See how it actually works.

The camera captures it

An industrial camera images every part as it passes, at full line speed.

Edge AI classifies the part

A vision model on the edge node classifies the part as good or defective in a few milliseconds.

The decision is made locally

The edge decides pass or reject on site, with no round-trip to the cloud, because the line cannot wait.

The PLC removes the item

The PLC receives the reject instruction and the robot arm diverts the defective part off the line.

The outcome is recorded

Only the event and a thumbnail go upstream. MES and the quality dashboard update, and management sees the KPI move.

Sensors and thermal cameras collect telemetry

Current and temperature sensors and a thermal camera stream continuous readings from the substation to the edge node.

Edge AI analyses the signals

A model on the edge fuses sensor and camera data and recognises the fault pattern.

Protection responds locally

The protection relay isolates the affected section immediately, without waiting for the control centre.

The control room is notified

SCADA and the operators see exactly what happened, where, and what the system already did about it.

The incident is recorded

A complete, tamper-evident record is filed, and aggregated metrics flow to the analytics platform.

Fish behaviour changes

Underwater cameras pick up slower, uneven swimming and a weaker response to feed.

Edge AI reads the cage

Computer vision on the edge tracks the fish and reads distribution, feeding intensity and uneaten pellets, on site.

Video and sensors are correlated

The platform reads the images together with oxygen, temperature, current and feeding history, not as isolated events.

The operator gets one clear recommendation

The operations centre sees a single prioritised message with the reason and a suggested action, not thousands of raw values.

The feeding rate is adjusted

The operator reduces or stops feed, and the feed system acts within approved boundaries.

Welfare stabilises and it is recorded

Oxygen recovers, stress drops, and the event, the decision and the result are recorded. Only clips and indicators sync centrally.