Zero of twelve models named Tradogram first on the direct prompt; two named ProcureDesk. Tradogram was named by eleven of the twelve models and ProcureDesk by nine and Tradogram carries 18 labels and ProcureDesk 12, so the shares are not directly comparable.
Named in four categories this edition.
Named in five categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 procure-to-pay page.
Across every category in the September 2026 Edition, Tradogram and ProcureDesk were named in the same answer twenty-two times, of the 148 answers naming Tradogram and the 37 naming ProcureDesk. In those answers ProcureDesk took the first choice one time and Tradogram nine.
| 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 |
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. One of one in this category shown.
“I'd suggest starting with Ramp ... or Tradogram if you need more robust procurement features at a low monthly cost” MiniMax M2.5 · budget 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.
“ProcureDesk appears to be a strong choice specifically built for mid-market.” Claude Haiku 4.5 · direct prompt · first choice
“ProcureDesk is the best overall choice for most mid-market B2B companies” Perplexity Sonar · direct prompt · first choice
“Finance-led AP + procurement | ~$600/month (10 users)| AP automation emphasis | Higher entry cost” Grok 4.1 Fast · paraphrase 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.