Three of twelve models named BambooHR first on the direct prompt; two named HiBob. Both were named by all twelve models and BambooHR carries 54 labels and HiBob 26, so the shares are not directly comparable.
Named in twenty-four categories this edition.
Named in sixteen 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 employee onboarding page.
Across every category in the September 2026 Edition, BambooHR and HiBob were named in the same answer 160 times, of the 1109 answers naming BambooHR and the 261 naming HiBob. In those answers HiBob took the first choice seventeen times and BambooHR thirty-one.
| 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.
“BambooHR — Well-regarded for mid-sized organizations focusing on employee experience. Good HR platform with solid onboarding workflows.” MiniMax M2.5 · paraphrase 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.
“HiBob – Best for modern mid-market HR teams... HiBob and BambooHR are often highlighted for their modern, user-friendly approaches” Mistral Small · 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.