# Video analytics for a specific task

[VION Labs](https://vion-labs-v24.priontekai.chatgpt.site/en/news/custom-video-analytics)

Use a forklift crossing a warehouse zone to define an event, select footage and assess false alarms and missed events before integrating the result.

2026-10-30 · VION Labs

“Monitor forklifts” could mean entering an aisle, stopping at a gate or occupying a loading zone for too long. Each condition needs its own definition and a different test.

## Set the event boundary

Consider a forklift entering a pedestrian aisle. Mark the boundary, direction of travel and the point on the vehicle used to determine crossing. Agree what happens when a forklift stops on the line or briefly reverses. The result is a rule with a clear trigger time.

## Collect the exceptions

Include normal entries, an empty aisle, similar-looking trolleys and vehicles obscured by cargo. Capture different shifts and lighting. Keep footage of a single journey together so near-identical frames are not used for both tuning and evaluation.

## Measure whole episodes

Operators care about useful alarms per shift. Compare events, timing and duplicates. Reviewing a missed entry might reveal that a shelf hides the part of the vehicle used for crossing. In that case changing the camera angle may help more than tuning the detector.

## Connect the event to warehouse operations

Send a camera identifier, zone, timestamp and recording reference. Check delivery to the shift interface and test a short network interruption. The workflow is complete when the responsible person can open the evidence and decide what to do.