Zero of twelve models named Zoho People first on the direct prompt; five named ADP Workforce Now. Both were named by all twelve models and Zoho People carries 13 labels and ADP Workforce Now 34, so the shares are not directly comparable.
Named in thirteen categories this edition.
Named in seventeen categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 |
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. Three of three in this category shown.
“Sentiment trends negative at roughly 60 to 75 percent negative” Claude Haiku 4.5 · negative prompt · hard negative
“The user interface is functional but clunky, and the learning curve is steeper than modern, premium competitors.” Gemini 3.5 Flash · budget prompt · soft negative
“For the smallest budgets, start with Zoho People (free up to 5 employees, then $1.25/employee) or Deel HR (free entirely)” DeepSeek V4 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Platforms to be cautious about include: ADP Workforce Now: Users frequently report that the system is clunky and not user-friendly... Why avoid them?” GLM 4.7 FlashX · negative prompt · hard negative
“Sentiment skews strongly negative at roughly 70 to 85 percent negative, with common themes including a clunky interface, difficult implementations” Claude Haiku 4.5 · negative prompt · hard negative
“Possibly the most widely criticized for user experience and support.” DeepSeek V4 Flash · negative prompt · hard negative
“| ADP Workforce Now | ~$160/employee | Midsize + enterprise | Decades of payroll expertise, global compliance, AI-powered tools |” GLM 4.7 FlashX · direct 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.