Complex physical objects can be distinguished using characteristics similar to human biometrics. This industrial practice is addressed through a new deep learning-based method called artefactometry. It adapts easily to diverse objects and manufacturing processes, requiring only a few hundred samples for effective AI training. Standardisation is a key aspect and will be addressed.