Industrial safety monitoring
Real-Time PPE & Workplace Safety Detection
- Status
- In production
- Role
- AI Engineer (Contract)
- Organisation
- Essenceware Technologies
- Year
- 2025
The problem
Safety compliance on a work site is checked by supervisors who cannot watch every area at once, so violations are found after an incident rather than before.
Outcome
- Delivery
- Trained to handed offDelivery
- Operability
- Versioned + dashboardedOperability
PPE compliance called per worker in real time — hi-vis vest present, flagged when it is not.
Approach
- 01
Trained and deployed real-time PPE detection, then handed it off with inference dashboards and model versioning so the client could operate it without me.
- 02
Shipped an accompanying pose-estimation and activity-monitoring module into the Essenceware product stack.
Stack
- PyTorch
- FastAPI
- Flask
- Streamlit
- Python