The biggest problem in industrial maintenance is not equipment failure. It is alarm fatigue, the point at which false alarms train skilled operators to distrust and ignore their monitoring system, including the one alert that signals real failure. The fix is not more alerts. It is trustworthy ones, which is what cognitive maintenance delivers.