One of fourteen models named TPdoc first on the direct prompt; three named Exactera Transfer Pricing. TPdoc was named by seven of the fourteen models and Exactera Transfer Pricing by thirteen and TPdoc carries 11 labels and Exactera Transfer Pricing 26, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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.
| Model | DirectTP | ParaphraseTP | ComparativeTP | Budget-constrainedTP | Scale-constrainedTP | NegativeTP |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | TP | |||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | TP | TP | ||||
| Perplexity Sonar | TP | |||||
| Grok 4.1 Fast | TP | |||||
| Mistral Small | TP | TP | ||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | TP | |||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | TP | |||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“TPdoc and Spherion are the top recommendations due to their ease of use, compliance features, and scalability” Mistral Small · direct prompt · first choice
“I would most likely recommend TPdoc if your main need is transfer pricing documentation automation” Perplexity Sonar · paraphrase prompt · first choice
“I would recommend TPdoc as your intercompany transfer pricing documentation tool” Mistral Small · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Platforms like Exactera start at ~$15,400/year — likely overkill for limited budgets” Kimi K2 · budget prompt · hard negative
“At least one user described their experience as a "dumpster fire" with poor output, excessive data input requirements, and company turnover causing delays.” MiniMax M2.5 · negative prompt · soft negative
“For tools such as Exactera's AI-enabled benchmarking or Aibidia's AI features, ask to see the comparable companies considered” GPT-6 Luna · negative prompt · soft negative
“I'd recommend requesting demos from Caribou and Exactera first, as both are specifically designed with mid-market needs and budgets in mind.” Claude Haiku 4.5 · direct prompt · first choice
“Leading commercial platforms such as Thomson Reuters ONESOURCE, Exactera, Aibidia, and Vertex are recommended for most organizations” Mistral Small · negative prompt · first choice
“For most mid-market B2B companies, Exactera offers the best balance of functionality, affordability, and scalability.” Kimi K2 · direct 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.