We provided a dedicated pin-point solution to predict failures (tiny changes within machines) and identify abnormal operation for predictive maintenance by advanced analytics and AG-machine expert knowledge. No new sensors, No hardware, Just create value by a better way of analysing data. Alerts are clear, accurate and early enough to define actions, with no overflow of alerts and very valuable insights about the overall machine health (lifecycle).