Ten of fourteen models named Rippling first on the direct prompt; zero named ADP Workforce Now. Both were named by all fourteen models and Rippling carries 57 labels and ADP Workforce Now 39, so the shares are not directly comparable.
Named in thirty-three 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 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 HRIS and HCM platforms page.
Across every category in the November 2026 Edition, Rippling and ADP Workforce Now were named in the same answer 308 times, of the 1650 answers naming Rippling and the 559 naming ADP Workforce Now. In those answers ADP Workforce Now took the first choice thirty-six times and Rippling seventy.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. One of one in this category shown.
“Highly popular for modern tech-forward, remote/hybrid, and fast-growing teams. Outstanding IT provisioning, global HR/payroll capability, and unified data model.” Gemini 3.5 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“platforms that users have had negative experiences with. Some of the platforms mentioned include ADP Workforce Now, Paycom, UKG, and Paycor. These platforms have been criticized for their poor customer service, limited functionality, and high costs.” Llama 4 Maverick · negative prompt · hard negative
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.