Four of fourteen models named BambooHR first on the direct prompt; zero named ADP Workforce Now. Both were named by all fourteen models and BambooHR carries 65 labels and ADP Workforce Now 39, so the shares are not directly comparable.
Named in twenty-five 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, BambooHR and ADP Workforce Now were named in the same answer 155 times, of the 1234 answers naming BambooHR and the 559 naming ADP Workforce Now. In those answers ADP Workforce Now took the first choice ten times and BambooHR sixteen.
| 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.
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. 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.