Zero of fourteen models named Rippling first on the direct prompt; one named Orgnostic. Rippling was named by eleven of the fourteen models and Orgnostic by seven and Rippling carries 22 labels and Orgnostic 10, so the shares are not directly comparable.
Named in twenty-nine categories this edition.
Named in two 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 people analytics page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | OR | |||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | OR | OR | ||||
| Kimi K2 | OR | |||||
| GLM 4.7 FlashX | OR | |||||
| 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.
“First, check if your current HRIS (like Rippling or HiBob) has advanced analytics add-ons that you can simply turn on. This is often the cheapest and easiest route.” Gemini 3.5 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Crunchr (fast, self‑serve, GDPR‑first) or Orgnostic (turnkey, survey‑focused)” GLM 4.7 FlashX · direct prompt · first choice
“For mid-market teams, options often shortlisted are Crunchr, ChartHop, or Orgnostic” Muse Glimmer 30B · scale prompt · first choice
“prioritize out-of-the-box, self-service platforms (like *Crunchr* or *Orgnostic*)” Gemini 3.5 Flash · negative 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.