Scaling AI in the enterprise requires moving beyond isolated chatbots to an integrated architecture built on three pillars: a unified data foundation using open standards like Apache Iceberg and governance tools, a semantic layer that gives AI business context to answer strategic questions, and a hybrid workforce model where AI

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2. Business logic and context: Drive value through a semantic brain3. AI in every workflow: The rise of the ‘hybrid’ workforceMoving from blueprint to breakthrough

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