The future company (MUST Visibility) is to introduce ML mathematical methods into traditional mechanical engineering. The aim is to recognise material failures or defects DURING the machining process, i.e., real-time during the manufacturing process potential without the need for any additional hardware and utilizing existing edge systems. The goal is to (a) stop the processing of defect-workpieces at an early stage and thus save material, machine time, tool use and energy and (b) speed up repair processes in forming tools by identifying faults. In short, quality assurance takes place DURING processing.