Context
When complexity outpaced operational control
For decades, industrial productivity stagnated while complexity increased. Plants were asked to do more with less, supported by systems trapped in functional silos. Teams had data, alerts, and dashboards—but not the guidance to act. Despite massive digital investment, ROI remained incremental, and confidence in new solutions steadily eroded.