Market Dojo vs Coupa
Zero of fourteen models named Market Dojo first on the direct prompt; two named Coupa. Market Dojo was named by ten of the fourteen models and Coupa by twelve and Market Dojo carries 16 labels and Coupa 30, so the shares are not directly comparable.
Named in two 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 strategic sourcing page.
By framing
Market DojoFirst 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 4.1 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 | | |
Market Dojo Coupa first choice named as an alternative argued againstblank: not namedEach cell is one answer, Market Dojo on the left and Coupa on the right.The direct prompt
Coupa first, Market Dojo not the choice
2 of 14 modelsMarket Dojo was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 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
Market Dojo9%#4 of 10Coupa0%#9 of 10Coupa26%#2 of 8Market Dojo2%#– of 8What the models said about Market Dojo
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“I'd start with Market Dojo. It looks like a sensible first demo for a mid-sized company that wants sourcing capabilities” GPT-6 Luna · paraphrase prompt · first choice
“Best low-budget pick for SMBs: Market Dojo — described as “affordable” and “self-service” e-sourcing software for SMBs” Perplexity Sonar · budget prompt · first choice
“Market Dojo is a highly popular, lightweight e-sourcing platform tailored perfectly for the mid-market.” Gemini 3.5 Flash · paraphrase 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.
“Most mid-market B2B companies find that Coupa or GEP SMART provide the best balance of depth, analytics, and mid-market pricing” GLM 4.7 FlashX · direct 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.