Enabling GenAI Success with Trusted Data

Generative AI

Overview

Whether organizations are building generative AI (GenAI) applications today or preparing for more agentic AI use cases, one truth becomes clear: AI is only as powerful as the context it can access. That context lives in data, but enterprise data is often scattered across cloud platforms, legacy systems, and departmental silos, stored in different formats and with a variety of access constraints.

Many of the most valuable GenAI use cases, such as conversational analytics, natural-language data exploration, customer or product intelligence, operational performance analysis, and business KPI explanation, depend on live, governed access to this distributed data. Building new integrations, copying data, and recreating business definitions and access policies for each AI application adds latency, complexity, and risk as demand grows. And when these new AI-powered applications touch sensitive data, the stakes are even higher.

Security, privacy, and governance must be applied whenever AI accesses data, alongside the business meaning needed to interpret it correctly.

Generative AI

The Denodo Platform as the AI Data Layer

The Denodo Platform is the AI data layer that delivers active context: live, governed, semantically consistent enterprise context for GenAI applications. Built on logical data management, Denodo connects to enterprise data across cloud platforms, lakehouses, operational systems, SaaS applications, and legacy environments, making it available through governed access and a unified semantic layer.

Through universal connectivity, zero-copy delivery, governed access, and semantic trust, Denodo makes distributed data available with consistent business meaning and policies enforced at access time, without requiring it all to be copied into a new repository.

For organizations looking to scale GenAI projects quickly and responsibly, Denodo helps remove the data integration, governance, and security roadblocks that often slow production deployment. Reusable enterprise data products let teams deliver trusted context across AI applications without rebuilding integrations, semantics, and access policies for each project, while extending the value of existing data platforms.

Simplifying AI Development with Trusted Data Access

To accelerate the development of intelligent, data-driven applications, Denodo offers the Denodo AI SDK, a toolkit that simplifies how developers connect AI models to governed enterprise data products. The AI SDK provides a unified interface to the AI data layer, reducing the custom data integration work needed for each application.

Developers can use governed data access and shared business semantics through the SDK while data teams manage the underlying data products and policies in the Denodo Platform. At the core of the AI SDK are three key capabilities:

Query RAG

Empowers users to ask natural language questions and retrieve answers grounded in enterprise data to fact-based queries, like what happened, when, or how much, using real-time, governed data. It complements reports and dashboards with an intuitive, conversational self-service way to access information.

MCP Support

Enables MCP-compatible clients and agent frameworks to access governed enterprise data products through an open standard. Denodo supplies active context to GenAI applications and multi-agent systems, while existing frameworks and platforms coordinate agent workflows. Data access remains subject to the policies and business semantics managed in the AI data layer.

While the Denodo Platform empowers organizations to build their own GenAI-powered applications, embedded AI also helps users make working with data faster and easier. Denodo Assistant is an embedded AI capability designed to simplify and accelerate common data management tasks for both data engineers and business users.

From intelligent autocompletion and proactive optimization tips to a conversational interface for exploring enterprise data and dataset recommendations, Denodo Assistant uses the platform’s semantic layer and active metadata to guide users at every step. It’s AI built into the platform — not just to power your applications, but to enhance your productivity. These capabilities also help data teams prepare and deliver trusted data products that GenAI applications can consume with greater confidence.

RAG optimization

Useful RAG responses depend on access to relevant enterprise data and the business meaning needed to interpret it. Denodo Query RAG simplifies this by unifying access to production data across SaaS apps, CRMs, ERPs, data lakes, and warehouses. It delivers the context LLMs need, with rich metadata, field descriptions, and business terms that help ground responses in shared business meaning.

Deep research architecture

Going beyond fact retrieval, DeepQuery supports multi-step analysis grounded in live, governed enterprise data. Denodo provides access to structured data across systems with consistent business definitions, helping teams investigate patterns and potential business drivers without assembling a separate data integration for every question.

Data privacy and security

The Denodo Platform provides a shared layer for enforcing data access policies at query time, including controls defined using consistent business terms. User- and role-based authorization and dynamic masking help restrict the data available to each consumer. These controls apply to access through Denodo, giving GenAI applications governed access to enterprise data products.

Data quality and traceability

Poor-quality data can result in incorrect or inconsistent responses. GenAI applications also need traceability into the enterprise data used to ground their answers. The Denodo Platform provides data transformation and validation rules, shared business definitions, lineage, and query auditing to help teams understand data origins and investigate access. These capabilities support data-level transparency; assessing the full AI response also requires application-level evaluation.

Regulatory compliance

The Denodo Platform supports organizations’ AI governance and compliance efforts through governed data access, security controls, lineage, and auditability. Applying policies through a shared AI data layer helps teams manage enterprise data access consistently across GenAI applications. These capabilities contribute to a broader compliance program that also addresses application behavior, organizational processes, and applicable legal requirements.

Conversational data exploration in the Data Marketplace

The Denodo Data Marketplace enables business users to explore enterprise data through a conversational interface, helping them discover reusable enterprise data products, ask questions, refine intent, and uncover insights without technical expertise. Grounded in governed data, shared business semantics, and rich metadata, the experience makes enterprise data easier to understand, explain, and trust.

Denodo is the AI data layer that delivers active context for GenAI applications and AI agents. Teams can reuse governed enterprise data products across AI initiatives, access live data where it resides, and apply consistent business meaning and access policies as adoption grows.

Overview

The New Era of Gen AI: Enabled by Logical Data Management

The Denodo Platform as the AI Data Layer