Predictive maintenance is the use of data analytics tools and techniques to detect anomalies and potential defects in equipment operations and processes. By utilizing Artificial Intelligence (AI), IoT sensors, and Digital Twins, predictive maintenance can predict equipment failures before they occur, allowing preventive measures to be taken to reduce maintenance costs, downtime, and increase safety and quality in order to achieve operational excellence.