Two of fourteen models named Commenda first on the direct prompt; one named PlaidCloud Operational Transfer Pricing. Commenda was named by twelve of the fourteen models and PlaidCloud Operational Transfer Pricing by eight and Commenda carries 24 labels and PlaidCloud Operational Transfer Pricing 13, 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.
Across every category in the October 2026 Edition, Commenda and PlaidCloud Operational Transfer Pricing were named in the same answer twenty-one times, of the 110 answers naming Commenda and the 41 naming PlaidCloud Operational Transfer Pricing. In those answers PlaidCloud Operational Transfer Pricing took the first choice six times and Commenda five.
| 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. Three of four in this category shown.
“PlaidCloud Operational Transfer Pricing appears to offer the best balance of features, pricing, and ease of use” MiniMax M2.5 · direct prompt · first choice
“PlaidCloud Operational Transfer Pricing (Top-ranked on iTechGuides: 9.8/10)” Grok 4.1 Fast · comparative prompt · first choice
“works seamlessly with SAP, Oracle, NetSuite, and other systems without requiring costly custom integrations” Claude Haiku 4.5 · direct 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.