Zero of fourteen models named Gusto Benefits first on the direct prompt; zero named Ease. Gusto Benefits was named by fourteen of the fourteen models and Ease by thirteen and Gusto Benefits carries 37 labels and Ease 18, so the shares are not directly comparable.
Named in one category this edition.
Named in two 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 | DirectGB | ParaphraseGB | ComparativeGB | Budget-constrainedGB | Scale-constrainedGB | NegativeGB |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | GB | GB | GB | |||
| GPT-5.4 mini | GB | GB | GB | |||
| Gemini 3.5 Flash | GB | GB | GB | |||
| Perplexity Sonar | GB | GB | GB | |||
| Grok 4.20 | GB | GB | GB | |||
| Mistral Small | GB | |||||
| DeepSeek V4 Flash | GB | GB | GB | |||
| Llama 4 Maverick | GB | |||||
| Qwen 3.7 Flash | GB | GB | ||||
| Kimi K2 | GB | GB | GB | |||
| GLM 4.7 FlashX | GB | GB | ||||
| MiniMax M2.5 | GB | GB | ||||
| GPT-6 Luna | GB | |||||
| Muse Glimmer 30B | GB | GB | 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.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“I wouldn't start a new implementation on Ease” GPT-6 Luna · paraphrase prompt · hard negative
“Platforms like Ease (Employee Navigator) that don't list dollar amounts upfront.” GLM 4.7 FlashX · negative prompt · soft negative
“Being sunset by 2027 (acquired by Employee Navigator)” DeepSeek V4 Flash · direct prompt · soft negative
“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
“Ease, bswift, Benefitfocus, PlanSource, Businessolver and ADP Workforce Now Benefits are the established mid-market to enterprise options” Muse Glimmer 30B · direct prompt · alternative
“Ease is a major competitor to Employee Navigator and is highly favored for its modern interface and ease of use.” Qwen 3.7 Flash · 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.