One of fourteen models named TPdoc first on the direct prompt; one named Sovos Transfer Pricing. TPdoc was named by seven of the fourteen models and Sovos Transfer Pricing by nine and TPdoc carries 11 labels and Sovos Transfer Pricing 15, 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 | DirectTPST | ParaphraseTPST | ComparativeTPST | Budget-constrainedTPST | Scale-constrainedTPST | NegativeTPST |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | TP | |||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | TP | TP | ||||
| Perplexity Sonar | TP | |||||
| Grok 4.1 Fast | TPST | |||||
| Mistral Small | TP | TP | ||||
| DeepSeek V4 Flash | ST | |||||
| Llama 4 Maverick | ST | |||||
| Qwen 3.7 Flash | TP | ST | ||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ST | |||||
| MiniMax M2.5 | TP | ST | ||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | ST | ST | ST | ST | ST |
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. Five of six in this category shown.
“Other mentions like Sovos (good for multi-jurisdiction standardization) ... are viable but lean more enterprise or niche.” Grok 4.1 Fast · paraphrase prompt · soft negative
“rather than the enterprise suites such as ONE SOURCE, Exactera, Sovos, etc.” Muse Glimmer 30B · budget prompt · soft negative
“described as a fit "when mid-size tax and finance teams need repeatable documentation workflow across multiple" jurisdictions... listed as the runner-up for mid-size teams” Muse Glimmer 30B · direct prompt · first choice
“Pick Sovos Transfer Pricing for standardized multi-jurisdiction workflows and integrated global tax compliance” Muse Glimmer 30B · paraphrase prompt · first choice
“Sovos Transfer Pricing suits mid-size teams standardizing repeatable workflows across multiple jurisdictions” Muse Glimmer 30B · comparative prompt · alternative
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.