Caribou is a transfer pricing product for multi-entity organizations that need to set up intragroup agreements · usecaribou.com ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
myTransferPricing is first at 40%.
TPGenie is first at 21%. 4 of 14 models made it the first choice when asked directly.
Aibidia is first at 24%.
“Caribou and Reptune.net are frequently cited as top choices for their affordability and focus on agility”Qwen 3.7 Flash · Budget-constrained question · first choice
“I recommend Caribou or myTransferPricing as strong options for intercompany transfer pricing documentation.”Grok 4.20 · Paraphrase question · first choice
“or Caribou if you prioritize faster implementation and built-in expert support”MiniMax M2.5 · Direct question · first choice
“Caribou is the best documented mid-size choice in practitioner round-ups”Muse Glimmer 30B · Paraphrase question · first choice
“What to Avoid on a Limited Budget ... Way too expensive for budget-conscious companies”DeepSeek V4 Flash · Budget-constrained question · warning
“starts at ~$5,000/month—too expensive for limited budgets”Grok 4.20 · Budget-constrained question · warning
The products named in the same answers as Caribou, over the 64 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 29 | 4 | View → | |
| 28 | 4 | Compare → | |
| 27 | 3 | Compare → | |
| 23 | 11 | Compare → | |
| 19 | 3 | View → | |
| 15 | 4 | Compare → | |
| 13 | 1 | Compare → | |
| 11 | 2 | View → | |
| 10 | 1 | Compare → | |
| 10 | 0 | View → |
What the models named instead of Caribou →
A side-by-side page exists where both products are among a category's top eight.
Stated on Caribou's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 64 of the 64 answers that named Caribou and are not a share of its labels.
311 of the 349 domain citations in answers naming Caribou came from a third party's page.
Pages are listed as the models cited them.
| 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 |
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 23 | 5 | 2026-10-01 | Transfer pricing, Entity management | |
| Glossary or explainer | 1 | 0 | 2025-07-08 | Transfer pricing |
Every page usecaribou.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read October 5, 2026.