Zero of fourteen models named Zoho People first on the direct prompt; zero named Workforce.com. Zoho People was named by twelve of the fourteen models and Workforce.com by ten and both carry 15 labels, so the shares below are directly comparable.
Named in sixteen categories this edition.
Named in five 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 workforce management suites 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 | ||||||
| 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.
“Suites to be cautious about: BambooHR, Zoho People ... often lack the heavy lifting required for true workforce management.” Qwen 3.7 Flash · negative prompt · soft negative
“The best workforce management software for a company with a limited budget is Zoho People, as it is considered the best for businesses on a budget” Llama 4 Maverick · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“Complaints about nonexistent customer service ("You can't even talk to anyone")” Kimi K2 · negative prompt · soft negative
“Customer support problems — users report being unable to reach anyone” DeepSeek V4 Flash · negative prompt · soft negative
“Strong reviews overall, but several recurring drawbacks” GLM 4.7 FlashX · negative prompt · soft negative
“Workforce.com - an all-in-one payroll, HR, scheduling, time and attendance, and workforce management platform built for hourly and shift-based teams.” Llama 4 Maverick · paraphrase prompt · first choice
“Workforce.com is another top choice, praised for its centralized dashboard” Mistral Small · paraphrase prompt · first choice
“I'd recommend Workforce.com as the top WFM platform.” Grok 4.1 Fast · 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.