# Ryan: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/finance/vendors/ryan

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Transfer pricing](https://www.gane.ai/index/finance/tax/transfer-pricing/index.md) | 0% | 81 | 40% | 5 |

## What the models said for it

- "Choose Ryan if: You are managing a complex, mature TP function and need strict lifecycle governance" (Qwen 3.7 Flash, Transfer pricing)
- "shortlist Exactera and Ryan first" (Perplexity Sonar, Transfer pricing)

## And against it

- "Likely excessive for a budget-constrained company unless transaction volume and compliance complexity are high." (Perplexity Sonar, Transfer pricing)
- "Ryan is more comprehensive but may be disproportionate if the company only needs documentation" (Perplexity Sonar, Transfer pricing)

## 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 | 1 | 0 | 2 | 3 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| 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 Ryan, from 14 of the 14 answers that named it (only the models that return a source list).

### Domains cited

- getsphere.com: 11
- guideflow.com: 11
- featuredcustomers.com: 9
- sourceforge.net: 9
- g2.com: 7
- topbusinesssoftware.com: 7
- usecaribou.com: 6
- gane.ai/index: 5
- mytransferpricing.com: 5
- aibidia.com: 4

### Pages cited

- https://getsphere.com/blog/best-transfer-pricing-software-for-compliance: 11
- https://guideflow.com/blog/transfer-pricing-software: 11
- https://featuredcustomers.com/software/transfer-pricing-software: 9
- https://g2.com/categories/transfer-pricing: 6
- https://topbusinesssoftware.com/categories/transfer-pricing: 6
- https://usecaribou.com/blog/best-transfer-pricing-software: 6
- https://mytransferpricing.com/transfer-pricing-software-buyers-guide: 4
- https://sourceforge.net/software/transfer-pricing/saas: 4

## 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.