Shan Pin Koh

Insights

  • AI in manufacturing is a data problem, not a model problem.
  • Most digital transformation efforts fail at adoption, not technology.
  • Scaling globally requires different thinking than piloting locally.
  • A data platform without operational context will not drive decisions.
  • Cloud optimization is not just about cost—it is about reliability at peak demand.
  • The hardest part of digital transformation is not building solutions—it is changing how people work.