Within the AI machine vision & quality inspection market, 2D vision systems lead the Technology segment with a 34.0% share in 2026, while Surface defect detection accounts for 30.0% of the Application segment and On-premise and edge systems represent 58.0% of the Deployment segment. Market adoption depends on inspection accuracy, real-time processing, and seamless integration with industrial production lines.