SwitchOn predicts breakdowns, and quality defects in critical assets in Manufacturing plants with the help of AI-based digital twins created with the help of vibration, energy, and Image patterns. The predictions are enabled by their patent-pending platform, Xavier(TM), which is a super-efficient edge AI system that can train itself using 1/10 of the data needed by other AI algorithms. These systems in production have shown an improvement of 90% in Quality within four weeks of deployment.