AI-assisted diagnostic and predictive maintenance tools
#1IoT sensor platforms (Schneider EcoStruxure, Siemens MindSphere, ABB Ability) are being deployed in commercial and industrial buildings to monitor electrical systems continuously. These platforms use ML to detect anomalies — overheating connections, harmonic distortion, load imbalances — and predict failures before they cause outages. Adoption is accelerating in data centers, hospitals, and large commercial facilities where downtime costs are extreme.