Nine of twelve models named Procurify first on the direct prompt; zero named Coupa. Both were named by all twelve models and Procurify carries 46 labels and Coupa 38, so the shares are not directly comparable.
Named in seven categories this edition.
Named in ten 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, Procurify and Coupa were named in the same answer 129 times, of the 209 answers naming Procurify and the 614 naming Coupa. In those answers Coupa took the first choice five times and Procurify thirty-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 |
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. Five of six in this category shown.
“tend to sit higher in the market and are better suited to growing teams with more structured controls” Perplexity Sonar · budget prompt · soft negative
“but it's typically more of a custom-quote solution than a low-cost entry pick” GPT-5.4 mini · budget prompt · soft negative
“Best Overall for Mid-Market Growth: Procurify ... frequently ranked as the #1 P2P solution specifically for mid-market organizations” Qwen 3.7 Flash · direct prompt · first choice
“I'd start with Procurify as your baseline — it offers the best balance of approval control, budget visibility, and integrations” DeepSeek V4 Flash · paraphrase prompt · first choice
“Procurify and Precoro are top choices due to their strong feature sets, user ratings, and suitability for mid-market needs” Mistral Small · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“more enterprise-oriented platforms such as Coupa, SAP Ariba, and similar suites are generally not the best fit for a limited budget” Perplexity Sonar · budget prompt · hard negative
“are the heavyweight enterprise suites like SAP Ariba and Coupa, which carry heavy costs, complexity, and support headaches” DeepSeek V4 Flash · negative prompt · hard negative
“I'd start with Procurify if ease of use matters most, or Coupa if you want a more robust long-term procurement platform.” GPT-5.4 mini · paraphrase prompt · first choice
“Consistently tops Gartner's Magic Quadrant for Source-to-Pay suites and is praised for ROI within 90 days” Mistral Small · 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.