Coupa vs Ivalua
Three of fourteen models named Coupa first on the direct prompt; one named Ivalua. Both were named by all fourteen models and Coupa carries 45 labels and Ivalua 22, so the shares are not directly comparable.
Named in nine 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.
By framing
CoupaFirst choices, of fourteen modelsIvalua
Across every category in the October 2026 Edition, Coupa and Ivalua were named in the same answer 253 times, of the 717 answers naming Coupa and the 267 naming Ivalua. In those answers Ivalua took the first choice twenty-one times and Coupa sixty-six.
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 4.1 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 | | |
Coupa Ivalua first choice named as an alternative argued againstblank: not namedEach cell is one answer, Coupa on the left and Ivalua on the right.The direct prompt
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Coupa first, Ivalua an alternative
2 of 14 modelsIvalua was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
8 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
Coupa0%#10 of 10Ivalua0%#7 of 10What the models said about Coupa
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“### 2. Coupa ⚠️ Common complaints: - Clunky, poorly designed UI - described as "unworkable"” Kimi K2 · negative prompt · hard negative
“the biggest mistake is choosing a heavyweight enterprise platform (like SAP Ariba, Coupa, or Jaggaer)” Gemini 3.5 Flash · paraphrase prompt · hard negative
“"Best for centralized spend and supplier management: Coupa, if you want procurement and finance standardized in one place."” Muse Glimmer 30B · comparative prompt · first choice
What the models said about Ivalua
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.