Building a World Model for your organisation in Microsoft Azure
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Building a World Model for your organisation in Microsoft Azure
In this session, Raj Toora will explore how organisations can build a “world model” of their business using Microsoft Azure. By combining knowledge graphs, ontologies, and modern AI tooling, firms can move beyond fragmented data into a connected, queryable representation of their operations. We’ll look at how technologies like Neo4j and Cypher enable rich relationship modelling, and how emerging Fabric capabilities around graphs and ontologies are bringing these concepts closer to mainstream data platforms.
We’ll also examine how Azure AI Foundry and GraphRAG patterns can sit on top of this graph foundation, enabling LLMs to reason over structured relationships rather than isolated documents. This allows organisations to ground AI responses in real business context, improving accuracy and relevance. The session will demonstrate how combining vector search with graph traversal unlocks more intelligent, explainable AI experiences.
Security and governance are critical in this space. Raj will cover how Open Policy Agent (OPA) can be used to enforce fine-grained access controls across graph data and AI workflows, alongside techniques such as data obfuscation and masking to mitigate data leakage and insider risk. These controls ensure sensitive information remains protected while still enabling meaningful analysis and AI-driven insights.
Finally, we’ll bring this to life in a legal context. For law firms, a world model enables powerful new questions: “Find similar client,” “Analyse similar contracts” or “How are clients, cases, and outcomes connected?” By structuring knowledge in this way, firms can unlock institutional intelligence, accelerate case preparation, and gain a competitive edge through better-informed decision making.
About the Speaker
Raj Toora is the Principal Strategist for Emerging Technology for HSFK, a top international law firm, where he leads the translation of cutting-edge innovation into practical enterprise strategy and execution. He is responsible for shaping the firm’s direction across AI, data, and digital platforms, ensuring alignment with long-term business outcomes and its Target Operating Model. Raj works across architecture, security, operations, and practice leadership to turn emerging trends into actionable investment and delivery decisions, with a focus on scalable, sustainable transformation. His work centres on building systems of intelligence, advancing AI platforms, and enabling data-driven decision making that improves both client value and organisational performance.