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a.btn-theme{width:100%;text-align:center}.active__context__cta__wrapper .active__context__cta__img .widget-content img{width:100%;margin-top:40px}.active__context__work .active__context__work__heading .gsc-heading__title{font-size:26px}.business__value__heading .gsc-heading__title{font-size:26px}}/*# sourceMappingURL=style.min.css.map */ Give AI the Context It Needs to Deliver Better Outcomes ## Active Context AI needs more than access to data. It needs to understand what that data means, how it relates to the business, who is allowed to use it, and what is relevant to the task. Active context brings those elements together with live enterprise data, giving AI, applications, analytics, and people trusted information that reflects the business as it is now, not as it was when a dataset was last prepared. The result is faster AI delivery, less duplicated data work, more consistent governance, and greater confidence in the decisions AI helps make. [Learn about the Denodo Platform](/en/denodo-platform/denodo-platform) [Schedule a Demo](/en/contact-us) ![active context layer](https://www.denodo.com/sites/default/files/pages/home/activecontextlayer_architecture_1200w_2_1.webp) ![](https://www.denodo.com/sites/default/files/pages/active-context/active_context_14.webp) ## Context Gives Data Meaning. ## Active Keeps It Current. Context connects enterprise data with business definitions, relationships, governance, identity, and the situation in which it is being used. Active context keeps that context connected to the current state of the business. It uses live enterprise data and applies the right meaning and policies when the request is made, so AI and other consumers can work with information that is both trusted and timely. Active context combines trusted business meaning with live enterprise information, delivered for the consumer and task at hand. Active context combines trusted business meaning with live enterprise information, delivered for the consumer and task at hand. Active Context Foundations ## Scale AI Without Rebuilding Context for Every Use Case As AI becomes more embedded in business operations, the challenge is no longer simply adoption, but delivering greater value without allowing cost, complexity, and risk to scale at the same pace. When each initiative creates its own pipelines, copies, semantics, and governance, complexity grows with it. Model Context Protocol (MCP) makes enterprise data easier to expose, but without a shared foundation, it can also multiply point-to-point connections and inconsistent context. A reusable context foundation lets teams build on shared access, governance, and meaning instead of starting over for every new application. This shortens delivery cycles, reduces duplicated integration work, and helps different AI systems operate from a more consistent view of the business. #### What Makes Context Active? Connected Bring together the information needed for a decision or task across cloud, on-premises, SaaS, lakehouse, streaming, operational, and legacy environments. Governed Apply security, privacy, and usage policies according to the identity, purpose, and circumstances of each request, so control is built into delivery. Semantically Trusted Preserve consistent definitions, metrics, relationships, and business meaning, so different consumers can interpret enterprise data in the same trusted way. Live Use current enterprise data when freshness matters, reducing the delay and maintenance required when stakeholders rely solely on copies prepared for earlier use cases. Situationally Relevant Deliver the context appropriate to the consumer, task, and business moment, instead of forcing every application or user to sort through the same information. Active Context Comparison ## From Project-Specific Context to a Reusable Enterprise Foundation Project-Specific Context Prepared for one application Often based on copied or staged data Policies and semantics are recreated by project Integration and maintenance grow with each use case Active Context Reusable across many consumers Connected to current enterprise data Governance and meaning are applied consistently Shared infrastructure becomes more valuable with reuse Active context does not eliminate every pipeline, copy, vector database, or application-specific dataset. It provides a shared foundation so those technologies can be used where they add value rather than becoming the starting point for every initiative. Active Context Business Value ## Turn Trusted Context into Business Value A shared context foundation creates value wherever consumers need current, governed, and understandable enterprise information. ![Analytics and Decision-Making](https://www.denodo.com/sites/default/files/pages/active-context/analytics_and_decision_making_img_4_temp.webp) #### Analytics and Decision-Making Give analysts and business leaders consistent metrics and current information, reducing reconciliation work and speeding decisions. ![Enterprise Data Products](https://www.denodo.com/sites/default/files/pages/active-context/enterprise_data_products_4.webp) #### Enterprise Data Products Reuse governed data, semantics, and policies across teams instead of preparing the same information repeatedly. ![AI Agents and Applications](https://www.denodo.com/sites/default/files/pages/active-context/ai_agents_and_applications_5.webp) #### AI Agents and Applications Ground AI in current business information and trusted meaning, so teams can move into production faster with improved confidence in AI outcomes. ![Operational Applications](https://www.denodo.com/sites/default/files/pages/active-context/operational_applications_4.webp) #### Operational Applications Provide applications and workflows with contextual data while reducing point-to-point dependencies and duplicated integration logic. Active Context and the AI Data Layer ## Deliver Active Context Across the Distributed Enterprise Active context requires more than a semantic model, governance policy, or connection to a data source. The data, meaning, policies, and relationships have to work together across the distributed enterprise and remain current when they are delivered. Denodo provides the AI data layer that brings live access, governance, semantics, and connectivity together across existing data environments. Organizations can create a reusable context foundation while continuing to use their lakehouses, warehouses, operational systems, catalogs, governance technologies, and AI platforms. That helps teams deliver new AI experiences faster, reduce repeated integration and data movement, and get more value from the technology already in place. [Explore the AI Data Layer](https://www.denodo.com/en/data-management/ai-data-layer) ![](https://www.denodo.com/sites/default/files/pages/whats-new-9-4/cta_img_part_1.webp) Active Context Use Cases ## Put Active Context to Work The same trusted context foundation can support different business priorities. Explore the path most relevant to what your organization is trying to achieve. #### Deliver Trustworthy Agentic AI Connect agents to live, governed enterprise context without rebuilding access, policies, and meaning for every application. [Explore Agentic AI](/en/solutions/by-technology/agentic-ai) #### Accelerate the Value of the Data Lakehouse Extend lakehouse investments with trusted access to data beyond the lakehouse and reduce unnecessary movement. [Explore Lakehouse Value](/en/solutions/by-technology/lakehouse) #### Enable Governed Data Sharing Create reusable enterprise data products that make trusted information easier to discover, understand, and share. [Explore Data Sharing](/en/solutions/by-technology/data-products)