Four of twelve models named Rippling first on the direct prompt; five named ADP Workforce Now. Both were named by all twelve models and Rippling carries 32 labels and ADP Workforce Now 34, so the shares are not directly comparable.
Named in twenty-eight categories this edition.
Named in seventeen 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.
Across every category in the September 2026 Edition, Rippling and ADP Workforce Now were named in the same answer 222 times, of the 1168 answers naming Rippling and the 369 naming ADP Workforce Now. In those answers ADP Workforce Now took the first choice twenty-three times and Rippling fifty.
| 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.
No label in this category carried a quote.
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
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.