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

Gane Index, October 2026 Edition. Asked as "sales commission management platform" and as "incentive compensation management tool", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/gtm/revops/sales-commissions-and-incentive-compensation/2026-10/enterprise

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since.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. 54 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% | 34% | 71 |
| 2 | [CaptivateIQ](https://www.gane.ai/index/gtm/vendors/captivateiq/index.md) | 24% | 14% | 59 |
| 3 | [Varicent](https://www.gane.ai/index/gtm/vendors/varicent/index.md) | 22% | 28% | 54 |
| 4 | [Performio](https://www.gane.ai/index/gtm/vendors/performio/index.md) | 6% | 17% | 29 |
| 5 | [Qobra](https://www.gane.ai/index/gtm/vendors/qobra/index.md) | 6% | 12% | 16 |
| 6 | [Salesforce Spiff](https://www.gane.ai/index/gtm/vendors/salesforce-spiff/index.md) | 4% | 18% | 44 |
| 8 | [QuotaPath](https://www.gane.ai/index/gtm/vendors/quotapath/index.md) | 4% | 39% | 18 |
| 9 | [Forma.ai](https://www.gane.ai/index/gtm/vendors/forma-ai/index.md) | 2% | 0% | 13 |
| 11 | [Everstage](https://www.gane.ai/index/gtm/vendors/everstage/index.md) | 0% | 12% | 32 |
| 13 | [Anaplan](https://www.gane.ai/index/gtm/vendors/anaplan/index.md) | 0% | 20% | 10 |
| 23 | [SAP Commissions](https://www.gane.ai/index/gtm/vendors/sap-commissions/index.md) | 0% | 42% | 19 |

Rank is by share of first choices among all 31 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: CaptivateIQ; alternatives Everstage, Visdum, Xactly Incent
- GPT-5.4 mini: Varicent; alternatives CaptivateIQ, Salesforce Spiff, Xactly Incent
- Gemini 3.5 Flash: CaptivateIQ; alternatives Everstage, Forma.ai, Salesforce Spiff, Xactly Incent
- Perplexity Sonar: CaptivateIQ; alternatives Everstage, SAP Commissions, Salesforce Spiff, Varicent
- Grok 4.20: Varicent; alternatives Anaplan, Xactly Incent
- Mistral Small: CaptivateIQ; alternatives Everstage, Qobra
- DeepSeek V4 Flash: CaptivateIQ; alternatives Everstage, Salesforce Spiff, Xactly Incent
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Varicent; alternatives Anaplan, Xactly Incent
- Kimi K2: CaptivateIQ; alternatives Varicent
- GLM 4.7 FlashX: Varicent, Xactly Incent; alternatives CaptivateIQ, Everstage, Performio, QuotaPath
- MiniMax M2.5: CaptivateIQ; alternatives Salesforce Spiff, Varicent, Xactly Incent
- GPT-6 Luna: CaptivateIQ; alternatives Salesforce Spiff, Varicent, Xactly Incent
- Muse Glimmer 30B: Varicent, Xactly Incent; alternatives CaptivateIQ, Performio, SAP Commissions

## Sources the answers cite

80 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- qobra.co: 56 answers, 171 citations
- captivateiq.com: 55 answers, 114 citations
- everstage.com: 54 answers, 117 citations
- guideflow.com: 34 answers, 53 citations
- varicent.com: 32 answers, 53 citations
- forma.ai: 27 answers, 39 citations
- visdum.com: 25 answers, 42 citations
- quotapath.com: 25 answers, 27 citations

Pages named in the most answers:

- https://qobra.co/blog/top-sales-commission-tools (38 answers)
- https://captivateiq.com/blog/best-sales-compensation-software (29 answers)
- https://qobra.co/blog/best-sales-commission-software-for-enterprise-teams (26 answers)
- https://guideflow.com/blog/sales-commission-software (24 answers)
- https://learn.g2.com/best-sales-compensation-software (24 answers)
- https://everstage.com/10-best-sales-commission-software (19 answers)
- https://qobra.co/blog/best-sales-commission-software-buyers-guide (19 answers)
- https://varicent.com/blog/17-best-incentive-compensation-management-solutions (17 answers)
- https://monday.com/blog/crm-and-sales/commission-tracking-software (16 answers)
- https://quotapath.com/blog/best-sales-compensation-software (16 answers)

## Warned against

- Xactly Incent: 24 of 71 labels negative. "Xactly Incent (⚠️ High Caution) ... Xactly is the opposite of agile ... this platform locks you into perpetual vendor dependency." (DeepSeek V4 Flash, negative prompt)
- Varicent: 15 of 54 labels negative. "Platforms to Be Cautious About or Avoid: Varicent ... Extremely long implementation times (often 8+ months), heavy reliance on IT/consultants" (Grok 4.20, negative prompt)
- CaptivateIQ: 8 of 59 labels negative. "the lack of public pricing means you'll need to request a quote, which may introduce some variability in total cost" (Mistral Small, budget prompt)
- QuotaPath: 7 of 18 labels negative. "### 1. Platforms to Avoid: SMB and Lower-Mid-Market Tools
*Examples: QuotaPath, EasyComp, and entry-level CRM add-ons.*" (Gemini 3.5 Flash, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Xactly Incent at 29%.

- CaptivateIQ: 17% to 27%, +10. Inside the floor by 1 point · rank 2 of 31, unchanged.
- Varicent: 15% to 22%, +7. Inside the floor by 4 points · rank 3 of 31, unchanged.
- Performio: 11% to 4%, −7. Inside the floor by 4 points · rank 4 → 5 of 31.
- Qobra: 9% to 4%, −5. Inside the floor by 6 points · rank 5 → 6 of 31.
- Forma.ai: 0% to 2%, +2. Inside the floor by 9 points · rank 14 → 7 of 31.
- Everstage: 2% to 0%, −2. Inside the floor by 9 points · rank 7 → 11 of 31.
- Xactly Incent: 28% to 29%, +1. Inside the floor by 10 points · rank 1 of 31, unchanged.
- Salesforce Spiff: 4% to 4%, ±0. Inside the floor by 11 points · rank 6 → 4 of 31.
- QuotaPath: 2% to 2%, ±0. Inside the floor by 11 points · rank 13 → 10 of 31.
- SAP Commissions: 0% to 0%, ±0. Inside the floor by 11 points · rank 55 → 31 of 31.

## Record

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