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ARCTUS
All work
Computer vision · Edge AI

Real-time PPE compliance, on every camera.

Arctus turned passive site cameras into a live safety net, a custom-trained AI that flags missing hard hats, hi-vis and other PPE the moment it happens, running entirely on-site so footage never leaves the client’s control.

Workplace safety·Computer vision·Edge AI·Construction & Industrial
13
PPE classes detected on every worker
37k
Labelled images behind the custom model
0.84
Detection accuracy (mAP@0.5)
100%
On-site processing, data never leaves
01 / The challenge

A safety risk you cannot watch everywhere

On a live construction or industrial site, a single missing hard hat can become a fatality, a shut-down, or a multi-million-dollar prosecution. Yet no supervisor can watch every worker on every camera, every second of every shift. Sites already have the cameras. What they lack is something that actually watches them.

188
Australian workers killed at work in 2024
146,700
Serious injury claims a year, 400+ every working day
$28.6B
Annual cost of work injury to the economy
$20M+
Industrial manslaughter penalty, plus up to 25 years’ jail

Sources: Safe Work Australia, Key WHS Statistics 2025; Deloitte / SWA 2022; model WHS penalties 2024-25. Industry context, not specific to one client.

Key pain points
  • Human supervision cannot cover every camera, around the clock
  • Generic, off-the-shelf models miss the site’s real PPE and conditions
  • Foreign cloud SaaS: recurring per-camera fees and footage sent off-shore
  • No objective, timestamped record to prove compliance after the fact
  • Rising WHS penalties, with industrial manslaughter now in the law
02 / The solution

An on-site PPE compliance platform

Arctus designed and built a bespoke platform: live multi-camera detection that runs on a machine on the site itself, so footage never leaves the operator’s control. Not a generic model pointed at the cameras, a system trained on the operator’s real conditions, on roughly 37,000 labelled site images across 13 PPE classes, with an explicit “missing” class for each item.

PPE Live Operations Live
NO HARDHAT
VEST OK
VIOLATION
Gate · Cam 01
HARDHAT OK
VEST OK
COMPLIANT
Workshop · Cam 02
HARDHAT OK
COMPLIANT
Yard · Cam 03
NO PERSON
Store · Cam 04
The live operations console, every camera, every worker, monitored in real time. Built and deployed by Arctus.
01

Connect

Any site camera, USB, RTSP or wireless, found and added in a click.

02

Detect

The custom model checks every worker for required PPE, live, on-site.

03

Alert & log

Breaches trigger an instant alert and a timestamped incident record.

04

Improve

The site’s own footage retrains the model, sharper every day.

03 / The result

From blind spots to an owned capability

The platform turns passive cameras into an active safety net. One operator now monitors every feed at once; every violation is caught, boxed and logged the moment it happens. Because it runs on-site, there is no per-camera cloud bill and no footage leaving the country. And it compounds, every day the model gets sharper, turning routine monitoring into a proprietary asset.

“It runs on the client’s own site, on their own hardware, and the footage never leaves. That is what makes it usable for real safety, not just a demo.”

Project Lead, Arctus
Metric Before After Improvement
PPE monitoring Spot checks, human eyes Every camera, every second Continuous coverage
Detection model Generic or none Custom-trained on site gear Fits the real site
Footage & data Off-shore cloud SaaS On-site, never leaves Sovereign by design
Compliance record Anecdotal Timestamped incident log Audit-ready
Cost model Per-camera subscription Owned platform No recurring per-cam fee
The model Static Retrains on your footage Compounding asset