The inspection of glass bottle necks ensures their structural integrity and quality. Previously, this process relied on manual inspection by workers, which was time- consuming and inconsistent. After transitioning to a Machine Vision system, the process time was significantly reduced, and performance improved dramatically, enabling faster and more reliable quality assurance in production.