# RoyaltyStat: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 12 judge labels across 1 category by 10 of 14 models. Page: https://www.gane.ai/index/finance/vendors/royaltystat

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Transfer pricing](https://www.gane.ai/index/finance/tax/transfer-pricing/index.md) | 0% | 22 | 8% | 12 |

## What the models said for it

- "Instead, use Royalty Range or RoyaltyStat. They offer pay-per-search" (Gemini 3.5 Flash, Transfer pricing)
- "Specialized database and analytics for royalty and licensing comparables." (Perplexity Sonar, Transfer pricing)
- "Choose RoyaltyStat when royalty and licensing benchmarks are central." (Perplexity Sonar, Transfer pricing)
- "Alternative for Benchmarking Data: RoyaltyStat" (GLM 4.7 FlashX, Transfer pricing)

## And against it

- "Some platforms bundle premium comparables databases (like RoyaltyStat) into a "full-service" package... these platforms often restrict deep customization of reporting formats" (Qwen 3.7 Flash, Transfer pricing)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named RoyaltyStat, from 23 of the 23 answers that named it (only the models that return a source list).

### Domains cited

- guideflow.com: 21
- getsphere.com: 14
- sourceforge.net: 14
- usecaribou.com: 14
- g2.com: 13
- topbusinesssoftware.com: 12
- slashdot.org: 10
- aibidia.com: 8
- featuredcustomers.com: 7
- gane.ai/index: 7

### Pages cited

- https://guideflow.com/blog/transfer-pricing-software: 21
- https://getsphere.com/blog/best-transfer-pricing-software-for-compliance: 13
- https://usecaribou.com/blog/best-transfer-pricing-software: 11
- https://g2.com/categories/transfer-pricing: 10
- https://topbusinesssoftware.com/categories/transfer-pricing: 9
- https://featuredcustomers.com/software/transfer-pricing-software: 7
- https://aibidia.com/: 6
- https://findalternatives.net/categories/transfer-pricing: 5

## Record

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