Modern master data management is evolving from a passive system of record into an active source of business value. Sanofi and ZS explore how pre-MDM data preparation, trusted entity resolution and governed activation help build AI-ready foundations. The discussion highlights why master data management in life sciences must connect ingestion, mastering and downstream use to support analytics, AI and launch readiness.