Three of fourteen models named Forma first on the direct prompt; zero named Navia Benefit Solutions. Forma was named by ten of the fourteen models and Navia Benefit Solutions by twelve and Forma carries 20 labels and Navia Benefit Solutions 35, 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 4.20 | ||||||
| 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. Three of three in this category shown.
“Emerging for flexible spending (including lifestyle accounts) but less traditional for core HSA/FSA” Grok 4.20 · direct prompt · soft negative
“If you want a unified, modern experience with HSAs, FSAs, LSAs and HRAs on one platform, Forma is the most frequently promoted option in 2026-2027 vendor lists.” Muse Glimmer 30B · direct prompt · first choice
“Forma is highlighted for its first-dollar ETF investing and human support, making it a strong choice for mid-market companies looking for a unified solution.” Mistral Small · 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.
“Repeated complaints include: Claims being denied multiple times without clear explanation” MiniMax M2.5 · negative prompt · hard negative
“Navia Benefit Solutions reported a security incident affecting information accessed between December 22, 2025, and January 15, 2026.” GPT-6 Luna · negative prompt · soft negative
“I'd put Navia first on the shortlist for a mid-sized company” GPT-6 Luna · paraphrase prompt · first choice
“Top Recommendation: Navia” Kimi K2 · paraphrase prompt · first choice
“Strong mid-market TPA with competitive custom pricing ($2.50–$5.50 PEPM at 100+ participants).” DeepSeek V4 Flash · scale 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.