Zero of fourteen models named Zoho People first on the direct prompt; two named Mitratech Mineral. Zoho People was named by twelve of the fourteen models and Mitratech Mineral by thirteen and Zoho People carries 12 labels and Mitratech Mineral 26, so the shares are not directly comparable.
Named in fifteen categories 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 HR compliance and policy management 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. One of one in this category shown.
“such as Deel HR and Zoho People, are specifically designed for small businesses or global workforces, making them a good fit for companies with limited budgets” Llama 4 Maverick · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Cons | Higher cost; less "all‑in‑one" HR functionality compared to HRIS tools.” GLM 4.7 FlashX · budget prompt · soft negative
“the best fit is usually Rippling or Mitratech Mineral” GPT-5.4 mini · direct prompt · first choice
“My default pick: Mitratech Mineral” GPT-6 Luna · direct prompt · first choice
“If payroll is already covered and your main worry is changing employment rules or handbook upkeep, compare Mineral through your existing providers first.” GPT-6 Luna · 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.