Ivalua vs Precoro
One of fourteen models named Ivalua first on the direct prompt; zero named Precoro. Ivalua was named by twelve of the fourteen models and Precoro by eleven and Ivalua carries 24 labels and Precoro 17, so the shares are not directly comparable.
Named in six categories this edition.
Named in six 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.
By framing
IvaluaFirst choices, of fourteen modelsPrecoro
Across every category in the November 2026 Edition, Ivalua and Precoro were named in the same answer ninety-one times, of the 326 answers naming Ivalua and the 352 naming Precoro. In those answers Precoro took the first choice seventeen times and Ivalua seven.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | |||||
| Perplexity Sonar | | | ||||
| Grok 4.20 | | | | |||
| 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 | | |
Ivalua Precoro first choice named as an alternative argued againstblank: not namedEach cell is one answer, Ivalua on the left and Precoro on the right.The direct prompt
Ivalua first, Precoro not the choice
1 of 14 modelsPrecoro was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Precoro16%#2 of 18Ivalua0%#15 of 18Ivalua7%#6 of 15Precoro5%#7 of 15What the models said about Ivalua
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“If you are a mid-market growth company needing speed and modern AI, Ivalua or aKiro Labs are currently viewed as the superior next-generation choices.” Qwen 3.7 Flash · comparative prompt · first choice
“Ivalua and SAP Ariba are the top strategic sourcing software due to their robust features, scalability, and integration capabilities” Mistral Small · direct prompt · first choice
“Coupa Sourcing, GEP SMART, and Ivalua are excellent choices” Mistral Small · paraphrase prompt · first choice
What the models said about Precoro
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Operational Tools (e.g., Procurify, Precoro): ... They generally *lack* true strategic sourcing features.” Qwen 3.7 Flash · direct prompt · soft negative
“Best Low-Cost Professional Suite: Precoro ... Choose Precoro if you need a complete, professional-grade system for $500/month.” Qwen 3.7 Flash · budget 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.