In This Article
Microsoft has launched Fabric IQ at its Ignite 2025 conference, introducing a unified intelligence layer designed to revolutionize how enterprises leverage their data.
This new platform aims to enable systems and AI agents to not only access data but also understand business contexts, interpret events, and support decision-making with company-specific knowledge.
Key Takeaways
- Fabric IQ elevates Microsoft Fabric into a unified intelligence platform by adding a semantic layer.
- It addresses the challenge of fragmented enterprise semantics and business rules.
- The platform comprises an Ontology Project, a Data Agent for natural language queries, and an Operations Agent for autonomous decision-making.
- Fabric IQ integrates with Work IQ and Foundry IQ to create a comprehensive AI ecosystem.
- It is included with existing Microsoft Fabric subscriptions, with no additional licensing fees.
What is Microsoft Fabric IQ?
Microsoft Fabric IQ acts as a semantic intelligence layer, transforming Microsoft Fabric from a data platform into an intelligence platform.
It consolidates scattered business knowledge from various sources, such as reports and documents, and converts it into operational ontology models that are linked in real time to data within OneLake. This bridges the gap between data storage and how teams and AI reason, decide, and act.
The Business Problem Fabric IQ Solves
Despite efforts to centralize data, enterprise semantics and business rules often remain fragmented, leading to conflicting definitions of metrics across departments.
Fabric IQ organizes enterprise data around business concepts rather than tables, enabling real-time actions for decision-makers and AI agents by eliminating semantic fragmentation.
Core Components of Microsoft Fabric IQ
- Ontology Project (Private Preview): This component defines a structured business knowledge model encompassing entities, relationships, attributes, actions, and business rules. It links directly to data in OneLake, creating a real-time semantic layer. Business experts can build these models using no-code tools, and existing Power BI semantic models can be leveraged as starting points.
- Data Agent: Natural Language Data Queries: This agent allows users to query enterprise data using plain language, powered by the semantic layer. It supports multi-hop reasoning, cross-system analysis, and can generate queries in SQL, DAX, and KQL.
- Operations Agent: Autonomous Decision-Making (Preview): This agent continuously monitors entities and events, evaluates risks based on defined policies, and can take autonomous actions within operational systems under human supervision. It learns and adapts based on outcomes, offering a new paradigm for automation.
Microsoft IQ Ecosystem
Fabric IQ is part of a broader IQ ecosystem that includes:
- Work IQ (Microsoft 365): Personalizes user experiences and enhances Microsoft 365 Copilot capabilities.
- Foundry IQ (Microsoft Foundry): Builds knowledge graphs from organizational content and provides a managed knowledge system for AI agents.
- Fabric IQ (Microsoft Fabric): Transforms operational and analytical data into real-time semantic models.
Microsoft Fabric: The Foundation
Microsoft Fabric, the underlying platform, integrates data pipelines, storage, analysis capabilities via OneLake, and centralized data management. It has seen significant growth, with a large customer base including a majority of the Fortune 500.
Pricing and Licensing
Fabric IQ is included with existing Microsoft Fabric subscriptions, requiring no additional licensing fees. This allows organizations to leverage their current OneLake investments and Power BI models.