# QuotaPath vs Qobra: which do AI models recommend for commissions, October 2026

GTM AI Recommendation Index, October 2026 Edition, Sales commissions and incentive compensation. Five of fourteen models named QuotaPath first on the direct prompt; two named Qobra. Page: https://gtm-ai-index.com/revops/sales-commissions-and-incentive-compensation/quotapath-vs-qobra/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| QuotaPath | 15% | #3 of 10 | 10% | 48 | 14 of 14 |
| Qobra | 7% | #5 of 10 | 0% | 24 | 9 of 14 |

## The direct prompt, model by model

- Perplexity Sonar: quotapath first (first choices: QuotaPath) (alternatives: CaptivateIQ, Performio, Qobra)
- DeepSeek V4 Flash: quotapath first (first choices: Everstage, QuotaPath) (alternatives: Performio, Qobra)
- Llama 4 Maverick: quotapath first (first choices: QuotaPath)
- GLM 4.7 FlashX: quotapath first (first choices: QuotaPath) (alternatives: CaptivateIQ, Everstage, Performio, Qobra)
- Muse Glimmer 30B: quotapath first (first choices: QuotaPath) (alternatives: CaptivateIQ, Everstage, Qobra, Salesforce Spiff)
- Claude Haiku 4.5: qobra first (first choices: CaptivateIQ, Qobra) (alternatives: EasyComp, Everstage, Visdum)
- Grok 4.1 Fast: qobra first (first choices: Everstage, Qobra) (alternatives: CaptivateIQ, Salesforce Spiff, Visdum)
- Gemini 3.5 Flash: neither first, one named (first choices: CaptivateIQ) (alternatives: Everstage, Performio, QuotaPath, Salesforce Spiff)
- Mistral Small: neither first, one named (first choices: Visdum, Xactly Incent) (alternatives: CaptivateIQ, Forma.ai, QuotaPath)
- Kimi K2: neither first, one named (first choices: Everstage, Visdum) (alternatives: CaptivateIQ, QuotaPath)
- GPT-5.4 mini: neither named (first choices: CaptivateIQ, Everstage) (alternatives: Salesforce Spiff, Xactly Incent)
- Qwen 3.7 Flash: neither named (first choices: CaptivateIQ, Everstage)
- MiniMax M2.5: neither named (first choices: Visdum) (alternatives: CaptivateIQ)
- GPT-6 Luna: neither named (first choices: Everstage) (alternatives: CaptivateIQ, Salesforce Spiff)

## What the models said about QuotaPath

- "Avoid QuotaPath if you have fewer than ~15 users, since the $525/month platform fee makes the total cost disproportionately high" (DeepSeek V4 Flash, budget prompt, hard negative)
- "QuotaPath Growth is $35 per user per month + $525 monthly platform fee, which is overkill for a very limited budget" (Muse Glimmer 30B, budget prompt, soft negative)
- "its current Growth plan lists a $525/month platform fee, billed annually, so I wouldn't call it the budget pick" (GPT-6 Luna, budget prompt, soft negative)
- "QuotaPath — best for SMB and mid-market revenue teams that want faster setup, transparent pricing, and straightforward commission automation." (GPT-5.4 mini, comparative prompt, first choice)
- "If you want one name most 2026 guides cite as the default mid-market pick, it’s QuotaPath for transparency and speed" (Muse Glimmer 30B, direct prompt, first choice)
- "QuotaPath stands out as one of the strongest options among sales commission management platforms" (Grok 4.1 Fast, budget prompt, first choice)

## What the models said about Qobra

- "Qobra leads in implementation speed (7-14 days) and sales rep adoption (95%+), making it ideal for growth-stage B2B companies" (Claude Haiku 4.5, direct prompt, first choice)
- "is likely to be one of the following options:

1. Qobra" (Llama 4 Maverick, budget prompt, first choice)
- "I'd recommend starting with Qobra or Everstage" (GLM 4.7 FlashX, paraphrase prompt, first choice)

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. 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.