​ AI monitors production lines, detecting issues through cameras and prioritizing maintenance to prevent large-scale failures.

AI aids in material cost estimation, demand forecasting, and inventory optimization, reducing waste and improving resource use.

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 Smart Manufacturing often involve case studies using tools like IBM Maximo, Siemens MindSphere, and GE Predix, that utilizes AI.

Predictive maintenance AI uses sensor data (e.g., vibrations from CNC machines) to detect anomalies, preventing downtime and reducing costs.

AI analyzes historical bid data to optimize pricing strategies and reduce manual workload in competitive bidding scenarios.