Physical AI Can See More Than Ever. Why Are Manufacturers Still Making Slow Decisions?

Advances in physical AI enable manufacturers to detect defects, equipment issues, and production drifts in real time, but many struggle to convert these insights into faster decisions due to fragmented systems. A unified institutional intelligence layer integrating sensors, digital twins, and AI tools can coordinate signals across operations, enabling more effective, enterprise-wide responses rather than isolated alerts.