Transfer pricing · November 2026 Edition
Aibidia vs Commenda
One of fourteen models named Aibidia first on the direct prompt; zero named Commenda. Aibidia was named by eleven of the fourteen models and Commenda by ten and Aibidia carries 27 labels and Commenda 16, so the shares are not directly comparable.
Named in one category this edition.
Named in four categories this edition.
First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate11%6%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#8A position in a field of 11; printed, not drawn.
Labels2716A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Aibidia 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 Aibidia · TPGenie vs Commenda · Caribou vs Aibidia
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.
AibidiaFirst choices, of fourteen modelsCommenda
Direct101 against Aibidia
Paraphrase01
Comparative20
Budget-constrained002 against Aibidia
Scale-constrained10
Negative111 against Commenda
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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Aibidia and Commenda 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 | | | |
Aibidia Commenda first choice named as an alternative argued againstblank: not namedEach cell is one answer, Aibidia on the left and Commenda on the right.The direct prompt
The plain question, one answer per model, grouped by where Aibidia and Commenda stood in it.
Aibidia first, Commenda not the choice
1 of 14 modelsCommenda 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
9 of 14 modelsThe answer put something else first and named one of the two as an alternative.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
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
GPT-6 LunaReptune alternatives: Aibidia, Commenda, ONESOURCE Transfer Pricing
Muse Glimmer 30BTPGenie alternatives: Astraea TP Suite, Commenda, ONESOURCE Transfer Pricing, Orbit Analytics, Transfer Pricing Documenter, t0
Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Exactera Transfer Pricing alternatives: Caribou, ONESOURCE Transfer Pricing, Reptune
GPT-5.4 miniIntegral alternatives: EY Transfer Pricing Engine, Exactera Transfer Pricing, KPMG tpEngine, Reptune
DeepSeek V4 FlashTPGenie alternatives: Caribou, Orbit Analytics
Llama 4 MaverickTPGenie alternatives: Exactera Transfer Pricing, ONESOURCE Transfer Pricing, myTransferPricing, 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
The order flips: Aibidia leads at mid-market.
Aibidia4%#6 of 11Commenda2%#8 of 11Enterprise
Aibidia leads by twenty-four points.
Aibidia24%#1 of 8Commenda0%#– of 8What 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
What the models said about Commenda
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“When to avoid: If your team lacks dedicated TP experts or needs seamless automation.” Grok 4.20 · negative prompt · hard negative
“Choose Commenda if: You use NetSuite ... It is generally considered the most agile option for the mid-market.” Qwen 3.7 Flash · paraphrase prompt · first choice
Also compared
TPGenie vs AibidiaTPGenie vs CommendaCaribou vs AibidiaCaribou vs CommendamyTransferPricing vs AibidiamyTransferPricing vs CommendaExactera Transfer Pricing vs AibidiaExactera Transfer Pricing vs CommendaPlaidCloud Operational Transfer Pricing vs AibidiaPlaidCloud Operational Transfer Pricing vs CommendaAibidia vs ONESOURCE Transfer PricingONESOURCE Transfer Pricing 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.