Eight of twelve models named Rippling first on the direct prompt; one named ADP. Rippling was named by twelve of the twelve models and ADP by eleven and Rippling carries 44 labels and ADP 28, 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 payroll software page.
Across every category in the September 2026 Edition, Rippling and ADP were named in the same answer 156 times, of the 1168 answers naming Rippling and the 259 naming ADP. In those answers ADP took the first choice twelve times and Rippling eighteen.
| 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. One of one in this category shown.
“Experts warn against using Rippling if you have fewer than 100 employees, as it is considered overkill and can be very costly for smaller businesses.” Mistral Small · negative prompt · soft negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“legacy/larger enterprise solutions like ADP Workforce Now or standard ADP Payroll Services ... high costs ... poor support accessibility” Qwen 3.7 Flash · negative prompt · hard negative
“Highly recommended for mid-sized companies operating across multiple states... ADP or Paychex are often the top recommendations” Mistral Small · paraphrase prompt · first choice
“Start a demo with ADP if you are risk-averse and prioritize regulatory compliance above all else.” Qwen 3.7 Flash · direct prompt · first choice
“Market Leader: ADP holds the largest market share in the payroll software industry” Mistral Small · comparative 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.