Zero of fourteen models named Gusto first on the direct prompt; two named Employee Navigator. Gusto was named by fourteen of the fourteen models and Employee Navigator by thirteen and Gusto carries 44 labels and Employee Navigator 32, so the shares are not directly comparable.
Named in twenty-four 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 benefits administration 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. Two of two in this category shown.
“Poor Customer Support: Limited communication options and difficulty reaching representatives” GLM 4.7 FlashX · negative prompt · hard negative
“Gusto stands out as one of the top recommendations for benefits administration, especially among small businesses” Grok 4.1 Fast · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“best first look if you have a benefits broker you like and want a focused enrollment platform... start with Employee Navigator if your broker supports it” GPT-6 Luna · paraphrase prompt · first choice
“If you mean a benefits-first platform that can sit alongside your existing HRIS/payroll, start with Employee Navigator” GPT-6 Luna · direct prompt · first choice
“If you have strict budget controls and highly complex, multi-carrier medical plans, look at Employee Navigator” Qwen 3.7 Flash · paraphrase 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.