Zero of fourteen models named Zoho People first on the direct prompt; zero named Paylocity. Zoho People was named by thirteen of the fourteen models and Paylocity by twelve and Zoho People carries 21 labels and Paylocity 31, so the shares are not directly comparable.
Named in fifteen categories this edition.
Named in nineteen 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 HRIS and HCM platforms 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. Two of two in this category shown.
“Zoho People offers a free tier for small teams and paid plans starting at $1.25 per employee per month, making it one of the most affordable HRIS options” Claude Haiku 4.5 · budget prompt · first choice
“For a limited-budget company, Zoho People, Homebase, TalentHR, and OrangeHRM Starter are among the most affordable choices” GLM 4.7 FlashX · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Deteriorating service — even users who were historically satisfied report significant declines in service quality” DeepSeek V4 Flash · negative prompt · hard negative
“For most mid-sized B2B companies, Paylocity would be the strongest default recommendation.” Perplexity Sonar · 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.