One of fourteen models named WEX Benefits first on the direct prompt; two named WEX Health. WEX Benefits was named by eleven of the fourteen models and WEX Health by ten and WEX Benefits carries 26 labels and WEX Health 24, 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 4.20 | ||||||
| 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 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“WEX for HSA or FSA management is complete trash, avoid at all costs” Kimi K2 · negative prompt · hard negative
“Strong Reddit consensus to "avoid at all costs."” Grok 4.20 · negative prompt · hard negative
“WEX Health (or its parent WEX Benefits platform) stands out as my top recommendation for a mid-sized B2B company.” Grok 4.20 · paraphrase prompt · first choice
“Forma, HealthEquity, and WEX Health are the strongest contenders due to their scalability” Mistral Small · direct prompt · first choice
“I'd recommend getting quotes from at least HealthEquity, WEX Health, and Businessolver” MiniMax M2.5 · 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.