# Sales commissions and incentive compensation for enterprise buyers: what AI models recommend, September 2026

Gane Index, September 2026 Edition. Asked as "sales commission management platform" and as "incentive compensation management tool", six framings each, to twelve models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/gtm/revops/sales-commissions-and-incentive-compensation/2026-09/enterprise

This is the permanent record of the September 2026 Edition, published September 15, 2026 and superseded since. The current standing: https://www.gane.ai/index/gtm/revops/sales-commissions-and-incentive-compensation/enterprise/index.md

**Standing:** Xactly Incent leads with 28% of first choices; verdict contested. 46 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Xactly Incent](https://www.gane.ai/index/gtm/vendors/xactly-incent/index.md) | 28% | 19% | 58 |
| 2 | [CaptivateIQ](https://www.gane.ai/index/gtm/vendors/captivateiq/index.md) | 17% | 12% | 48 |
| 3 | [Varicent](https://www.gane.ai/index/gtm/vendors/varicent/index.md) | 15% | 25% | 44 |
| 4 | [Performio](https://www.gane.ai/index/gtm/vendors/performio/index.md) | 11% | 9% | 32 |
| 5 | [Qobra](https://www.gane.ai/index/gtm/vendors/qobra/index.md) | 9% | 25% | 20 |
| 6 | [Salesforce Spiff](https://www.gane.ai/index/gtm/vendors/salesforce-spiff/index.md) | 4% | 22% | 41 |
| 7 | [Everstage](https://www.gane.ai/index/gtm/vendors/everstage/index.md) | 2% | 8% | 26 |
| 13 | [QuotaPath](https://www.gane.ai/index/gtm/vendors/quotapath/index.md) | 2% | 47% | 17 |
| 55 | [SAP Commissions](https://www.gane.ai/index/gtm/vendors/sap-commissions/index.md) | 0% | 69% | 13 |

Rank is by share of first choices among all 55 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: CaptivateIQ; alternatives Varicent, Xactly Incent
- Gemini 3.5 Flash: Varicent, Xactly Incent; alternatives CaptivateIQ, Everstage, Salesforce Spiff
- Perplexity Sonar: CaptivateIQ; alternatives Qobra, Salesforce Spiff, Xactly Incent
- Grok 4.20: CaptivateIQ; alternatives Varicent, Xactly Incent
- Mistral Small: Varicent, Xactly Incent; alternatives Everstage, Performio, Salesforce Spiff
- DeepSeek V4 Flash: CaptivateIQ; alternatives Everstage, Varicent, Xactly Incent
- Llama 4 Maverick: Qobra, QuotaPath; alternatives CaptivateIQ, Everstage, Salesforce Spiff
- Qwen 3.7 Flash: Everstage; alternatives Salesforce Spiff, Xactly Incent
- Kimi K2: CaptivateIQ; alternatives Performio, Salesforce Spiff, Varicent, Xactly Incent
- GLM 4.7 FlashX: CaptivateIQ, Xactly Incent; alternatives Everstage, Salesforce Spiff, Varicent
- MiniMax M2.5: Xactly Incent; alternatives CaptivateIQ, Performio, Salesforce Spiff

## Sources the answers cite

23 of 72 answers came back with a source list, from 4 of 12 models. Sites named in the most answers:

- qobra.co: 16 answers, 35 citations
- captivateiq.com: 14 answers, 29 citations
- everstage.com: 12 answers, 20 citations
- guideflow.com: 11 answers, 12 citations
- getcentify.com: 10 answers, 13 citations
- quotapath.com: 10 answers, 10 citations
- varicent.com: 9 answers, 11 citations
- performio.co: 8 answers, 17 citations

Pages named in the most answers:

- https://getcentify.com/best-sales-commission-software (9 answers)
- https://everstage.com/10-best-sales-commission-software (8 answers)
- https://qobra.co/blog/top-sales-commission-tools (8 answers)
- https://quotapath.com/blog/best-sales-compensation-software (8 answers)
- https://guideflow.com/blog/sales-commission-software (7 answers)
- https://qobra.co/blog/best-sales-commission-software-for-enterprise-teams (7 answers)
- https://forma.ai/resources/article/incentive-compensation-management-software (6 answers)
- https://learn.g2.com/best-sales-compensation-software (6 answers)
- https://captivateiq.com/ (5 answers)
- https://captivateiq.com/blog/best-sales-compensation-software (5 answers)

## Warned against

- Xactly Incent: 11 of 58 labels negative. "Platforms to Avoid for Predictable Costs ... Xactly: Enterprise contracts can reach $720K+/year" (Mistral Small, budget prompt)
- SAP Commissions: 9 of 13 labels negative. "Avoid if predictable cost is critical... legacy enterprise tools like SAP Commissions are often associated with higher implementation and TCO complexity" (GPT-5.4 mini, budget prompt)
- Varicent: 11 of 44 labels negative. "consistently criticized for slow performance, SI-dependent implementations, hidden costs, and a dated user experience" (DeepSeek V4 Flash, negative prompt)
- QuotaPath: 8 of 17 labels negative. "Avoid for Enterprise Entirely... Enterprise scalability rated 48/100" (Kimi K2, negative prompt)

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, September 2026 Edition, www.gane.ai/index/gtm.