# Sales commissions and incentive compensation: 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 a mid-market B2B company. Page: https://www.gane.ai/index/gtm/revops/sales-commissions-and-incentive-compensation/2026-10

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since.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/index.md

**Standing:** CaptivateIQ leads with 25% of first choices; verdict contested. 61 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) | 25% | 18% | 57 |
| 2 | [Everstage](https://www.gane.ai/index/gtm/vendors/everstage/index.md) | 16% | 5% | 42 |
| 3 | [QuotaPath](https://www.gane.ai/index/gtm/vendors/quotapath/index.md) | 15% | 10% | 48 |
| 4 | [Commissionly](https://www.gane.ai/index/gtm/vendors/commissionly/index.md) | 10% | 17% | 12 |
| 5 | [Qobra](https://www.gane.ai/index/gtm/vendors/qobra/index.md) | 7% | 0% | 24 |
| 6 | [Visdum](https://www.gane.ai/index/gtm/vendors/visdum/index.md) | 7% | 0% | 14 |
| 9 | [Xactly Incent](https://www.gane.ai/index/gtm/vendors/xactly-incent/index.md) | 3% | 48% | 46 |
| 10 | [Performio](https://www.gane.ai/index/gtm/vendors/performio/index.md) | 2% | 15% | 27 |
| 14 | [Varicent](https://www.gane.ai/index/gtm/vendors/varicent/index.md) | 2% | 46% | 26 |
| 15 | [Salesforce Spiff](https://www.gane.ai/index/gtm/vendors/salesforce-spiff/index.md) | 0% | 26% | 46 |

Rank is by share of first choices among all 47 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, Qobra; alternatives EasyComp, Everstage, Visdum
- GPT-5.4 mini: CaptivateIQ, Everstage; alternatives Salesforce Spiff, Xactly Incent
- Gemini 3.5 Flash: CaptivateIQ; alternatives Everstage, Performio, QuotaPath, Salesforce Spiff
- Perplexity Sonar: QuotaPath; alternatives CaptivateIQ, Performio, Qobra
- Grok 4.20: Everstage, Qobra; alternatives CaptivateIQ, Salesforce Spiff, Visdum
- Mistral Small: Visdum, Xactly Incent; alternatives CaptivateIQ, Forma.ai, QuotaPath
- DeepSeek V4 Flash: Everstage, QuotaPath; alternatives Performio, Qobra
- Llama 4 Maverick: QuotaPath
- Qwen 3.7 Flash: CaptivateIQ, Everstage
- Kimi K2: Everstage, Visdum; alternatives CaptivateIQ, QuotaPath
- GLM 4.7 FlashX: QuotaPath; alternatives CaptivateIQ, Everstage, Performio, Qobra
- MiniMax M2.5: Visdum; alternatives CaptivateIQ
- GPT-6 Luna: Everstage; alternatives CaptivateIQ, Salesforce Spiff
- Muse Glimmer 30B: QuotaPath; alternatives CaptivateIQ, Everstage, Qobra, Salesforce Spiff

## Sources the answers cite

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

- qobra.co: 57 answers, 148 citations
- everstage.com: 52 answers, 90 citations
- captivateiq.com: 47 answers, 80 citations
- guideflow.com: 43 answers, 60 citations
- quotapath.com: 36 answers, 54 citations
- g2.com: 30 answers, 63 citations
- forma.ai: 29 answers, 40 citations
- learn.g2.com: 24 answers, 24 citations

Pages named in the most answers:

- https://qobra.co/blog/top-sales-commission-tools (31 answers)
- https://qobra.co/blog/best-sales-commission-software-buyers-guide (28 answers)
- https://guideflow.com/blog/sales-commission-software (27 answers)
- https://learn.g2.com/best-sales-compensation-software (24 answers)
- https://forma.ai/resources/article/commissions-software (23 answers)
- https://quotapath.com/blog/best-sales-compensation-software (23 answers)
- https://captivateiq.com/blog/best-sales-compensation-software (19 answers)
- https://guideflow.com/blog/best-sales-compensation-software (16 answers)
- https://croclub.com/tools/best-sales-commission-software (15 answers)
- https://forma.ai/resources/article/incentive-compensation-management-software (14 answers)

## Warned against

- Xactly Incent: 22 of 46 labels negative. "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)
- Salesforce Spiff: 12 of 46 labels negative. "being especially careful with feature-rich but implementation-heavy platforms such as Varicent, CaptivateIQ, and some Spiff deployments" (Perplexity Sonar, negative prompt)
- CaptivateIQ: 10 of 57 labels negative. "usually out of the question due to high minimum user counts, steep monthly platform fees, and expensive implementation costs" (Gemini 3.5 Flash, budget prompt)
- Varicent: 12 of 26 labels negative. "massive enterprise-grade platforms (like Varicent or SAP Commissions) are too rigid, expensive, and require dedicated IT departments to maintain" (Gemini 3.5 Flash, direct prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: Everstage (25%) to CaptivateIQ (26%). Margin 9 points, within noise.

- QuotaPath: 4% to 15%, +11. Cleared the floor by 0 points · rank 6 → 3 of 46.
- Qobra: 18% to 7%, −11. Inside the floor by 0 points · rank 3 → 5 of 46.
- Everstage: 25% to 17%, −8. Inside the floor by 3 points · rank 1 → 2 of 46.
- Commissionly: 14% to 9%, −5. Inside the floor by 6 points · rank 4 of 46, unchanged.
- Visdum: 2% to 7%, +5. Inside the floor by 6 points · rank 8 → 6 of 46.
- Xactly Incent: 0% to 4%, +4. Inside the floor by 7 points · rank 48 → 8 of 46.
- Performio: 4% to 0%, −4. Inside the floor by 7 points · rank 7 → 14 of 46.
- CaptivateIQ: 24% to 26%, +2. Inside the floor by 9 points · rank 2 → 1 of 46.
- Varicent: 0% to 2%, +2. Inside the floor by 9 points · rank 41 → 10 of 46.
- Sales Cookie: 8% to 7%, −1. Inside the floor by 10 points · rank 5 → 7 of 46.
- Salesforce Spiff: 0% to 0%, ±0. Inside the floor by 11 points · rank 10 → 13 of 46.
- Centify: 0% to 0%, ±0. Not named this edition · was rank 11 of 49.

## 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.