Five of fourteen models named Procurify first on the direct prompt; one named Ivalua. Procurify was named by eleven of the fourteen models and Ivalua by fourteen and Procurify carries 24 labels and Ivalua 22, so the shares are not directly comparable.
Named in five categories 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 supplier management page.
Across every category in the October 2026 Edition, Procurify and Ivalua were named in the same answer fifty-five times, of the 232 answers naming Procurify and the 267 naming Ivalua. In those answers Ivalua took the first choice two times and Procurify ten.
| 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.
“Avoid platforms that force you to "request a quote" (like Coupa, ControlHub, or Procurify)” DeepSeek V4 Flash · budget prompt · hard negative
“Consideration: Some reported integration friction; no inventory management” MiniMax M2.5 · direct prompt · soft negative
“Start ~$499/month; more full-featured procure-to-pay but pricier for basics.” Grok 4.1 Fast · budget prompt · soft negative
“An incredibly strong mid-market choice. It handles purchasing, POs, AP automation, and vendor management in one AI-powered, highly intuitive interface.” Gemini 3.5 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“What to Avoid for Mid-Market: Coupa, SAP Ariba, Ivalua” DeepSeek V4 Flash · direct prompt · hard negative
“Enterprise-heavy tools (e.g., SAP Ariba, Coupa, Ivalua): Frequent complaints about complex implementations, steep learning curves, high costs” Grok 4.1 Fast · negative prompt · soft negative
“Coupa or Ivalua for most mid-market B2B companies that want the best balance of supplier management, procurement automation, and scalability.” GPT-5.4 mini · direct prompt · first choice
“Look for platforms like Coupa, Ivalua, Precoro, or Procuri, which target the mid-market specifically.” Qwen 3.7 Flash · scale prompt · first choice
“Choose Coupa or Ivalua for a modern, configurable UI and strong analytics.” 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.