# WorldatWork Sales Compensation Survey: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/hr/vendors/worldatwork-sales-compensation-survey

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Compensation benchmarking data](https://www.gane.ai/index/hr/rewards/compensation-benchmarking-data/index.md) | 0% | 115 | 0% | 1 |

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named WorldatWork Sales Compensation Survey, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- aon.com: 1
- blog.salescookie.com: 1
- captivateiq.com: 1
- comprehensive.io: 1
- comptool.com: 1
- figures.hr: 1
- github.com: 1
- imercer.com: 1
- leadchangegroup.com: 1
- marketintelligencetools.com: 1

### Pages cited

- https://aon.com/en/capabilities/human-capital-analytics/radford-mclagan-compensation-database/compensation-data-for-private-companies: 1
- https://blog.salescookie.com/2026/05/15/state-of-b2b-sales-compensation-2026: 1
- https://captivateiq.com/blog/b2b-sales-commissions: 1
- https://captivateiq.com/blog/compensation-benchmarking-software: 1
- https://comprehensive.io/content/best-compensation-benchmarking-data-sources: 1
- https://comprehensive.io/content/best-compensation-management-software: 1
- https://comptool.com/research/2024-salary-benchmarking-survey: 1
- https://figures.hr/post/top-compensation-software-for-efficient-hr-management: 1

## Record

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