Three of fourteen models named ADP Workforce Now first on the direct prompt; one named BambooHR. ADP Workforce Now was named by thirteen of the fourteen models and BambooHR by fourteen and ADP Workforce Now carries 21 labels and BambooHR 36, so the shares are not directly comparable.
Named in nineteen 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 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 HR compliance and policy management page.
Across every category in the October 2026 Edition, ADP Workforce Now and BambooHR were named in the same answer 178 times, of the 616 answers naming ADP Workforce Now and the 1165 naming BambooHR. In those answers BambooHR took the first choice twenty-four times and ADP Workforce Now seventeen.
| 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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“"Our testing found that ADP Workforce Now is the best HRIS system for midsize businesses, earning a 4.0-star rating"; "Frequently positioned as the incumbent for mid-size and large companies."” Muse Glimmer 30B · direct 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.
“If you already use a core HRIS ... like BambooHR, Rippling, Gusto (Ramp), or Personio, check if their built-in compliance modules are robust enough before buying a standalone add-on.” Qwen 3.7 Flash · scale 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.