One key topic in battery module manufacturing is the quality of the laser welds of the current collectors to the single cells. From throughput, yield, cost to safety, maintenance and reliability, the understanding of the laser weld quality and how to improve the process are key topics. We will show how successful we have been in integrating both the laser welding monitoring and AI on our BLS500 laser welding system.