Four of twelve models named Qobra first on the direct prompt; zero named Sales Cookie. Qobra was named by eleven of the twelve models and Sales Cookie by nine and Qobra carries 41 labels and Sales Cookie 11, so the shares are not directly comparable.
Named in two 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 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 sales commissions and incentive compensation 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. Three of four in this category shown.
“Qobra is best for mid-market and high-growth B2B companies (50-500 sales reps) prioritizing fast implementation, sales rep adoption, and RevOps agility.” Claude Haiku 4.5 · direct prompt · first choice
“Qobra - Best for mid-market and enterprise teams (50-5,000+ reps) that want a single commission tool trusted by Operations, Finance, and Sales.” Llama 4 Maverick · direct prompt · first choice
“Qobra | Fastest implementation (1-2 weeks), 95%+ rep adoption, AI-native features | You need speed and high adoption” Kimi K2 · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“simpler ones like Sales Cookie for smaller teams” Grok 4.1 Fast · direct prompt · soft negative
“Commissionly and Sales Cookie stand out as the most cost-effective options, particularly if you have a small team” Claude Haiku 4.5 · budget prompt · first choice
“Sales Cookie offers the best balance of features, affordability, and flexibility with no long-term commitment.” MiniMax M2.5 · budget prompt · first choice
“Sales Cookie if you want the best overall balance of affordability and functionality” Perplexity Sonar · budget 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.