Market Dojo vs Ivalua
Zero of fourteen models named Market Dojo first on the direct prompt; zero named Ivalua. Market Dojo was named by ten of the fourteen models and Ivalua by twelve and both carry 16 labels, so the shares below are directly comparable.
Named in two 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 strategic sourcing page.
By framing
Market DojoFirst choices, of fourteen modelsIvalua
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 Ivalua first choice named as an alternative argued againstblank: not namedEach cell is one answer, Market Dojo on the left and Ivalua on the right.The direct prompt
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
9 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 10Ivalua0%#– of 10Ivalua21%#3 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 Ivalua
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“rather than a full suite like SAP Ariba, Coupa, Ivalua or GEP that is built for larger, ERP-native estates” Muse Glimmer 30B · scale prompt · soft negative
“Look for: A specialized mid-market solution (like Jaggaer, Ivalua, Proactis, or even cloud-first contenders like Spendwise).” Qwen 3.7 Flash · scale 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.