Rule-based visual systems face difficulty adapting to seal variations, opacity, or Tyvek materials. Nevertheless, Cognex Deep Learning Solutions serve as supplementary and alternative options. Deep learning reliably identifies foreign objects, invalid sealing, impurities, improper labels, and paint coating flaws detrimental to package integrity. Implementing 100% visual inspection achieves peak efficiency by minimizing operator error and providing instantaneous highlighting of concerns. Such highlights facilitate clear distinction of issues for personnel or machines, followed by subsequent categorization later.