Sales Cookie vs QuotaPath
Zero of fourteen models named Sales Cookie first on the direct prompt; one named QuotaPath. Sales Cookie was named by twelve of the fourteen models and QuotaPath by fourteen and Sales Cookie carries 15 labels and QuotaPath 50, 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 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.
By framing
Sales CookieFirst choices, of fourteen modelsQuotaPath
Across every category in the November 2026 Edition, Sales Cookie and QuotaPath were named in the same answer forty-six times, of the 53 answers naming Sales Cookie and the 190 naming QuotaPath. In those answers QuotaPath took the first choice thirteen times and Sales Cookie fifteen.
Every model, every framing
| 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 | | |
Sales Cookie QuotaPath first choice named as an alternative argued againstblank: not namedEach cell is one answer, Sales Cookie on the left and QuotaPath on the right.The direct prompt
QuotaPath first, Sales Cookie not the choice
1 of 14 modelsSales Cookie was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
8 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
QuotaPath38%#1 of 12Sales Cookie13%#3 of 12Sales Cookie13%#3 of 13QuotaPath5%#5 of 13QuotaPath6%#6 of 10Sales Cookie0%#– of 10What the models said about Sales Cookie
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
What the models said about QuotaPath
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Approach platforms like QuotaPath or Impact.com with caution if you need fast, transparent pricing, reliable integrations, or a simple user experience.” GLM 4.7 FlashX · negative prompt · soft negative
“its Growth plan has a $525/month platform fee ... so it may be too expensive for a small-budget buyer” GPT-6 Luna · budget prompt · soft negative
“Start with Sales Cookie (if you qualify for free) or QuotaPath for the best balance of low cost, good reviews, and features that scale with you.” Kimi K2 · budget prompt · first choice
“QuotaPath is the strongest default recommendation” DeepSeek V4 Flash · direct prompt · first choice
“QuotaPath is the go-to value pick for mid-market” DeepSeek V4 Flash · 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.