SAP Predictive Maintenance

SAP Predictive Asset Insights (formerly Predictive Maintenance and Service) is SAP's dedicated AI predictive maintenance product - connecting industrial IoT sensor data to ML models that detect equipment degradation patterns and predict failures before they cause unplanned downtime. AI capabilities include ML failure prediction models trained on equipment operating data that forecast imminent equipment problems, anomaly detection that identifies sensor readings deviating from normal operational patterns, AI-driven condition monitoring that continuously assesses equipment health from real-time and historical sensor data, automated work order generation that creates SAP PM maintenance tasks when predictive alerts are triggered, and asset performance analytics that quantify the financial impact of predictive maintenance programs.

SAP Predictive Asset Insights is AI-native - ML predictive failure detection from IoT sensor data that autonomously triggers maintenance actions before failures occur is the core product architecture.