oboloo vs Coupa
Zero of fourteen models named oboloo first on the direct prompt; two named Coupa. oboloo was named by eleven of the fourteen models and Coupa by twelve and oboloo carries 11 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
obolooFirst 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 | | |
oboloo Coupa first choice named as an alternative argued againstblank: not namedEach cell is one answer, oboloo on the left and Coupa on the right.The direct prompt
Coupa first, oboloo not the choice
2 of 14 modelsoboloo 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
10 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
What the models said about oboloo
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
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.