# Denodo: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 66 judge labels across 1 categories by 14 of 14 models. Page: https://it-ai-index.com/vendors/denodo/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data virtualization | 28% | 1 | 35% | 66 |

## What the models said for it

- "the strongest default choice is usually Denodo if you need broad connectivity, governance, and a mature enterprise-grade virtualization layer" (Perplexity Sonar, Data virtualization)
- "Choose Denodo if you need the most comprehensive, enterprise-grade data virtualization with the broadest source connectivity and governance." (DeepSeek V4 Flash, Data virtualization)
- "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, Data virtualization)
- "For most mid-market B2B companies, Denodo Platform offers the best balance of features, pricing flexibility, and scalability." (GLM 4.7 FlashX, Data virtualization)

## And against it

- "What to Avoid on a Tight Budget ... Denodo | ~$180,000/year | Enterprise pricing is out of reach" (DeepSeek V4 Flash, Data virtualization)
- "Premium enterprise - avoid for limited budgets" (Kimi K2, Data virtualization)
- "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, Data virtualization)
- "the market leaders (like Denodo, TIBCO Data Virtualization, or IBM Cloud Pak for Data) are enterprise-grade products that typically come with expensive annual contracts" (Gemini 3.5 Flash, Data virtualization)

## In its own words

What Denodo's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: The AI Data Layer Company (https://denodo.com/)
- For: AI systems and business users (https://denodo.com/)
- Price stated: Free Download (https://denodo.com/)
- Free plan or trial: Download the Denodo Platform trial (https://denodo.com/)
- Customers named: Festo, Alexforbes, SJD Barcelona Children's Hospital, Trace3, ABN AMRO Verzekeringen, DNB ASA, Hastings Deering Australia Limited, Sanofi

## What it publishes

Every page denodo.com exposes, read 2026-09-29: 4710 addresses. By kind, pages and the last 90 days:

- blog: 4 pages, 1 in the last 90 days, latest 2026-09-25
- case study: 275 pages, 7 in the last 90 days, latest 2026-09-28
- webinar or virtual event: 659 pages, 10 in the last 90 days, latest 2026-09-15
- conference or event: 749 pages, 12 in the last 90 days, latest 2026-09-28
- report or ebook: 186 pages, 7 in the last 90 days, latest 2026-09-21
- comparison: 6 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 65 pages, 0 in the last 90 days, latest 2025-04-09
- podcast or video: 117 pages, 8 in the last 90 days, latest 2026-09-23
- news or press: 222 pages, 2 in the last 90 days, latest 2026-07-21
- Recent: 2026-09-28 case study: Bnp paribas https://www.denodo.com/en/customer/bnp-paribas
- Recent: 2026-09-28 conference or event: Ultimate partner live 2026 https://www.denodo.com/en/event/ultimate-partner-live-2026
- Recent: 2026-09-25 blog: Complementing your data lake real time personalisation banking https://www.denodo.com/en/blog-post/complementing-your-data-lake-real-time-personalisation-banking
- Recent: 2026-09-23 podcast or video: Missing layer trusted ai why metrics need meaning https://www.denodo.com/en/document/podcast/missing-layer-trusted-ai-why-metrics-need-meaning
- Recent: 2026-09-21 report or ebook: Ai readiness ai action https://www.denodo.com/en/document/analyst-report/ai-readiness-ai-action
- Recent: 2026-09-16 conference or event: Ai ambition business impact scaling trusted agentic ai across enterprise https://www.denodo.com/en/event/sydney-australia/2026-10-13/ai-ambition-business-impact-scaling-trusted-agentic-ai-across-enterprise

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.
