Seven of fourteen models named HiBob first on the direct prompt; one named Rippling. HiBob was named by eleven of the fourteen models and Rippling by twelve and HiBob carries 12 labels and Rippling 21, so the shares are not directly comparable.
Named in twenty-two categories this edition.
Named in thirty-three 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 AI assistants page.
Across every category in the November 2026 Edition, HiBob and Rippling were named in the same answer 233 times, of the 375 answers naming HiBob and the 1650 naming Rippling. In those answers Rippling took the first choice fifty-six times and HiBob eleven.
| 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.
“Avoid enterprise options like Rippling, Workday, Lattice, Paradox (Olivia), Eightfold, or Culture Amp unless scaling up” Grok 4.20 · budget 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.