Eight of fourteen models named Employee Navigator first on the direct prompt; zero named TriNet Zenefits. Employee Navigator was named by thirteen of the fourteen models and TriNet Zenefits by eight and Employee Navigator carries 49 labels and TriNet Zenefits 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 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 4.20 | ||||||
| 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. 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. Five of six in this category shown.
“Avoid Zenefits — it was acquired by TriNet and is no longer sold as a standalone platform.” DeepSeek V4 Flash · budget prompt · hard negative
“platforms like Zenefits pioneered this model (leading to regulatory and customer service issues prior to its acquisition by TriNet)” Gemini 3.5 Flash · negative prompt · soft negative
“Zenefits at $8/employee/mo are the lowest published rates” Muse Glimmer 30B · budget prompt · first choice
“Most Affordable Per Employee: TriNet Zenefits ... likely your cheapest dedicated option.” Kimi K2 · budget prompt · alternative
“if you want an all-in-one HR/payroll/benefits platform with dedicated payroll support” GLM 4.7 FlashX · budget 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.