The project addressed the challenge of recycling packaging in the bottled beverage industry by developing, implementing, and optimizing an AI-based quality analysis system. The core objective was to detect and remove defective bottles directly on the production line, thereby reducing waste, improving sustainability, and maintaining high production efficiency. The project aimed for a universal solution adaptable for broader industry use.