Caribou vs Commenda
Four of fourteen models named Caribou first on the direct prompt; zero named Commenda. Caribou was named by eleven of the fourteen models and Commenda by ten and Caribou carries 30 labels and Commenda 16, so the shares are not directly comparable.
Named in one category this edition.
Named in four categories this edition.
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
CaribouFirst choices, of fourteen modelsCommenda
Across every category in the November 2026 Edition, Caribou and Commenda were named in the same answer thirteen times, of the 64 answers naming Caribou and the 70 naming Commenda. In those answers Commenda took the first choice one time and Caribou six.
Every model, every framing
| 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 Commenda first choice named as an alternative argued againstblank: not namedEach cell is one answer, Caribou on the left and Commenda on the right.The direct prompt
Caribou first, Commenda an alternative
4 of 14 modelsCommenda was named in the answer but not as the choice, or not at all.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.Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.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
Caribou7%#3 of 8Commenda7%#– 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 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
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.