Zero of fourteen models named oboloo first on the direct prompt; zero named Market Dojo. oboloo was named by eleven of the fourteen models and Market Dojo by ten and oboloo carries 11 labels and Market Dojo 16, so the shares are not directly comparable.
Named in two categories this edition.
Named in two 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.
Across every category in the October 2026 Edition, oboloo and Market Dojo were named in the same answer six times, of the 37 answers naming oboloo and the 31 naming Market Dojo. In those answers Market Dojo took the first choice one time and oboloo four.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“better suited to small and medium enterprises ... rather than a larger mid-market deployment” Perplexity Sonar · paraphrase prompt · soft negative
“oboloo is highly rated (4.8/5) and offers a "free forever" cloud-based e-procurement software suite... a strong choice for small businesses” Mistral Small · budget prompt · first choice
“If you need a truly zero-cost start, oboloo's free-forever plan and Tradogram's 1-user free tier are the lowest floor options.” Muse Glimmer 30B · budget prompt · first choice
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
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.