CROMATEK pilot was prompted in response to a notorious concern in the market of high brilliance parts, and specially in a demanding industry as the automotive sector, with extremely high surface finishing requirements. Tecnalia, together with Maser, has developed an automated inspection system for chromed parts, where defects of up to 0.1mm2 or 0.1mm in the case of slim scratches, can be detected. This quality control system makes use of different technologies such as robotics, computer vision and neural networks for deep learning algorithms.