Six of fourteen models named ADP Workforce Now first on the direct prompt; zero named Zoho People. ADP Workforce Now was named by fourteen of the fourteen models and Zoho People by twelve and ADP Workforce Now carries 37 labels and Zoho People 15, so the shares are not directly comparable.
Named in nineteen categories this edition.
Named in sixteen 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. Three of three in this category shown.
“Users have reported it as a "wretched experience" with ongoing problems with payroll, scheduling, and clock in/out functions” Claude Haiku 4.5 · negative prompt · hard negative
“Restrictive reporting, complex permissions/logins, limited payroll-WFM sync, and slow support.” Grok 4.1 Fast · negative prompt · hard negative
“ADP Workforce Now (G2 and Forbes highlight for mid-market) ... All-in-one HCM with payroll, benefits, time/attendance, scheduling, and compliance.” Grok 4.1 Fast · direct 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.
“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
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.