Deep-learning vial visual-inspection systems for pharma and biotech: glass-ampoule particle detection, vial-fill integrity, label and cap inspection. The largest category of 3HLE projects - comparable to Syntegon and Wilco workflows but on Retina A.I. with significantly lower licensing overhead.