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Predictive maintenance

Using sensor data to spot early signs of failure and service equipment before it breaks.

Vibration, temperature or power readings reveal wear. Rules or machine-learning models flag machines that need attention.

Why it matters for business

It replaces fixed schedules and surprise breakdowns with planned interventions, cutting downtime and spare-part stock.