In the fast-paced world of Fast-Moving Consumer Goods (FMCG) manufacturing, minimizing planned downtime and optimizing lead time are critical for maintaining high productivity and operational efficiency. With the growing adoption of machine vision systems, their increasing performance capabilities, and the significant reduction in associated costs, these technologies have become the preferred solution for quality control across production lines. Today, almost every quality check is conducted using machine vision systems and the benefits of using these systems over manual inspection are evident: machine vision systems offer higher speed, repeatability, and objectivity, as well as the ability to operate continuously without fatigue. However, the implementation of such systems often necessitates planned downtime, which is challenging to schedule in the highly dynamic FMCG environment.