2 categories · RankedDenodo
Denodo is a data virtualization platform that enterprises use to build a logical data warehouse across their data sources · denodo.com ↗
Leads at enterprise. Ranked 97 of 97 for small business buyers.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Starburst Galaxy is first at 25%.
Ranked first, contested: Dremio has 15%. 10 of 14 models made it the first choice when asked directly.
Ranked first. Next is Microsoft Fabric at 4%.
Why models recommend it
“one of the most recognized enterprise data virtualization platforms... choice tends to be driven by need for enterprise-grade logical data fabric with deep governance, Denodo and Informatica”Muse Glimmer 30B · Comparative question · first choice
“Denodo Platform (or its cloud-managed variant, Denodo Agora) is generally the best data virtualization platform for a mid-market B2B company.”Grok 4.20 · Direct question · first choice
“Start with Denodo, IBM, or Spotfire Data Virtualization if you need a governed access layer used by multiple applications”GPT-6 Luna · Comparative question · first choice
“Denodo excels at connecting data across multiple clouds and on-premise systems... making it a top choice for large enterprises”Mistral Small · Comparative question · first choice
What gives them pause
“You generally want to avoid heavy, legacy Virtual Data Platforms (VDPs) like Denodo (which require expensive consulting contracts)”Qwen 3.7 Flash · Paraphrase question · warning
“To Avoid on a Tight Budget - Denodo — While a market leader, pricing starts around $0.08/GB and can get very expensive”DeepSeek V4 Flash · Budget-constrained question · warning
“While Denodo is generally well-regarded (4.3-4.6 ratings), some users note performance degradation with deeply nested views and complex multi-database joins.”MiniMax M2.5 · Negative question · warning
“standard enterprise data virtualization solutions (like Denodo Enterprise, TIBCO Data Virtualization, or Starburst Enterprise) can be cost-prohibitive”Gemini 3.5 Flash · Budget-constrained question · warning
Also on the shortlist
The products named in the same answers as Denodo, over the 208 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 111 | 21 | Compare → | |
| 101 | 1 | View → | |
| 80 | 2 | Compare → | |
| 76 | 6 | Compare → | |
| 54 | 22 | Compare → | |
| 46 | 18 | Compare → | |
| 33 | 0 | View → | |
| 30 | 0 | View → | |
| 29 | 4 | Compare → | |
| 28 | 2 | Compare → |
What the models named instead of Denodo →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Denodo's own site, not checked by Gane.
- For
- AI systems and business users
- Price stated
- Free Download
- Free plan or trial
- Download the Denodo Platform trial
- Customers named
- Festo, Alexforbes, SJD Barcelona Children's Hospital, Trace3, ABN AMRO Verzekeringen, DNB ASA, Hastings Deering Australia Limited, Sanofi
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 187 of the 208 answers that named Denodo and are not a share of its labels.
Domains cited
444 of the 568 domain citations in answers naming Denodo came from a third party's page. Sixty-five were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 1 | 1 | 2 | 5 |
| GPT-5.4 mini | 3 | 0 | 0 | 1 | 4 |
| Gemini 3.5 Flash | 2 | 2 | 0 | 2 | 6 |
| Perplexity Sonar | 3 | 0 | 0 | 2 | 5 |
| Grok 4.20 | 3 | 1 | 1 | 0 | 5 |
| Mistral Small | 3 | 0 | 1 | 1 | 5 |
| DeepSeek V4 Flash | 2 | 1 | 1 | 2 | 6 |
| Llama 4 Maverick | 1 | 0 | 1 | 1 | 3 |
| Qwen 3.7 Flash | 2 | 1 | 0 | 2 | 5 |
| Kimi K2 | 1 | 0 | 0 | 5 | 6 |
| GLM 4.7 FlashX | 2 | 0 | 1 | 1 | 4 |
| MiniMax M2.5 | 3 | 1 | 0 | 1 | 5 |
| GPT-6 Luna | 1 | 2 | 1 | 0 | 4 |
| Muse Glimmer 30B | 2 | 0 | 0 | 2 | 4 |
What it publishes
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Conference or event | 749 | 12 | 2026-09-28 | ||
| Webinar or virtual event | 659 | 10 | 2026-09-15 | Data warehouses | |
| Case study | 275 | 7 | 2026-09-28 | ||
| News or press | 222 | 2 | 2026-07-21 | ||
| Report or ebook | 186 | 7 | 2026-09-21 | Data warehouses | |
| Podcast or video | 117 | 8 | 2026-09-23 | Data warehouses | |
| Glossary or explainer | 65 | 0 | 2025-04-09 | ||
| Comparison | 6 | undated | |||
| Blog | 4 | 1 | 2026-09-25 |
Most recent
- 2026-09-28Bnp paribas case study
- 2026-09-28Ultimate partner live 2026 conference or event
- 2026-09-25Complementing your data lake real time personalisation banking blog
- 2026-09-23Missing layer trusted ai why metrics need meaning podcast or video
- 2026-09-21Ai readiness ai action report or ebook
- 2026-09-16Ai ambition business impact scaling trusted agentic ai across enterprise conference or event
How it is countedHide how it is counted
Every page denodo.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.