One of fourteen models named WEX Benefits first on the direct prompt; one named WEX Health. WEX Benefits was named by twelve of the fourteen models and WEX Health by ten and WEX Benefits carries 32 labels and WEX Health 17, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category 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 six in this category shown.
“Avoid for tight budgets: Larger players like WEX or Navia (~$4+ PEPM)” Grok 4.1 Fast · budget prompt · hard negative
“Frequently criticized on platforms like Reddit and Trustpilot” MiniMax M2.5 · negative prompt · hard negative
“B2B brokers often recommend massive legacy platforms (like WEX or HealthEquity) because they are easy to bundle. However, these legacy players often charge employees "transfer-out" fees” Gemini 3.5 Flash · direct prompt · soft negative
“For a mid-sized B2B company, WEX is the strongest overall recommendation.” DeepSeek V4 Flash · paraphrase prompt · first choice
“A good default recommendation for a mid-sized B2B company is WEX” GPT-5.4 mini · paraphrase prompt · first choice
“I'd put WEX first for a combined HSA/FSA program” GPT-6 Luna · direct prompt · first choice
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
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.