AI plays a significant role in predictive maintenance for machinery by analyzing data from sensors and operational reports to predict equipment failures. By leveraging machine learning algorithms, AI can identify patterns and anomalies that human operators may miss, enabling timely maintenance interventions. This proactive approach reduces downtime, enhances operational efficiency, and lowers maintenance costs. Ultimately, the integration of AI in predictive maintenance enhances the lifespan of machinery while ensuring optimal performance in industrial settings.