Predictive maintenance that earned its keep on a single production line before scaling.
−40%
less unplanned downtime on the pilot line
Prove it on one line first
Halden Manufacturing had been burned by a big-bang AI project before. So we started small: predictive maintenance on a single production line, with clear before-and-after metrics.
Unplanned downtime on that line dropped sharply within two months. Only then did we scale the approach across the floor, with the shop-floor team trained to run and tune it themselves.



