Eight of fourteen models named Employee Navigator first on the direct prompt; zero named Gusto Benefits. Employee Navigator was named by thirteen of the fourteen models and Gusto Benefits by fourteen and Employee Navigator carries 49 labels and Gusto Benefits 37, 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 benefits administration page.
Across every category in the November 2026 Edition, Employee Navigator and Gusto Benefits were named in the same answer sixty-seven times, of the 124 answers naming Employee Navigator and the 128 naming Gusto Benefits. In those answers Gusto Benefits took the first choice twenty-seven times and Employee Navigator seven.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | GB | GB | GB | |||
| GPT-5.4 mini | GB | GB | GB | |||
| Gemini 3.5 Flash | GB | |||||
| Perplexity Sonar | ||||||
| Grok 4.20 | GB | |||||
| Mistral Small | GB | |||||
| DeepSeek V4 Flash | GB | |||||
| Llama 4 Maverick | GB | |||||
| Qwen 3.7 Flash | GB | |||||
| Kimi K2 | GB | GB | ||||
| GLM 4.7 FlashX | GB | GB | ||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | GB |
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 eight in this category shown.
“broker-distributed with custom pricing — generally less budget-transparent and often better suited for growing/mid-size companies” DeepSeek V4 Flash · budget prompt · soft negative
“Employee Navigator, for example, is typically accessed through brokers, which can add an extra relationship and pricing layer.” Perplexity Sonar · negative prompt · soft negative
“some organizations have reported issues with its capacity and scalability, especially for very large workforces” Mistral Small · negative prompt · soft negative
“Best low-cost starting point: ask your current benefits broker whether they'll provide Employee Navigator or Ease as part of your existing service.” GPT-6 Luna · budget prompt · first choice
“I recommend Employee Navigator if you work with a broker and want cost-effective, comprehensive benefits administration” MiniMax M2.5 · paraphrase prompt · first choice
“Employee Navigator is consistently ranked #1 for mid-market companies, particularly those managed by a broker.” Qwen 3.7 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Fails on edge cases (multi-state complexity, custom benefits, manual deductions, hourly worker ACA compliance). Customer support drops off significantly” Gemini 3.5 Flash · negative prompt · soft negative
“Gusto for organizations above roughly 150 employees or with complex benefits. Its benefits depth and carrier connectivity may become limiting” Perplexity Sonar · negative prompt · soft negative
“users find it lacks intuitive features like automated expense management and comprehensive reporting options, and cite poor customer support” Muse Glimmer 30B · negative prompt · soft negative
“1. Gusto: A payroll-integrated benefits platform that offers a range of benefits, including health, 401k, HSA, and FSA. It has a starting price of $49/month + $6/employee.” Llama 4 Maverick · budget prompt · first choice
“For most budget-conscious small businesses, Gusto offers the best overall value because it bundles benefits administration with payroll at transparent pricing.” DeepSeek V4 Flash · budget prompt · first choice
“Gusto (The Best Overall Value) ... widely considered the industry standard for small businesses that need a low-cost, all-in-one solution.” Qwen 3.7 Flash · budget 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.