One of the primary benefits of predictive maintenance is its ability to drastically reduce unplanned downtime. Equipment failures can cause significant delays, Machine learning models disrupting production schedules and leading to missed deadlines, lost revenue, and dissatisfied customers. Predictive maintenance allows companies to address potential problems before they escalate into major failures, ensuring that operations continue smoothly with minimal disruptions. This is especially critical in industries such as manufacturing, energy, transportation, and utilities, where equipment reliability is essential for maintaining output and meeting demand.