# Visdum vs Xactly Incent: 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; one named Xactly Incent. Page: https://gtm-ai-index.com/revops/sales-commissions-and-incentive-compensation/visdum-vs-xactly-incent/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Visdum | 7% | #6 of 10 | 0% | 14 | 8 of 14 |
| Xactly Incent | 3% | #7 of 10 | 48% | 46 | 14 of 14 |

## The direct prompt, model by model

- Mistral Small: both 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)
- GPT-5.4 mini: neither first, one named (first choices: CaptivateIQ, Everstage) (alternatives: Salesforce Spiff, Xactly Incent)
- Grok 4.1 Fast: neither first, one named (first choices: Everstage, Qobra) (alternatives: CaptivateIQ, Salesforce Spiff, Visdum)
- Gemini 3.5 Flash: neither named (first choices: CaptivateIQ) (alternatives: Everstage, Performio, QuotaPath, Salesforce Spiff)
- Perplexity Sonar: neither named (first choices: QuotaPath) (alternatives: CaptivateIQ, Performio, Qobra)
- DeepSeek V4 Flash: neither named (first choices: Everstage, QuotaPath) (alternatives: Performio, Qobra)
- Llama 4 Maverick: neither named (first choices: QuotaPath)
- Qwen 3.7 Flash: neither named (first choices: CaptivateIQ, Everstage)
- GLM 4.7 FlashX: neither named (first choices: QuotaPath) (alternatives: CaptivateIQ, Everstage, Performio, Qobra)
- 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 Xactly Incent

- "outdated interface that can feel clunky and unintuitive, with inadequate and cumbersome reporting features ... implementation is long and expensive" (Claude Haiku 4.5, negative prompt, hard negative)
- "Avoid older legacy tools like Xactly unless you have specific enterprise requirements." (Kimi K2, direct prompt, hard negative)
- "Legacy technology issues: Users report clunky, confusing interfaces and slow loading times ... Despite these issues, it has decent overall ratings (4.2/5)" (MiniMax M2.5, negative prompt, soft negative)
- "Visdum and Xactly Incent are top choices due to their automation, integration, and scalability." (Mistral Small, direct prompt, first choice)
- "For most mid-sized B2B companies, Xactly and Varicent are the top choices" (Mistral Small, paraphrase prompt, first choice)
- "For large, complex sales organizations: Xactly or Beqom" (GLM 4.7 FlashX, comparative 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.