One of fourteen models named WEX Health first on the direct prompt; one named Benepass. WEX Health was named by ten of the fourteen models and Benepass by eight and WEX Health carries 17 labels and Benepass 13, so the shares are not directly comparable.
Named in one category 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. Five of six in this category shown.
“Why to Avoid: Users frequently cite their website and app as being confusing, cluttered, and slow.” Qwen 3.7 Flash · negative prompt · hard negative
“BBB: 292 complaints in 3 years ... Claims denied months later despite valid use” DeepSeek V4 Flash · negative prompt · hard negative
“WEX's specialized focus on account-based benefits and payment infrastructure makes it particularly valuable for organizations prioritizing healthcare cost containment strategies” Claude Haiku 4.5 · paraphrase prompt · first choice
“I'd suggest starting with HealthEquity or WEX Health as they're most established in the mid-market space” MiniMax M2.5 · paraphrase prompt · first choice
“If you want one platform that does everything ... with strong integrations: WEX Health” DeepSeek V4 Flash · direct prompt · first choice
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.