# Sales Cookie vs QuotaPath: which do AI models recommend for commissions, September 2026

GTM AI Recommendation Index, September 2026 Edition, Sales commissions and incentive compensation. Zero of twelve models named Sales Cookie first on the direct prompt; one named QuotaPath. Page: https://gtm-ai-index.com/revops/sales-commissions-and-incentive-compensation/sales-cookie-vs-quotapath/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Sales Cookie | 8% | #5 of 13 | 9% | 11 | 9 of 12 |
| QuotaPath | 4% | #6 of 13 | 6% | 47 | 12 of 12 |

## The direct prompt, model by model

- MiniMax M2.5: quotapath first (first choices: Everstage, QuotaPath) (alternatives: CaptivateIQ, Performio)
- Gemini 3.5 Flash: neither first, one named (first choices: Everstage) (alternatives: CaptivateIQ, Performio, QuotaPath, Salesforce Spiff)
- Grok 4.1 Fast: neither first, one named (first choices: CaptivateIQ) (alternatives: Everstage, Performio, Qobra, QuotaPath, Salesforce Spiff, Visdum)
- Mistral Small: neither first, one named (first choices: Everstage) (alternatives: CaptivateIQ, Qobra, QuotaPath, Visdum)
- DeepSeek V4 Flash: neither first, one named (first choices: Everstage) (alternatives: CaptivateIQ, QuotaPath, Salesforce Spiff)
- Qwen 3.7 Flash: neither first, one named (first choices: Qobra) (alternatives: Everstage, QuotaPath)
- Kimi K2: neither first, one named (first choices: Everstage) (alternatives: CaptivateIQ, Qobra, QuotaPath)
- GLM 4.7 FlashX: neither first, one named (first choices: CaptivateIQ) (alternatives: Everstage, Performio, QuotaPath)
- Claude Haiku 4.5: neither named (first choices: Qobra) (alternatives: CaptivateIQ, Everstage, Performio, Visdum)
- GPT-5.4 mini: neither named (first choices: CaptivateIQ) (alternatives: Salesforce Spiff, Varicent, Xactly)
- Perplexity Sonar: neither named (first choices: Qobra) (alternatives: CaptivateIQ)
- Llama 4 Maverick: neither named (first choices: Qobra) (alternatives: CaptivateIQ, Everstage, Salesforce Spiff)

## What the models said about Sales Cookie

- "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)

## What the models said about QuotaPath

- "Be Cautious If: Your compensation structures involve complex data transformations... Lacking Calculation Depth" (Gemini 3.5 Flash, negative prompt, soft negative)
- "Platform fee makes it ~$6K+/year for 10–20 reps (some call pricing "misleading")" (Grok 4.1 Fast, budget prompt, soft negative)
- "Moderate Caution... reaches a ceiling as compensation plans grow in complexity" (Kimi K2, negative prompt, soft negative)
- "Commissionly or QuotaPath Growth offer the best balance of affordability, features, and transparent pricing." (GLM 4.7 FlashX, budget prompt, first choice)
- "Everstage and QuotaPath are frequently highlighted as top choices" (MiniMax M2.5, direct prompt, first choice)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.