Five of twelve models named ADP Workforce Now first on the direct prompt; zero named Deel. ADP Workforce Now was named by twelve of the twelve models and Deel by eight and ADP Workforce Now carries 34 labels and Deel 12, so the shares are not directly comparable.
Named in seventeen categories this edition.
Named in nineteen 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. 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
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.