EngineeringApril 30, 2026By Narshinga Editorial Team6 min read
Sensor data and scheduled servicing are cutting unplanned downtime.
Reactive maintenance is the expensive default
Most plants still run on a break-fix model by default, even when they have a formal maintenance schedule on paper. The real cost isn't the repair — it's the unplanned downtime around it.
Where sensor data changes the math
Vibration and thermal sensors on critical equipment give crews a warning window measured in weeks, not minutes. That's enough time to schedule a repair during planned downtime instead of reacting to a failure mid-shift.
“A predictive program doesn't eliminate failures. It moves them onto your schedule instead of theirs.”