Predictive maintenance plays a crucial role in equipment management across various sectors, including industrial, military, and transportation. It is especially important for organizations that leverage IoT-enabled assets, advanced analytics, and real-time data to make informed maintenance decisions and implement effective protocols. The primary goal is to prevent failures, minimize downtime, and optimize maintenance processes.