Zero of twelve models named Matter first on the direct prompt; one named Motivosity. Matter was named by eleven of the twelve models and Motivosity by twelve and Matter carries 15 labels and Motivosity 39, so the shares are not directly comparable.
Named in two categories this edition.
Named in 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 recognition and rewards 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 4.1 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. Two of two in this category shown.
“Best for small budgets and Slack/Teams-first teams. It offers a free-forever plan with unlimited users” Mistral Small · budget prompt · first choice
“Matter stands out as the best employee recognition platform based on recent reviews” Grok 4.1 Fast · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Motivosity ($3,000 min.)—too pricey for small budgets” Grok 4.1 Fast · budget prompt · hard negative
“Poor mobile app or navigation: Issues in Motivosity (hard to use)” Grok 4.1 Fast · negative prompt · soft negative
“Motivosity: Often rated best for overall engagement and measuring impact through data.” Qwen 3.7 Flash · comparative prompt · first choice
“If you want one recommendation without more context: Motivosity.” GPT-5.4 mini · paraphrase prompt · first choice
“1. Motivosity - Best for engagement & impact measurement.” Grok 4.1 Fast · comparative 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.