Zero of fourteen models named QuotaPath first on the direct prompt; zero named Deel. QuotaPath was named by eleven of the fourteen models and Deel by nine and QuotaPath carries 15 labels and Deel 13, so the shares are not directly comparable.
Named in one category this edition.
Named in fifteen 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 compensation 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. Three of four in this category shown.
“includes options like QuotaPath, Compease by HR Performance Solutions, and Leapsome” Llama 4 Maverick · budget prompt · first choice
“Sales commissions & AI planning | QuotaPath” GLM 4.7 FlashX · comparative prompt · first choice
“Offers AI-powered, dynamic commission plans and is noted for being affordable, making it a strong choice for smaller teams” Mistral Small · budget prompt · alternative
No label in this category carried a quote.
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.