Problem and data
Assess defects, acquisition points and production conditions together. Sensor and camera data need alignment with production records. Insufficient data may require better acquisition first.
Development and integration
Select inspection, anomaly analysis or forecasting by need. PLC/SCADA and ERP interfaces use authorised data layers. Model outputs do not replace safety functions.
Evaluation and deployment
Pilot testing includes normal and challenging conditions. False rejects, missed defects and operator intervention are evaluated separately. Acceptance relates to product families and real conditions.