# Sales commissions and incentive compensation: what AI models recommend, November 2026

Gane Index, November 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 a mid-market B2B company. Page: https://www.gane.ai/index/gtm/revops/sales-commissions-and-incentive-compensation/2026-11

**Standing:** CaptivateIQ leads with 38% of first choices; verdict contested. 55 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [CaptivateIQ](https://www.gane.ai/index/gtm/vendors/captivateiq/index.md) | 38% | 19% | 57 |
| 2 | [Everstage](https://www.gane.ai/index/gtm/vendors/everstage/index.md) | 15% | 2% | 43 |
| 3 | [Sales Cookie](https://www.gane.ai/index/gtm/vendors/sales-cookie/index.md) | 13% | 0% | 15 |
| 4 | [Visdum](https://www.gane.ai/index/gtm/vendors/visdum/index.md) | 9% | 6% | 16 |
| 5 | [QuotaPath](https://www.gane.ai/index/gtm/vendors/quotapath/index.md) | 5% | 12% | 50 |
| 6 | [Qobra](https://www.gane.ai/index/gtm/vendors/qobra/index.md) | 5% | 0% | 16 |
| 7 | [QCommission](https://www.gane.ai/index/gtm/vendors/qcommission/index.md) | 5% | 19% | 16 |
| 8 | [Performio](https://www.gane.ai/index/gtm/vendors/performio/index.md) | 2% | 17% | 42 |
| 9 | [Salesforce Spiff](https://www.gane.ai/index/gtm/vendors/salesforce-spiff/index.md) | 2% | 25% | 55 |
| 10 | [Commissionly](https://www.gane.ai/index/gtm/vendors/commissionly/index.md) | 2% | 6% | 16 |
| 38 | [Varicent](https://www.gane.ai/index/gtm/vendors/varicent/index.md) | 0% | 41% | 29 |
| 41 | [Anaplan](https://www.gane.ai/index/gtm/vendors/anaplan/index.md) | 0% | 50% | 10 |

Rank is by share of first choices among all 52 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 Performio, Qobra, Salesforce Spiff, Visdum
- GPT-5.4 mini: CaptivateIQ, Everstage; alternatives Performio, Qobra, Salesforce Spiff
- Gemini 3.5 Flash: CaptivateIQ; alternatives Everstage, Performio, QuotaPath, Salesforce Spiff
- Perplexity Sonar: CaptivateIQ; alternatives Everstage, Salesforce Spiff, Visdum
- Grok 4.20: CaptivateIQ; alternatives Everstage, Performio, Salesforce Spiff
- Mistral Small: CaptivateIQ, Everstage; alternatives QuotaPath, Salesforce Spiff
- DeepSeek V4 Flash: QuotaPath; alternatives CaptivateIQ, Performio, Salesforce Spiff
- Llama 4 Maverick: Visdum; alternatives CaptivateIQ, Qobra
- Qwen 3.7 Flash: CaptivateIQ; alternatives Everstage, Performio, Visdum, Xactly Incent
- Kimi K2: CaptivateIQ, Everstage; alternatives QuotaPath, Salesforce Spiff
- GLM 4.7 FlashX: CaptivateIQ, Everstage; alternatives QuotaPath, Salesforce Spiff, Xactly Incent
- MiniMax M2.5: CaptivateIQ; alternatives Everstage, Salesforce Spiff, Xactly Incent
- GPT-6 Luna: CaptivateIQ; alternatives QuotaPath, Salesforce Spiff
- Muse Glimmer 30B: CaptivateIQ; alternatives EasyComp, Everstage, Qobra, Visdum

## Sources the answers cite

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

- captivateiq.com: 31 answers, 64 citations
- quotapath.com: 31 answers, 57 citations
- softwareadvice.com: 31 answers, 55 citations
- everstage.com: 29 answers, 41 citations
- getapp.com: 26 answers, 41 citations
- performio.co: 24 answers, 31 citations
- salesforce.com: 23 answers, 31 citations
- technologyadvice.com: 22 answers, 27 citations

Pages named in the most answers:

- https://softwareadvice.com/commission (27 answers)
- https://salesforce.com/wbin/sfdc-www/autodownloadpdf?path=//www.salesforce.com/content/dam/web/en_us/www/documents/e-books/sales/sales-commission-software-buyers-guide.pdf&bc=OTH (18 answers)
- https://technologyadvice.com/blog/sales/best-sales-commission-software (17 answers)
- https://cfoshortlist.com/reports/sales-commission-software-buyers-guide (16 answers)
- https://forma.ai/resources/article/commissions-software (15 answers)
- https://performio.co/blog/best-sales-commission-software (15 answers)
- https://quotapath.com/blog/commission-software-pricing (14 answers)
- https://getapp.com/sales-software/commission (11 answers)
- https://salescomplab.com/blog/best-sales-commission-software-for-mid-market-companies (10 answers)
- https://technologyadvice.com/blog/sales/sales-commission-software (10 answers)

## Warned against

- Xactly Incent: 23 of 45 labels negative. "Avoid Xactly unless you are at the larger end of the mid-market range; it tends to be heavier, more expensive, and slower to implement." (Qwen 3.7 Flash, paraphrase prompt)
- Salesforce Spiff: 14 of 55 labels negative. "try to force Salesforce/HubSpot native modules to do everything. This often leads to "spaghetti code" solutions" (Qwen 3.7 Flash, negative prompt)
- CaptivateIQ: 11 of 57 labels negative. "Avoid enterprise tools like Spiff, Performio, or CaptivateIQ" (DeepSeek V4 Flash, budget prompt)
- Varicent: 12 of 29 labels negative. "Avoid pure enterprise tools like Varicent or older systems unless your plans are highly global/complex." (Grok 4.20, direct prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: CaptivateIQ at 38%.

- CaptivateIQ: 25% to 38%, +13. Cleared the floor by 2 points · rank 1 of 52, unchanged.
- QuotaPath: 15% to 5%, −10. Inside the floor by 1 point · rank 3 → 5 of 52.
- Commissionly: 10% to 2%, −8. Inside the floor by 3 points · rank 4 → 10 of 52.
- Sales Cookie: 7% to 13%, +6. Inside the floor by 5 points · rank 7 → 3 of 52.
- QCommission: 2% to 5%, +3. Inside the floor by 8 points · rank 11 → 7 of 52.
- Xactly Incent: 3% to 0%, −3. Inside the floor by 8 points · rank 9 → 52 of 52.
- Visdum: 7% to 9%, +2. Inside the floor by 9 points · rank 6 → 4 of 52.
- Qobra: 7% to 5%, −2. Inside the floor by 9 points · rank 5 → 6 of 52.
- Salesforce Spiff: 0% to 2%, +2. Inside the floor by 9 points · rank 15 → 9 of 52.
- Varicent: 2% to 0%, −2. Inside the floor by 9 points · rank 14 → 38 of 52.
- Everstage: 16% to 15%, −1. Inside the floor by 10 points · rank 2 of 52, unchanged.
- Performio: 2% to 2%, ±0. Inside the floor by 11 points · rank 10 → 8 of 52.

## Record

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