Transfer pricing · November 2026 Edition
Caribou vs Aibidia
Four of fourteen models named Caribou first on the direct prompt; one named Aibidia. Caribou was named by eleven of the fourteen models and Aibidia by eleven and Caribou carries 30 labels and Aibidia 27, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share16%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate7%11%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#6A position in a field of 11; printed, not drawn.
Labels3027A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Caribou reading right to left. Rank and label count are printed, not drawn.TPGenie was named alongside these two in eight of the fourteen direct answers. TPGenie vs Caribou · TPGenie vs Aibidia · Caribou vs myTransferPricing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the transfer pricing page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
CaribouFirst choices, of fourteen modelsAibidia
Direct411 against Aibidia
Paraphrase40
Comparative02
Budget-constrained102 against Caribou · 2 against Aibidia
Scale-constrained01
Negative01
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, Caribou and Aibidia were named in the same answer twenty-eight times, of the 64 answers naming Caribou and the 89 naming Aibidia. In those answers Aibidia took the first choice four times and Caribou eight.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Caribou and Aibidia stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | |||
| Grok 4.20 | | | | | | |
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | | | | | ||
| Kimi K2 | | | | | ||
| GLM 4.7 FlashX | | | | |||
| MiniMax M2.5 | | | ||||
| GPT-6 Luna | | |||||
| Muse Glimmer 30B | | |
Caribou Aibidia first choice named as an alternative argued againstblank: not namedEach cell is one answer, Caribou on the left and Aibidia on the right.The direct prompt
The plain question, one answer per model, grouped by where Caribou and Aibidia stood in it.
Caribou first, Aibidia not the choice
4 of 14 modelsAibidia was named in the answer but not as the choice, or not at all.Qwen 3.7 FlashCaribou alternatives: Commenda, ONESOURCE Transfer Pricing, tax.com
Kimi K2Caribou alternatives: Commenda, TPGenie, Thomson Reuters ONESOURCE Transfer Pricing
GLM 4.7 FlashXCaribou alternatives: Commenda, ONESOURCE Transfer Pricing, TP Accurate, TPGenie
MiniMax M2.5Caribou, ONESOURCE Transfer Pricing alternatives: Commenda, Orbit Analytics, TPGenie
Aibidia first, Caribou an alternative
1 of 14 modelsCaribou was named in the answer but not as the choice, or not at all.Grok 4.20Aibidia alternatives: Caribou, Exactera Transfer Pricing, t0
Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Exactera Transfer Pricing alternatives: Caribou, ONESOURCE Transfer Pricing, Reptune
Gemini 3.5 FlashPlaidCloud Operational Transfer Pricing, TPGenie alternatives: Aibidia, Coperitas, Exactera Transfer Pricing, Moody's TP Catalyst, Optravis, RoyaltyRange
Perplexity SonarExactera Transfer Pricing alternatives: Aibidia, RoyaltyStat, Ryan
Mistral SmallTPGenie alternatives: Caribou, Commenda, Exactera Transfer Pricing, TPdoc, myTransferPricing
DeepSeek V4 FlashTPGenie alternatives: Caribou, Orbit Analytics
GPT-6 LunaReptune alternatives: Aibidia, Commenda, ONESOURCE Transfer Pricing
Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniIntegral alternatives: EY Transfer Pricing Engine, Exactera Transfer Pricing, KPMG tpEngine, Reptune
Llama 4 MaverickTPGenie alternatives: Exactera Transfer Pricing, ONESOURCE Transfer Pricing, myTransferPricing, t0
Muse Glimmer 30BTPGenie alternatives: Astraea TP Suite, Commenda, ONESOURCE Transfer Pricing, Orbit Analytics, Transfer Pricing Documenter, t0
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Mid-marketThe figures above
Enterprise
The order flips: Aibidia leads at enterprise.
Aibidia24%#1 of 8Caribou2%#8 of 8What the models said about Caribou
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“What to Avoid on a Limited Budget ... Way too expensive for budget-conscious companies” DeepSeek V4 Flash · budget prompt · hard negative
“starts at ~$5,000/month—too expensive for limited budgets” Grok 4.20 · budget prompt · soft negative
“Caribou and Reptune.net are frequently cited as top choices for their affordability and focus on agility” Qwen 3.7 Flash · budget prompt · first choice
“I recommend Caribou or myTransferPricing as strong options for intercompany transfer pricing documentation.” Grok 4.20 · paraphrase prompt · first choice
“or Caribou if you prioritize faster implementation and built-in expert support” MiniMax M2.5 · direct prompt · first choice
What the models said about Aibidia
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Enterprise pricing | Best for large multinationals” DeepSeek V4 Flash · budget prompt · hard negative
“Likely excessive for a budget-constrained company unless transaction volume and compliance complexity are high.” Perplexity Sonar · budget prompt · soft negative
“aimed at larger, complex groups” DeepSeek V4 Flash · direct prompt · soft negative
“Pick Aibidia if you want to centralize all TP data and automate 100+ local files with AI-driven audit trails.” DeepSeek V4 Flash · comparative prompt · first choice
“smaller, specialized tools (like Commenda or Aibidia) currently show the strongest user satisfaction” DeepSeek V4 Flash · negative prompt · first choice
“Aibidia stands out as the best overall transfer pricing platform for a mid-market B2B company” Grok 4.20 · direct prompt · first choice
Also compared
TPGenie vs CaribouTPGenie vs AibidiaCaribou vs myTransferPricingCaribou vs Exactera Transfer PricingCaribou vs PlaidCloud Operational Transfer PricingCaribou vs ONESOURCE Transfer PricingCaribou vs CommendamyTransferPricing vs AibidiaExactera Transfer Pricing vs AibidiaPlaidCloud Operational Transfer Pricing vs AibidiaAibidia vs ONESOURCE Transfer PricingAibidia vs CommendaAll twenty-eight head-to-head pages and the full transfer pricing standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.