One of the persistent barriers to deploying AI in industrial manufacturing has been the data. Training a reliable inspection system historically required hundreds or thousands of labeled images, collected and annotated before a model could be deployed on a production line. Cognex has built a product that directly challenges that constraint.
Cognex Corporation launched the In-Sight 6900 Vision Controller on April 28, 2026, a modular AI vision system powered by NVIDIA Jetson technology that runs high-capacity AI processing at the edge without external PCs or complex distributed architectures.
Its most significant technical capability is Few Sample Classification: transformer-based models that require as few as 10 to 20 training images to classify parts and detect defects.




