Seven of fourteen models named Procurify first on the direct prompt; zero named Ivalua. Procurify was named by nine of the fourteen models and Ivalua by twelve and Procurify carries 11 labels and Ivalua 16, 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 strategic sourcing 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. Two of two in this category shown.
“For most mid-market B2B companies, Procurify offers the best balance of speed-to-value, feature completeness, mid-market-specific design, and proven results.” DeepSeek V4 Flash · direct prompt · first choice
“"Procurify is the best pick when mid-market finance and operations teams need controlled purchasing with department budgets and approvals"[” Muse Glimmer 30B · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“rather than a full suite like SAP Ariba, Coupa, Ivalua or GEP that is built for larger, ERP-native estates” Muse Glimmer 30B · scale prompt · soft negative
“Look for: A specialized mid-market solution (like Jaggaer, Ivalua, Proactis, or even cloud-first contenders like Spendwise).” Qwen 3.7 Flash · scale 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.