WAIONEDGE VISION AI

Edge AI in Operation

The verified AI model and process verdict engine run on an edge PC on site, delivering results close to the production line regardless of network conditions.

Edge AI that does not wait for the cloud

Inspection and verdicts run on an edge PC on the floor. Even with an unstable internet connection, verdicts are made on site and delivered to a signal tower or a floor screen.

  1. Verdicts on site, regardless of the network

    The verified model and verdict engine run on an edge PC next to the line. Verdicts continue on site even when the internet connection is unstable.

  2. Delivered to signal towers and floor screens

    Verdict results go straight to the line's signal tower or a screen on the floor.

  3. Data capture that starts without an MES

    Inspection results and images are recorded and aggregated whether or not an MES is in place. Connecting a server or operations system later extends quality history and analysis per line.

How the equipment sits on the line and across the plant is laid out in the deployment diagrams.

On-Premises Setup

Improvement assets that grow with operation

Hard-to-judge cases and key inspection results become the data for the next improvement. People review the accumulated data and feed it into retraining, keeping the system in step with changes in products and environment.

  1. 01

    Operational data accumulated

    Verdicts, key images, and low-confidence or review-needed cases are stored as operational data.

  2. 02

    Improvement candidates selected

    People review the accumulated data with the in-house review tool and pick the candidates for improvement.

  3. 03

    Additional labeling

    Selected cases are labeled and added to the training data.

  4. 04

    Retraining and independent verification

    The retrained model is verified against the independent evaluation set.

  5. 05

    Only verified models reach the floor

    Only a model that passed verification is deployed, keeping up with changes in products and environment.

The deployed model accumulates operational data again — the cycle returns to 01.

Contact

Leave us a message and our team will get back to you shortly.

See OK / NG / NR verdicts on your actual products. From planning to installation and setup, we're with you on-site.