21 / Real Estate & Construction
Computer Vision PPE & Safety Monitoring for Construction Sites
We put a desktop app on-site that watches the existing CCTV for missing helmets and vests, people in restricted zones and SOP breaches, with no cloud, no server and no internet.
- Client
- The Bansal Group
- Stack & approach
- Computer VisionPPE DetectionOn-PremiseYOLOv8Zero Cloud

The problem
Industrial facilities with 350+ workers ran manual gate registers, no PPE compliance tracking, no zone-violation detection, and hours of weekly safety reconciliation, with zero real-time occupancy or safety visibility.
Solution & architecture
A desktop application powered by open vision models processing live camera feeds locally. YOLOv8 handles PPE detection (helmet, vest), restricted-zone monitoring and person tracking with IN/OUT counting. All events land in SQLite; daily PDF and Excel reports are auto-emailed. No cloud, no servers, no internet required.
Why it is built this way
Fully local desktop app
No cloud, no servers, no internet
Footage never leaves site
All events written to local SQLite
Open models
No per-frame API cost


