Denodo vs Dremio
Eight of fourteen models named Denodo first on the direct prompt; one named Dremio. Denodo was named by fourteen of the fourteen models and Dremio by twelve and Denodo carries 66 labels and Dremio 35, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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 data virtualization page.
By framing
DenodoFirst choices, of fourteen modelsDremio
Across every category in the October 2026 Edition, Denodo and Dremio were named in the same answer eighty-eight times, of the 204 answers naming Denodo and the 94 naming Dremio. In those answers Dremio took the first choice nine times and Denodo thirty-six.
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 | | | | | |
Denodo Dremio first choice named as an alternative argued againstblank: not namedEach cell is one answer, Denodo on the left and Dremio on the right.The direct prompt
Denodo first, Dremio an alternative
8 of 14 modelsDremio was named in the answer but not as the choice, or not at all.Dremio first, Denodo an alternative
1 of 14 modelsDenodo 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
3 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 Denodo
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“What to Avoid on a Tight Budget ... Denodo | ~$180,000/year | Enterprise pricing is out of reach” DeepSeek V4 Flash · budget prompt · hard negative
“Premium enterprise - avoid for limited budgets” Kimi K2 · budget prompt · hard negative
“Highly proprietary enterprise suites like Denodo and TIBCO Data Virtualization can be strong technically, but they tend to come with premium pricing, operational complexity, and a risk of lock-in” GPT-5.4 mini · negative prompt · soft negative
“the strongest default choice is usually Denodo if you need broad connectivity, governance, and a mature enterprise-grade virtualization layer” Perplexity Sonar · direct prompt · first choice
“Choose Denodo if you need the most comprehensive, enterprise-grade data virtualization with the broadest source connectivity and governance.” DeepSeek V4 Flash · comparative prompt · first choice
“Denodo is a pure-play logical data fabric, while TIBCO emphasizes a semantic layer and SQL-based cross-source joins with pushdown.” Muse Glimmer 30B · comparative prompt · first choice
What the models said about Dremio
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Choose Dremio if you're building a modern lakehouse with self-service analytics (with caution given recent SAP acquisition)” Kimi K2 · comparative prompt · soft negative
“Start with Starburst Enterprise or Dremio Cloud. Both give federated SQL with push-down execution, consumption-based pricing” Muse Glimmer 30B · paraphrase prompt · first choice
“Choose Dremio (Community or Cloud). It gives you the best balance of "free" and "enterprise-grade" features.” Gemini 3.5 Flash · budget prompt · first choice
“should look at AtScale or Dremio” Muse Glimmer 30B · 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.