## Overview Agentic AI promises a new era of autonomy. Yet despite significant investment, real-world success remains elusive, with failure rates up to 95%. The reason is trust. AI agents break trust when they lack real-time awareness of current situations, act on incomplete or the wrong data, or when they operate outside compliance and business-SLA guardrails. These are not AI model problems. **They are data problems**. Denodo provides the **logical data foundation for agentic AI**, delivering live, business-contextual, and governed trustworthy data from across the enterprise, without copying or centralizing it. Agents can then act with confidence, accuracy, and control, and earn trust. [![thumbnail manifesto](https://www.denodo.com/sites/default/files/asset-thumbnail-details-pages/details-thumbnail-thedenodoagenticaimanifesto_0.png)](https://www.denodo.com/en/document/brochure/isnt-just-manifesto-its-movement) ## This Isn't Just a Manifesto. It's a Movement. Trust Your AI Agents to Act. [Read Now](https://www.denodo.com/en/document/brochure/isnt-just-manifesto-its-movement) ## What is Agentic AI? Agentic AI refers to intelligent systems that can: - **Perceive** changing conditions using ***live*** enterprise data, regardless of where it resides - **Decide** based on ***the right*** enterprise data, determined by live business context and consistent semantics. - **Act** autonomously ***within guardrails*** defined by compliance policies and business SLAs. Unlike generative AI, which primarily produces content or insights, **agentic AI executes workflows, triggers decisions, and drives outcomes** across operational and analytical domains, with little to no human intervention. This shift dramatically raises the bar for data management. ![Agentic AI pillars](https://www.denodo.com/sites/default/files/agenticAIpillars.webp) ## Why Agentic AI Projects Have Struggled Most enterprises are discovering that traditional data architectures are not aligned with the needs of agentic AI. They were designed for retrospective analytics whereas AI agents are often operational in nature. Common causes of failure include: ### Lack of live data access Agents rely on stale or pre-aggregated data, limiting situational awareness. ### Missing business context and semantic consistency Even accurate data becomes misleading when semantics lack business context and differ across systems. ### Fragmented governance and security controls Agents must act within enterprise policies, compliance rules, and SLAs consistently, across all data sources. The result? Agents that **can’t be trusted**. ## Agentic AI Needs a Different Data Foundation To operate safely and effectively, AI agents require: - **Zero-copy access to live data** from all relevant source systems - [**Unified business semantics**](/en/solutions/by-capability/universal-semantic-layer) across structured and unstructured data - **Centralized governance and policy enforcement** - **Optimized performance and cost controls** for AI-intensive workloads - **Access to all relevant enterprise data** across multi-cloud, hybrid, on-prem, SaaS, and third-party. Structured and unstructured. This is where [logical data management](/en/data-management/logical-data-management) becomes essential. ![](https://www.denodo.com/sites/default/files/agenticAI-dataFoundation.png) ## Denodo: The Logical Foundation for Trustworthy Agentic AI The Denodo Platform logically integrates, governs, and delivers data products from all sources, in **real time**, for **both human and AI consumers**—without moving or replicating data. ![Architecture diagram illustrating how the Denodo Logical Data Management Platform serves as the integration layer between all multi-cloud and on-premises data sources and the AI consumer tier. The logic flows from the bottom up: Denodo connects to structured and unstructured data, provides unified semantics and zero-copy delivery, and enables 'Agentic Orchestration' via the Denodo AI Agent SDK, MCP Server, and A2A for AI teams, while simultaneously powering conversational BI for business users.](https://www.denodo.com/sites/default/files/2026-03/ARCH-AIAgents%203%202026.png) **With Denodo, enterprises can:** - Provide AI agents with **live, situationally relevant data** - Ensure AI agents use the right data with **semantic consistency and business context** across all sources - Enforce **centralized governance, security, and SLAs** regardless of data source and systems - Optimize **cost and performance** for agentic AI workloads, across the entire data ecosystem - Support **all mainstream LLMs and agent frameworks** ## How Denodo Powers Trustworthy Agents Denodo augments existing data platforms with a **logical, AI-ready data layer** purpose-built for agentic workloads. ***Only Denodo Provides All of these capabilities, all of which are needed for trustworthy AI:*** ### Live, Zero-Copy Data Delivery Access real-time operational and analytical data directly from source systems. The moment data is copied to a central location, it is out of date! ### Unified Business Context and Semantics Ensure agents reason with the right data, powered by a rich semantic layer with up-to-date business context, key business metrics and policies that are consistent across all sources. ### Centralized Governance and Security Apply consistent access controls, compliance rules, and SLAs across all data, regardless of location. ### Agent Development and Lifecycle Support Accelerate trusted agent development and deployment with Denodo’s AI Agent SDK and MCP server support. ### Cost and Performance Optimization Intelligently optimize distributed queries for AI-scale workloads. ## Benefits Across the Organization #### For Business Users Through the [Denodo Data Marketplace](/en/solutions/by-capability/data-marketplace) and with [Denodo DeepQuery](https://www.datamanagementblog.com/smarter-ai-starts-here-why-deepquery-is-the-next-step-in-genai-maturity/), business users enjoy: - Self-service access to trusted insights without analyst dependency - Natural-language interaction with live enterprise data - Governed data consumption without IT bottlenecks #### For AI Teams Powered by the [Denodo AI Agent SDK](/en/solutions/by-capability/ai-software-development-kit) with [MCP server support](https://www.datamanagementblog.com/denodo-ushers-in-the-age-of-agentic-ai-with-mcp-server-support/), agent builders enjoy: - Faster development and deployment of trustworthy agents - Real-time access to the right data, from all sources - Simplified governance across all data and AI workflows #### For IT and Data Teams Powered by [Denodo Assistant](/en/solutions/by-capability/denodo-assistant), data engineers enjoy: - Accelerated data product development and publication - Centralized access control and policy enforcement - Cost and performance optimization across distributed environments ## Proven at Enterprise Scale Organizations are already using Denodo ***in production*** to operationalize trusted agentic AI. ![](/sites/default/files/semiconductor-factory.jpg)##### A Top-10 Global IT Manufacturer #### From Static Dashboards to AI-Driven Conversations A global enterprise is enabling 1,000 of its managers and leaders—including the CEO—to access live, trusted insights through AI-powered conversational interfaces, with plans to scale to tens of thousands of users across all functions and business units. ![Financial Regulation](/sites/default/files/government-agency.jpg)##### A Financial Regulator for a Top-10 Global Financial Center #### Real-Time Compliance with Autonomous Oversight The financial regulatory agency overseeing all financial activity in the country deployed agentic AI to continuously monitor financial activity across 60+ financial institutions and other government agencies, automating audits, ensuring real-time compliance alerting and remediation, and being recognized as a regulatory innovator globally. In both cases, Denodo provided the **trusted data foundation** that made autonomous decision-making possible. ## Start Building Trusted AI Agents Now! Only Denodo meets all requirements for trustworthy agentic AI, and help you move from high-failure-rate pilots to trusted agents in production.. Build agentic AI on live, governed, business-ready data—without compromise. 👉 Talk to an expert for a [free consultation](/en/contact-us) 👉 Get Started Now! [Download Denodo Express for free](/en/denodo-platform/denodo-express) [Contact US](https://www.denodo.com/en/contact-us)