Two of fourteen models named Exactera Transfer Pricing first on the direct prompt; zero named Commenda. Exactera Transfer Pricing was named by thirteen of the fourteen models and Commenda by ten and Exactera Transfer Pricing carries 29 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.
| 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 |
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. Six of eight in this category shown.
“it typically starts at a significant annual cost (approx. $15,400/year), making it better suited for larger enterprises rather than a typical mid-sized B2B company” GLM 4.7 FlashX · paraphrase prompt · soft negative
“Exactera is noted as a "criticized challenger"... suggesting it may not be the top choice for all users” Mistral Small · negative prompt · soft negative
“Exactera Transfer Pricing (considered overkill for limited budgets)” Llama 4 Maverick · negative prompt · soft negative
“Exactera offers a SaaS solution designed to be accessible for mid-sized companies without losing functionality.” Claude Haiku 4.5 · direct prompt · first choice
“I'd lean toward Exactera as the best balance of capability and fit” GPT-5.4 mini · paraphrase prompt · first choice
“the strongest shortlist choice is Exactera” Perplexity Sonar · paraphrase prompt · first choice
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.