Zero of twelve models named Zoho People first on the direct prompt; one named Rippling. Zoho People was named by ten of the twelve models and Rippling by eleven and Zoho People carries 13 labels and Rippling 21, so the shares are not directly comparable.
Named in thirteen categories this edition.
Named in twenty-eight 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. 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
No label in this category carried a quote.
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.