Physical AI platform combining edge sensing, physics-based modeling, and machine learning to interpret high-frequency signal data from industrial assets. Detects early degradation, predicts failures, and drives real-time operational decisions for energy, water, and industrial operators to reduce downtime, improve efficiency, and extend asset life.