Two of twelve models named UKG Ready first on the direct prompt; zero named Zoho People. UKG Ready was named by ten of the twelve models and Zoho People by ten and UKG Ready carries 16 labels and Zoho People 13, so the shares are not directly comparable.
Named in nine categories this edition.
Named in thirteen 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 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 |
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.
“Can feel "heavy" and expensive if you are only managing 100 people. Implementation usually requires a vendor consultant.” Qwen 3.7 Flash · paraphrase prompt · soft negative
“Mid-Market All-in-One | UKG Ready, ADP Workforce Now, Ceridian Dayforce | Robust enough for complexity, strong compliance” Qwen 3.7 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Zoho People / BambooHR — lighter options if your needs are simpler” DeepSeek V4 Flash · scale prompt · soft negative
“The best workforce management software for a company with a limited budget is Zoho People, which starts at $1.50 per user per month.” Llama 4 Maverick · budget prompt · first choice
“start with Zoho People or When I Work. Zoho People offers the lowest cost per user with solid features” MiniMax M2.5 · budget 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.