AR overlays integrated with machine learning that provide real-time predictive maintenance instructions and forecasts. This allows technicians to proactively address potential issues before breakdowns occur, minimizing downtime and maximizing efficiency. The AR visualizes the potential failures, repair procedures based on predicted failure modes and maintenance requirements.