28.10.2026
Nearly every predictive maintenance vendor can detect a developing fault. The difference between them is what happens next. In most systems a detected fault becomes an alert, and the alert waits - for review, for a work order, for a planner, for parts, for a window. In a closed-loop system, the finding is validated and, where lubrication is the cause, the correction is executed automatically at the bearing and verified by the same sensor that raised it.
That is the question worth asking a vendor, and it is rarely on the comparison sheet. Sensor specifications converge. Dashboards converge. What separates a monitoring programme that changes the failure rate from one that produces a very well-documented record of failures is whether anything acts on what is found.
This is the handoff problem, what it costs, and which part of it can be removed today.