Master data gives your business common entities like customer, product, supplier, employee, and location. Metadata gives those entities meaning, context, lineage, ownership, and trust. Without metadata, master data becomes hard to find, hard to govern, and hard to use.

AI can support master data work through matching, classification, enrichment, and stewardship support. But AI should not be allowed to update trusted records without evidence, controls, and human review. This article explains the risks, hallucination patterns, and validation rules every MDM team should define before using AI in production.

AI is changing master data work, but not by replacing MDM. It helps teams resolve entities, classify records, and enrich data faster when the foundation is strong.