Artificial intelligence (AI) enables new ways to automate visual inspection tasks. The preML GmbH specializes in the development of quality inspection systems in mining and construction machinery. Algorithms learn to recognize defects in image data, to categorize them and to output intelligent instructions for action. In this presentation, we will provide insights into applications of our systems in tunnel boring machines, in concrete block production, and precast concrete production.