Article · Manufacturing & Advanced Industrials
From reactive to predictive: a practical maintenance roadmap for manufacturers
Predictive maintenance pays off when it starts small, on the right equipment, with the basics in place.
18 June 2026 · 6 min read
Start with criticality, not sensors
Not every machine deserves a sensor. Rank equipment by the cost of a failure: lost output, safety risk and repair time. The top ten to twenty percent of assets is where monitoring pays back.
Get the basics right
Predictive models are only as good as the maintenance history behind them. Clean work-order records, consistent failure codes and a working preventive schedule come first.
Pick the right signal
Vibration for rotating equipment, temperature and current for motors, oil analysis for gearboxes. Matching the measurement to the failure mode matters more than the sophistication of the model.
Scale what works
Run a pilot on one line, measure avoided downtime honestly, then roll out. A roadmap that grows from proven savings is easier to fund than a plant-wide programme on day one.
