One of fourteen models named WEX Benefits first on the direct prompt; one named Businessolver. WEX Benefits was named by twelve of the fourteen models and Businessolver by eight and WEX Benefits carries 32 labels and Businessolver 11, so the shares are not directly comparable.
Named in three 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 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. 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.