The Journey from Fragmented Data to Enterprise Value: Unlocking Value Through AI‑Driven Process Monitoring

  • Building a comprehensive data foundation and process monitoring capability at a single site, establishing a lighthouse model for the broader organization
  • Navigating stakeholder misalignment and organizational resistance over a multi-year journey to align on a shared vision and secure enterprise-wide mandate and investment
  • Driving data & AI-driven culture in GMP manufacturing by aligning cross-functional teams on execution, governance, trust, and ownership