The i4QIM Solution provides an ensemble of monitoring tools and predictive failure alerting mechanisms to inform machine operators and other solutions to take corrective actions when a problem is detected.The advanced AI and ML algorithms, developed within the scope of i4QIM, monitor the manufacturing lines and processes and ensure fast and efficient problem prediction mechanisms, while providing alerts before a permanent damage is present. The i4QIM incorporates an ensemble of monitoring tools and predictive failure alerting mechanisms, aiming to provide efficient alerts when a problem is detected.