Prediction depends on consistent evidence
Predictive maintenance is not only an analytics project. Reliable decisions begin with repeatable inspection routes, clear asset identity and evidence that can be compared over time.
Strengthen the inspection foundation
- Use the same viewing position and operating condition where practical
- Record severity, context and confidence—not only a photo
- Separate urgent defects from watch-list observations
- Verify the condition after corrective work
Build useful history
A small number of consistent observations is often more valuable than a large volume of unstructured files. Standard reports make trend review faster and help teams justify planned intervention.