Predictive maintenance and proactive planning can reduce equipment downtime, supply chain lead time and inventory investments. Machine learning based Remaining Useful Life (RUL) Prediction of serialized items based on utilization, operational and/or sensor data is available as beta version in PAI 5.0 for evaluation. This new dashboard can be accessed from the Servigistics menu under Analytics, in the Forecast Intelligence section.