Running models on the line removes network lag and keeps inspection alive even when the internet is not.
# Upgrading Visual Inspection with Edge AI
When milliseconds matter, sending frames to the cloud is a luxury. Edge devices run the model right next to the camera, so decisions arrive fast and consistently. This also simplifies privacy and resilience: images do not leave the site unless there is a reason, and inspection continues during a network outage.
Start with a compact model that your device can handle comfortably. Add regular self checks to confirm that focus and lighting remain within tolerance during long shifts.