Nine of fourteen models named Rippling first on the direct prompt; zero named Blissbook. Rippling was named by fourteen of the fourteen models and Blissbook by twelve and Rippling carries 44 labels and Blissbook 13, so the shares are not directly comparable.
Named in thirty-three categories this edition.
Named in one category 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.
| 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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“What to Avoid on a Tight Budget ... Rippling – Powerful but priced for mid-market” DeepSeek V4 Flash · budget prompt · hard negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“I'd lean toward Rippling if you're looking to consolidate HR systems, or Blissbook if you want a best-in-class policy management solution” Kimi K2 · paraphrase prompt · first choice
“I recommend Blissbook or Trainual as your employee handbook and policy management tool.” Mistral Small · paraphrase prompt · first choice
“I recommend Blissbook as the top choice for employee handbook and policy management.” Grok 4.20 · paraphrase 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.