Hybrid MV+AI Architecture Traditional vision algorithms suit rule-based tasks such as positioning and measurement, while AI algorithms excel in complex scenarios such as defect detection and weak-feature recognition. NV5 combines the two, balancing inspection accuracy, processing efficiency and deployment flexibility Ultra-Fast Algorithms-Deploy quickly after learning from a single sample-Millisecond processing with real-time responseAI Analysis Algorithms + High Frame Rate Image Sensor-Built-in AI analysis algorithms with fast, local real-time processing-Capture at up to 60 fps, balancing image acquisition and processing