Using the solution

Launching physical actions based on inference results

Finally, now that you have a local MQTT stream of real-time ML inference results, you can integrate a local system to that data stream.

This way you can for example alert human operators if a faulty product was inspected, or control a robotic arm that discards the inspected product which has a high faulty score.

To help build such a local integration, refer to the VIAI Edge Inspection Results Action Kit document, which shows how to build and code an inexpensive local actions prototype.