As infrastructure networks expand and age, traditional inspection methods fall short in delivering timely insights. This article explores how edge-AI is transforming structural health monitoring by enabling real-time, on-device analysis, reducing data overload, and detecting early signs of damage without extensive historical data. By combining scalability, efficiency, and explainability, edge intelligence is shaping the future of safer, smarter infrastructure management.