ShippedSafety & Compliance
// build study

Open Vision PPE Monitoring

Boundary surveillance, PPE compliance monitoring, and intrusion detection via real-time video analytics. Runs fully on-premise — no cloud required.

Client:Industrial Safety Client

// Safety monitor — live camera feeds with PPE and zone detection

// the numbers

Figures from the engagement, shared under NDA.

We publish them unchanged and can’t break them down any further here. The reference build you can open runs entirely on sample data.

50%+Confidence
NoneCloud Required
01Overview

What it does — and which part of it we built.

Desktop application powered by open vision models.

PPE detection (helmet, vest), restricted zone monitoring, person tracking with IN/OUT counting. All data in SQLite. Daily PDF + Excel reports auto-emailed. No cloud, no servers, no internet required.

02The screens

Every screen here is from the reference build, not the client’s system.

The captions say what you are looking at. Every name and record on them is sample data.

03How it is built

The stack was picked per constraint, not per house habit.

5 technologies across 3 layers — the shape of the stack follows the problem.

AI & ML
YOLOv8ByteTrackInsightFace
Data & Infrastructure
SQLite
Backend & APIs
Python
Every feature in the build (6)
  • YOLOv8n Person Detection at 320x320, 50% confidence threshold
  • ByteTrack multi-person tracking with IoU and 30-frame history
  • PPE compliance check + zone violation detection
  • InsightFace 512-dim embeddings for face recognition
  • Direction counting (IN/OUT) with live bounding boxes
  • SQLite storage, PDF/Excel reports, SMTP email delivery
// see for yourself

Don’t take our word for it — it is running in the frame below.

This is the same page the provenance block links to: our reference build for Open Vision PPE Monitoring, with its own look, copy and motion. Scroll inside it, or open it full-screen.

// more from the lab

A team that ships across the board.

36products in production
8industries served
68+technologies in play

Closest to Open Vision PPE Monitoring

// next

Building something in this space?

A 30-minute call is enough for us to understand your situation and tell you whether we're the right team. Usable version in the first two weeks if we are.