Six of fourteen models named Rippling first on the direct prompt; six named ADP Workforce Now. Rippling was named by twelve of the fourteen models and ADP Workforce Now by fourteen and Rippling carries 24 labels and ADP Workforce Now 37, so the shares are not directly comparable.
Named in twenty-nine 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 workforce management suites page.
Across every category in the October 2026 Edition, Rippling and ADP Workforce Now were named in the same answer 304 times, of the 1329 answers naming Rippling and the 616 naming ADP Workforce Now. In those answers ADP Workforce Now took the first choice forty-one times and Rippling sixty-five.
| 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 | ||||||
| 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.
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. Three of three in this category shown.
“Users have reported it as a "wretched experience" with ongoing problems with payroll, scheduling, and clock in/out functions” Claude Haiku 4.5 · negative prompt · hard negative
“Restrictive reporting, complex permissions/logins, limited payroll-WFM sync, and slow support.” Grok 4.1 Fast · negative prompt · hard negative
“ADP Workforce Now (G2 and Forbes highlight for mid-market) ... All-in-one HCM with payroll, benefits, time/attendance, scheduling, and compliance.” Grok 4.1 Fast · 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.