To add predictive maintenance to IoT systems, integrate AI app development solutions that analyze sensor data for early fault detection. Use machine learning models to predict equipment failures and schedule timely interventions. These AI-driven systems improve efficiency, reduce downtime, and extend asset life, making them essential for industries relying on connected devices and real-time monitoring.