AI-powered predictive maintenance involves using artificial intelligence and sensor data to predict when a machine is most likely to fail, even before the failure occurs. It enables manufacturing and industrial companies to plan maintenance proactively rather than relying on reactive repairs, thereby significantly reducing production downtime and overall service costs.