# Caribou: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 30 judge labels across 1 category by 11 of 14 models. Page: https://www.gane.ai/index/finance/vendors/caribou

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Transfer pricing](https://www.gane.ai/index/finance/tax/transfer-pricing/index.md) | 16% | 2 | 7% | 30 |

## What the models said for it

- "Caribou and Reptune.net are frequently cited as top choices for their affordability and focus on agility" (Qwen 3.7 Flash, Transfer pricing)
- "I recommend Caribou or myTransferPricing as strong options for intercompany transfer pricing documentation." (Grok 4.20, Transfer pricing)
- "or Caribou if you prioritize faster implementation and built-in expert support" (MiniMax M2.5, Transfer pricing)
- "Caribou is the best documented mid-size choice in practitioner round-ups" (Muse Glimmer 30B, Transfer pricing)

## And against it

- "What to Avoid on a Limited Budget ... Way too expensive for budget-conscious companies" (DeepSeek V4 Flash, Transfer pricing)
- "starts at ~$5,000/month—too expensive for limited budgets" (Grok 4.20, Transfer pricing)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 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 | 1 | 3 | 0 | 1 | 5 |
| Mistral Small | 0 | 2 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 1 | 1 | 0 | 1 | 3 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 2 | 2 | 0 | 0 | 4 |
| Kimi K2 | 2 | 1 | 0 | 0 | 3 |
| GLM 4.7 FlashX | 1 | 2 | 0 | 0 | 3 |
| MiniMax M2.5 | 1 | 1 | 1 | 0 | 3 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 1 | 1 | 0 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Caribou, from 64 of the 64 answers that named it (only the models that return a source list).

### Domains cited

- getsphere.com: 62
- sourceforge.net: 47
- topbusinesssoftware.com: 42
- usecaribou.com: 38 (its own site)
- guideflow.com: 34
- slashdot.org: 32
- g2.com: 30
- mytransferpricing.com: 23
- featuredcustomers.com: 22
- findalternatives.net: 19

### Pages cited

- https://getsphere.com/blog/best-transfer-pricing-software-for-compliance: 62
- https://topbusinesssoftware.com/categories/transfer-pricing: 37
- https://guideflow.com/blog/transfer-pricing-software: 34
- https://usecaribou.com/blog/best-transfer-pricing-software: 24
- https://slashdot.org/software/transfer-pricing: 23
- https://featuredcustomers.com/software/transfer-pricing-software: 22
- https://g2.com/categories/transfer-pricing: 21
- https://findalternatives.net/categories/transfer-pricing: 19

## In its own words

What Caribou's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Transfer pricing software with the experts built in. (https://usecaribou.com/)
- For: Built for multi-entity companies, at every stage (https://usecaribou.com/)
- Price stated: One price (https://usecaribou.com/)
- Free plan or trial: Get your free assessment (https://usecaribou.com/)
- Customers named: Encord

## What it publishes

Every page usecaribou.com exposes, read 2026-10-05: 29 addresses. By kind, pages and the last 90 days:

- blog: 23 pages, 5 in the last 90 days, latest 2026-10-01
- glossary or explainer: 1 pages, 0 in the last 90 days, latest 2025-07-08
- Recent: 2026-10-01 blog: Transfer pricing audit https://www.usecaribou.com/blog/transfer-pricing-audit
- Recent: 2026-09-22 blog: Form 5472 the filing your delaware c corp may owe the irs https://www.usecaribou.com/blog/form-5472-the-filing-your-delaware-c-corp-may-owe-the-irs
- Recent: 2026-09-17 blog: Best transfer pricing software https://www.usecaribou.com/blog/best-transfer-pricing-software
- Recent: 2026-09-01 blog: Transfer pricing documentation https://www.usecaribou.com/blog/transfer-pricing-documentation
- Recent: 2026-08-19 blog: Entity management https://www.usecaribou.com/blog/entity-management
- Recent: 2025-12-19 blog: Announcing our 2 8m seed round https://www.usecaribou.com/blog/announcing-our-2-8m-seed-round

## 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.