oboloo vs Ivalua
Zero of fourteen models named oboloo first on the direct prompt; one named Ivalua. oboloo was named by eleven of the fourteen models and Ivalua by twelve and oboloo carries 11 labels and Ivalua 24, so the shares are not directly comparable.
Named in three categories this edition.
Named in six 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 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 4.20 | | | | |||
| 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 | | |
oboloo Ivalua first choice named as an alternative argued againstblank: not namedEach cell is one answer, oboloo on the left and Ivalua on the right.The direct prompt
Ivalua first, oboloo not the choice
1 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
4 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
What the models said about oboloo
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“That makes it the cheapest way to get strategic sourcing capability with unlimited users and no credit card required.” Muse Glimmer 30B · budget prompt · first choice
“If your budget is very limited, oboloo is the best choice due to its free plan and comprehensive features.” Mistral Small · budget 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. Three of four in this category shown.
“If you are a mid-market growth company needing speed and modern AI, Ivalua or aKiro Labs are currently viewed as the superior next-generation choices.” Qwen 3.7 Flash · comparative prompt · first choice
“Ivalua and SAP Ariba are the top strategic sourcing software due to their robust features, scalability, and integration capabilities” Mistral Small · direct prompt · first choice
“Coupa Sourcing, GEP SMART, and Ivalua are excellent choices” 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.