Zero of fourteen models named Sales Cookie first on the direct prompt; zero named Qobra. Sales Cookie was named by twelve of the fourteen models and Qobra by nine and Sales Cookie carries 15 labels and Qobra 16, so the shares are not directly comparable.
Named in two categories this edition.
Named in three 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 sales commissions and incentive compensation page.
Across every category in the November 2026 Edition, Sales Cookie and Qobra were named in the same answer thirteen times, of the 53 answers naming Sales Cookie and the 39 naming Qobra. In those answers Qobra took the first choice one time and Sales Cookie four.
| 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.
“For most small companies with limited budgets, Sales Cookie is likely your best choice” GLM 4.7 FlashX · budget prompt · first choice
“Sales Cookie if you're a startup ... or want the best reputation/value balance” DeepSeek V4 Flash · budget prompt · first choice
“Start with Sales Cookie (if you qualify for free) or QuotaPath” Kimi K2 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Qobra is a comprehensive sales compensation platform that offers a free version and a starting price of $39.00/month.” Llama 4 Maverick · budget prompt · first choice
“Qobra is considered the best overall enterprise incentive compensation management tool” Llama 4 Maverick · paraphrase prompt · first choice
“The Best Overall Value: Qobra ... Why it's a top choice for limited budgets” Qwen 3.7 Flash · 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.