Predictive maintenance in the real world: Why service automation and rollout discipline matter more than models

A predictive maintenance system can flag rising vibration, unusual temperature patterns, or a combination of signals that suggests a component is likely to fail. That may be technically impressive, but it does not reduce downtime by itself. Someone still has to decide whether the signal matters, how urgent it is, what action should follow, and […]