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Construction · Security

Edge AI across 4,000+ site cameras

Vision and video AI running live on more than 4,000 cameras for a national construction security group — inference at the edge, not in the cloud.

Edge vision platform4,000+ cameras liveVision & video AIOn-device inferencePhysical AI

The problem

A national construction security group monitors thousands of cameras across active sites. Streaming everything to the cloud for analysis was too slow and too expensive, and operators could not watch every feed.

What we built

Perception models optimised to run on the cameras and edge hardware already on site. Intruders and safety violations are detected in real time where the footage is captured, and only what matters is surfaced to operators.

Outcome

  • 4,000+ cameras running edge AI live across the group's sites
  • Intruders and safety violations detected in real time — risk reduction and cost efficiency
  • Detection at the edge, with cloud used for coordination rather than inference

Client details available under NDA. Talk to us about vision AI on cameras, robots, drones, and wearables.

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Most AI stops at the screen. Ours reaches the factory floor, the field and the front office.

Two worlds, one stack, governed end to end and human-led — already in production with enterprise and government. Bring us the outcome. We'll own it end to end.

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