Smart cameras offer great potential for identifying failures in a wide range of manual manufacturing and assembly tasks. The use of deep learning thereby accelerates the creation process of models which translate images into information. Manual assembly tasks become more and more complex with increasing automation and product variability. We develop low-cost and flexible applicable worker support systems that can help to ensure process quality.