprise FSA administration; strong debit-card substantiation workflows.” DeepSeek V4 Flash · comparative 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.