Proglint — Enterprise AI for Real-World Operations
RESEARCH SPOTLIGHT // MANUFACTURING

EEPD: Continuous PPE and Machine Utilization Without Manual Logging

Around heavy bore-machining equipment, a 6-point PPE classifier and a machine-state classifier run continuously in the background — not as a periodic safety walk, but as an unbroken monitoring signal.

What It Actually Detects

6-point PPE verification: helmet, safety goggles, face mask, hand gloves, uniform, safety shoes.

Machine Start/Stop state classification from visual signal alone.

Automated, shift-wise machine utilization reporting generated without any manual logging step.

How It Was Built

1

Multi-zone industrial IP cameras feed a custom object detection model trained specifically on PPE-item classification across all six required categories simultaneously.

2

Machine activity state is inferred visually, not from a separate sensor integration — useful where retrofitting machine telemetry isn't practical.

3

Runs as a 24/7 background process rather than a scheduled check, so the monitoring window has no gaps between shifts.

ZERO OBLIGATION ENTERPRISE AUDIT

ASK ABOUT EEPD

Have a specific question about accuracy, training data, or how this would adapt to your environment? Talk to the engineering team directly.

Compatible with Existing Cameras 100% GDPR Anonymized Edge or Cloud GPU, Camera Agnostic