Edge AI in Construction: Enhancing Safety, Security, and Efficiency On-Site

June 06, 2025

Edge AI in Construction: Enhancing Safety, Security, and Efficiency On-Site

Construction sites are dynamic, high-risk environments where safety, productivity, and timely decision-making are mission-critical. Yet, many firms still rely on outdated monitoring systems, manual compliance checks, and delayed data analysis. The result? Missed risks, wasted resources, and costly delays.

Edge AI is changing that — and GenAI Protos is helping construction leaders deploy real-time intelligence directly on the job site.

What is Edge AI in Construction?

Edge AI enables artificial intelligence models to run locally on-site — in rugged edge devices, surveillance cameras, or portable machines — without relying on constant internet access. This allows for instant insights, automation, and safety interventions even in remote or bandwidth-limited locations.

Key Applications for Edge AI on Construction Sites

1. Computer Vision (CV)

  • Detect missing PPE (e.g., hard hats, safety vests) 
  • Monitor compliance with safety zones and access restrictions 
  • Track on-site activity and equipment usage 

2. Anomaly Detection

  • Identify slip, trip, or fall hazards in real time 
  • Spot unsafe behaviors or machine malfunctions before they escalate 
  • Monitor for site intrusions after hours 

3. Video Analysis

  • Track construction progress vs. schedule 
  • Detect idle equipment or bottlenecks in workflow 
  • Capture real-time activity logs for documentation and audits 

Common Challenges in Construction

  • No consistent connectivity: Remote or underground locations often lack internet access. 
  • Manual safety checks: Human compliance audits can’t catch everything in real time. 
  • Security gaps: Construction materials and equipment are high-theft targets. 
  • Project delays: Without real-time progress tracking, delays go unnoticed. 

At GenAI Protos, we design AI-powered edge solutions that help construction firms automate, respond, and optimize — instantly and onsite.

1. NVIDIA Jetson Orin Nano

  • Ideal for running real-time CV on multiple video feeds 
  • Rugged performance with low power consumption 
  • Suitable for mounting on-site in trailers, gates, or towers

2. Raspberry Pi + AI Camera Module

  • Great for single-camera deployments or smaller job sites 
  • Lightweight, low-cost, and flexible for mobility 

Our edge systems work even when disconnected — giving supervisors live insights without relying on the cloud.

How GenAI Protos Delivers Value

Our Services Include:

  • Use case discovery: We help you define where and how edge AI adds value onsite 
  • Model development: Custom-trained CV models for PPE detection, activity tracking, intrusion detection 
  • Device optimization: Quantization, pruning, and compression for edge-grade performance 
  • Integration: Seamless deployment into your existing video, sensor, or safety systems 
  • Edge architecture design: Scalable frameworks for multi-site monitoring 
  • Alerts & dashboards: Real-time triggers and summaries sent to supervisors 

Real Projects We’ve Delivered:

  • PPE detection with automatic violation alerts via site speaker 
  • Construction site surveillance with smart alerts after hours 
  • Drone-based progress tracking via CV model deployed in-flight 
  • Real-time worker and equipment activity heatmaps 

Business Impact from Edge AI on Construction Sites

  • 50% reduction in safety violations through automated compliance monitoring 
  • Fewer delays with instant alerts on progress or workflow issues 
  • Improved site security via smart AI-based intruder detection 
  • Lower insurance risk by demonstrating AI-based hazard prevention measures 

Ready to Build Safer, Smarter Job Sites?

At GenAI Protos, we combine deep AI engineering with real-world construction insight. Whether you’re overseeing a high-rise in downtown LA or managing a large infrastructure project in the outback, we help you deploy Edge AI solutions that work even in the toughest conditions.

Let’s get started.
Request a walkthrough of our Edge AI safety platform