Eight of twelve models named Rippling first on the direct prompt; zero named BambooHR. Rippling was named by eleven of the twelve models and BambooHR by twelve and Rippling carries 33 labels and BambooHR 31, so the shares are not directly comparable.
Named in twenty-eight categories this edition.
Named in twenty-four 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 HR compliance and policy management page.
Across every category in the September 2026 Edition, Rippling and BambooHR were named in the same answer 524 times, of the 1168 answers naming Rippling and the 1109 naming BambooHR. In those answers BambooHR took the first choice eighty-eight times and Rippling eighty.
| 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.
No label in this category carried a quote.
No label in this category carried a quote.
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.