English

Ala Garbaa
  • Home
  • Projects
  • Home
  • Projects
Contact
All projects

Case study / Product concepts

Construction Site Safety Edge Camera

Detect safety risks on-device without streaming all footage

Period
Product concept

Role
Product direction and workflow design

Type
Independent product concept

Portfolio product concept. This page presents an independent product direction. The proposed workflows and visuals are illustrative and do not claim a shipped product or real customer deployment.

Product preview

Illustrative concept screens · Select any image to zoom

4 screens

Product overview: illustrative concept screen

01 / Overview

An edge vision concept that detects missing helmets, unsafe zones, or vehicle proximity on-device and alerts supervisors, keeping footage local.

02 / Challenge

Safety violations need immediate detection, but continuous cloud video raises privacy and cost concerns.

  • /Manual monitoring misses events.
  • /Streaming video is costly.
  • /Privacy concerns limit adoption.

03 / Proposed capabilities

  • 01On-device vision models
  • 02Privacy-preserving processing
  • 03Real-time alerts
  • 04Event clips
  • 05Compliance reports

Potential technologies

PythonONNX RuntimeJetson / edge deviceMQTTNext.js

Possible implementation

Proposed implementationPython, ONNX Runtime, Jetson / edge device, MQTT, Next.js

Discuss similar work

Ala Garbaa

Tech Lead in AI and full-stack engineering, building production software and helping teams deliver reliably.

HomeProjects

© 2026 Ala Garbaa

GHinBack to top