
AI PPE Detection for Construction Site Safety | Łęgprzem Case Study
AI-powered detection of missing hard hats and high-visibility safety vests helps strengthen workplace safety oversight, accelerate response to violations, and improve compliance across monitored work zones.
Client

Sector
Construction / General Contractor
Localization
Poland
Outcome
Strengthen workplace safety oversight and PPE compliance
Client

Sector
Construction / General Contractor
Localization
Poland
Outcome
Strengthen workplace safety oversight and PPE compliance
Łęgprzem case study – Automating PPE Compliance Monitoring on Construction Sites
How to use AI video analytics to automatically detect helmets and safety vests on large construction sites, reduce HSE violations by dozens of percent and strengthen compliance evidence for investors and general contractors.
Full client name: Łęgprzem Sp. z o.o.
A general contractor delivering construction projects in environments with strict workplace safety and operational oversight requirements.
Challenges
Ensuring that employees and subcontractors consistently wear required hard hats and high-visibility safety vests on the construction site.
Monitoring a large number of people moving between different work zones, which makes continuous manual safety supervision difficult.
Reducing the risk of delayed response to safety violations, particularly in dynamic and high-activity construction areas.
Documenting PPE violations and maintaining a consistent audit trail for safety teams and operational supervisors.
Addressing the limitations of traditional CCTV monitoring, which requires continuous human observation of camera feeds.
Solution
We combine AI video analytics with the client’s existing CCTV infrastructure to automatically detect missing personal protective equipment, including hard hats and high-visibility safety vests, and support real-time workplace safety monitoring.
01
Discovery
Identification of critical work zones, workplace safety requirements, common violation scenarios, and camera operating conditions across the construction site.
01
Requirements & Solution Scoping
Definition of the PPE items to be detected, the monitored zones, and the rules for generating alerts and compliance reports.
01
Implementation
Configuration of AI video analytics for selected CCTV cameras, activation of hard-hat and safety-vest detection, and adaptation of the system to real construction-site conditions.
Outcomes
Automatic identification of PPE non-compliance in monitored work zones.
Real-time alerts when required personal protective equipment is missing.
Faster response to situations requiring intervention.
Event reporting that supports workplace safety compliance without continuous manual review of CCTV footage.
Better support for audits and preventive safety measures.
The ability to scale the solution across additional zones, cameras, and construction sites.
KEY RESULTS
↑ 20-30%
Higher PPE violation detection rate
↓ 40–60%
Fewer workplace safety violations
✓ Audits
Fewer manual site inspections and easier preparation of compliance evidence
