Construction and facade materials are ideal applications for machine vision systems for many reasons. Volume is often high, production is automated and quality is essential. However, drawing a line between acceptable variance and defects has been difficult with traditional tools so far. Luckily deep learning enabled softwares has made possible multiple applications which have been difficult to solve before.