Case studies

PPE violations on an assembly line: a 24/7 automated inspection case

Anonymous automotive supplier — hard hat and vest violations detected instantly; manual patrol load reduced and a digital evidence archive created.

Industry
Manufacturing
Client
Automotive component supplier — Türkiye
Existing infrastructure
8 existing cameras
Deployment
On-premise edge; video stays on site
Pilot setup
5 working days
Measurement period
6 weeks
Pilot scope
Assembly and warehouse areas

Reported results

−52%

Daily violations

−40%

Manual rounds

5 business days

Installation

<2 sec

Alarm latency

This facility (anonymous), an automotive supplier, ran HSE inspections in assembly and warehouse areas through sample floor tours and paper checklists. Critical violations could be missed after hours or in blind spots.

Problem

Missing hard hat/vest at hazardous zone boundaries was the most common violation type. Even with two daily rounds, 24/7 coverage was impossible.

After an incident, answering “what was on camera at that moment?” could take hours.

Solution

The HSE module was connected to 8 existing cameras. Hard hat, vest, and zone violation models ran on on-site Edge; video was analyzed without leaving the facility.

On violation, the HSE officer received a dashboard alarm and VMS popup. The event card automatically archived a timestamp and evidence frame.

Daily violation records fell 52% in the first 6 weeks — we do not attribute this solely to behavior change; however, the concept of “invisible violations” disappeared.

Operational impact

Manual floor tour frequency was reduced by 40%; the team had time for preventive actions.

A digital evidence archive formed for audit files — event-based images instead of Excel lists.

* Customer name and facility details are not shared for confidentiality. Results may vary by facility conditions.

Existing IP cameras / NVR

RTSP / ONVIF streams

Edge device on-site

AI models + rules; video stays local

Events

Time, camera, zone, evidence frame

Dashboard, alerts, API

Notifications, relays, REST/webhook

Typical on-premise deployment. Cloud and hybrid options are also available.

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