The proposed solution combines conventional machine vision and deep learning visual systems, checking bottle caps from below and top-down perspectives, ensuring appropriate dimensioning and positioning, and revealing existing issues. Cognex Deep Learning can detect unexpected scrapes, holes, and other flaws while distinguishing simple cosmetic defects from functional shortcomings. Applying these technologies leads to improved quality, diminished unnecessary waste, increased productivity, and elevated yields.