Enterprise AI initiatives often fail because business data lacks shared meaning across systems and departments. This article explains how enterprise ontologies, OWL reasoning, SHACL validation, and governed knowledge graphs create a trusted semantic foundation for AI, analytics, and cross-domain decision-making across insurance and financial services.

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