Avertle is an Artificial intelligence-based Predictive Maintenance Solution for reduction of unplanned downtime of critical machines in manufacturing or facilities. It leverages sensors, edge and AI/ML technologies to provide higher accuracy in fault prediction, performance prediction and estimated time to failure of critical machines. Avertle is a Cloud-based Predictive Maintenance Solution for real-time health monitoring of machines providing alerts/alarms for any faults/failure by implementing analytics and learning algorithms.