Jaggaer vs Coupa
One of fourteen models named Jaggaer first on the direct prompt; zero named Coupa. Both were named by all fourteen models and Jaggaer carries 29 labels and Coupa 46, so the shares are not directly comparable.
Named in five categories this edition.
Named in nine 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
JaggaerFirst choices, of fourteen modelsCoupa
Across every category in the November 2026 Edition, Jaggaer and Coupa were named in the same answer 232 times, of the 253 answers naming Jaggaer and the 702 naming Coupa. In those answers Coupa took the first choice forty-eight times and Jaggaer one.
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 | | |
Jaggaer Coupa first choice named as an alternative argued againstblank: not namedEach cell is one answer, Jaggaer on the left and Coupa on the right.The direct prompt
Jaggaer first, Coupa not the choice
1 of 14 modelsCoupa was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
11 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
Jaggaer0%#– of 9Coupa0%#8 of 9Jaggaer2%#7 of 11Coupa2%#8 of 11What the models said about Jaggaer
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Unlike large enterprise suites like SAP Ariba or JAGGAER—which can take 6–12 months to deploy and carry heavy administrative overhead” Gemini 3.5 Flash · direct prompt · hard negative
“Avoid pure enterprise tools like SAP Ariba, Coupa, Ivalua, or Jaggaer” Grok 4.20 · direct prompt · hard negative
“Best All-Around for Scalability: Jaggaer ... widely considered the gold standard for mid-market to large enterprises” Qwen 3.7 Flash · direct prompt · first choice
What the models said about Coupa
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Coupa and Ivalua are the top choices due to their scalability, integration capabilities, and comprehensive feature sets” Mistral Small · paraphrase 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.