Two of fourteen models named Commenda first on the direct prompt; one named Thomson Reuters ONESOURCE Transfer Pricing. Commenda was named by twelve of the fourteen models and Thomson Reuters ONESOURCE Transfer Pricing by seven and Commenda carries 24 labels and Thomson Reuters ONESOURCE Transfer Pricing 11, so the shares are not directly comparable.
Named in four categories 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 | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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. Four of four in this category shown.
“complex interface, tax issues with glitches during onboarding, slow data uploads, technical issues, and integration challenges” MiniMax M2.5 · negative prompt · soft negative
“Be cautious with platforms that: Have mixed or negative user reviews (e.g., Commenda's interface and data-import issues).” GLM 4.7 FlashX · negative prompt · soft negative
“Commenda: Users report interface complexity, tax calculation glitches, slow data uploads, and integration issues” Kimi K2 · negative prompt · soft negative
“Specialized Mid-Market Solutions (e.g., Commenda, Transplace): Often offer a better price-to-performance ratio for companies with <1000 employees” Qwen 3.7 Flash · scale 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.
“Mid-market companies or firms with simpler structures will find it overbuilt and expensive... The platform's biggest weakness is its implementation burden.” Muse Glimmer 30B · negative prompt · soft negative
“typically priced at $75,000–$500,000+/year, which is generally overkill (and overbudget) for most mid-sized B2B companies” DeepSeek V4 Flash · paraphrase prompt · soft negative
“ONESOURCE ranks third because it unifies indirect tax with direct tax, provision, and transfer pricing, giving multinational tax departments one system covering more than 190 countries.” Muse Glimmer 30B · comparative prompt · first choice
“For large, global teams needing a full suite: Thomson Reuters or Wolters Kluwer.” Mistral Small · comparative prompt · first choice
“Widely considered the market leader, ONESOURCE offers a modular approach.” GLM 4.7 FlashX · comparative 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.