# Visdum vs Performio: which do AI models recommend for commissions, October 2026

GTM AI Recommendation Index, October 2026 Edition, Sales commissions and incentive compensation. Three of fourteen models named Visdum first on the direct prompt; zero named Performio. Page: https://gtm-ai-index.com/revops/sales-commissions-and-incentive-compensation/visdum-vs-performio/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Visdum | 7% | #6 of 10 | 0% | 14 | 8 of 14 |
| Performio | 2% | #8 of 10 | 15% | 27 | 12 of 14 |

## The direct prompt, model by model

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

## What the models said about Visdum

- "Everstage or Visdum offer the best combination of modern features, mid-market pricing, and fast implementation" (Kimi K2, direct prompt, first choice)
- "Visdum appears to offer the best balance of speed-to-value, ease of use, and mid-market specialization" (MiniMax M2.5, direct prompt, first choice)
- "Visdum and Xactly Incent are top choices due to their automation, integration, and scalability." (Mistral Small, direct prompt, first choice)

## What the models said about Performio

- "Weak spots include an interface that feels dated, slow page loads with large datasets, occasional sync delays" (Claude Haiku 4.5, negative prompt, soft negative)
- "Enterprise tools like CaptivateIQ or Performio use custom (often high) pricing" (Grok 4.1 Fast, budget prompt, soft negative)
- "Who should avoid: Teams that need real-time commission visibility." (DeepSeek V4 Flash, negative prompt, soft negative)
- "Performio is the most balanced pick" (Muse Glimmer 30B, paraphrase prompt, first choice)
- "Best For: Mid-market companies with highly complex, global, or multi-currency compensation structures." (Gemini 3.5 Flash, direct prompt, alternative)

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.