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 Yet, many firms still rely on outdated monitoring systems, manual compliance checks, and delayed data analysis.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