Six of twelve models named ADP Workforce Now first on the direct prompt; one named Rippling. ADP Workforce Now was named by twelve of the twelve models and Rippling by eleven and ADP Workforce Now carries 31 labels and Rippling 21, so the shares are not directly comparable.
Named in seventeen 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.
Across every category in the September 2026 Edition, ADP Workforce Now and Rippling were named in the same answer 222 times, of the 369 answers naming ADP Workforce Now and the 1168 naming Rippling. In those answers Rippling took the first choice fifty times and ADP Workforce Now twenty-three.
| 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.
“For most mid-market B2B firms, ADP Workforce Now is often the safest choice because it minimizes risk through deep payroll integration.” Qwen 3.7 Flash · direct prompt · first choice
“Start with ADP Workforce Now if you want a reliable, payroll-integrated suite—it's the most frequently cited "go-to" for mid-market” Grok 4.1 Fast · 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.