Prokuria vs Coupa
Two of fourteen models named Prokuria first on the direct prompt; one named Coupa. Prokuria was named by ten of the fourteen models and Coupa by fourteen and Prokuria carries 20 labels and Coupa 35, so the shares are not directly comparable.
Named in one category 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 strategic sourcing page.
By framing
ProkuriaFirst choices, of fourteen modelsCoupa
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 | | |
Prokuria Coupa first choice named as an alternative argued againstblank: not namedEach cell is one answer, Prokuria on the left and Coupa on the right.The direct prompt
Prokuria first, Coupa an alternative
2 of 14 modelsCoupa was named in the answer but not as the choice, or not at all.Coupa first, Prokuria not the choice
1 of 14 modelsProkuria was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 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
Prokuria17%#1 of 18Coupa0%#17 of 18Coupa31%#1 of 9Prokuria0%#– of 9What the models said about Prokuria
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“supplier management + e-sourcing + contract management in one user-friendly platform, easy to customize and fast to start” Muse Glimmer 30B · direct prompt · first choice
“If I had to pick the single best for most budget-constrained companies, it would be Prokuria” DeepSeek V4 Flash · budget prompt · first choice
“Prokuria if budget is a primary concern and you need solid core functionality” MiniMax M2.5 · 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. Three of three in this category shown.
“explicitly advise against these for SMBs due to their steep learning curves, high costs, and overkill for smaller operations” Mistral Small · negative prompt · hard negative
“Pure Mid-Market: (e.g., Procol, Sourcifi, GEP SMART, Coupa). ... These are usually the best fit for 500-person companies.” Qwen 3.7 Flash · scale prompt · first choice
“Coupa Sourcing, GEP SMART, and Ivalua are excellent choices if you need a full-featured, scalable solution” 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.