Artificial intelligence is transforming aviation maintenance by helping operators identify problems before they become serious failures. Instead of relying only on scheduled inspections or reacting after a breakdown occurs, AI systems can analyze maintenance records, aircraft performance data, and sensor trends to detect warning signs earlier. This allows aviation organizations to reduce downtime, improve reliability, and make smarter maintenance decisions. As the aviation industry continues to adopt more advanced technology, predictive maintenance is becoming one of the most valuable tools for improving both efficiency and safety.