Detection & monitoring
Systems that flag the events you care about, from live or recorded feeds.
We build computer vision systems that detect, monitor, and inspect from existing feeds.

You have camera feeds, but someone still has to watch them to catch anything.
Manual visual inspection is slow, tiring, and inconsistent under pressure.
Incidents are only noticed after the fact, when the footage is reviewed.
You want detection and monitoring without sending sensitive footage to a black box.
Systems that flag the events you care about, from live or recorded feeds.
Automated visual checks for defects, compliance, or quality across a line or site.
Detections wired into alerts and workflows, so the right person is notified.
We explore edge deployment so processing stays on your premises.
We learn what you need to detect and the conditions involved.
We test what's realistically detectable with your cameras before committing to a build.
We build the detection and wire it into alerts and workflows.
We deploy and tune against real conditions to reduce false alarms.
The people who scope your project build it.
Nothing ships until an engineer has signed off on it.
Access controls and audit trails that hold up to scrutiny.
The full codebase, documentation, and credentials - no lock-in.
Monthly support to fix, patch, and improve.
What's realistic and what it costs, before you commit.
Common cases include presence and movement, objects and vehicles, PPE and safety compliance, and visual defects or anomalies. What's realistic depends on your cameras, lighting, and angles - we assess feasibility honestly before building, rather than promising perfect accuracy.
No vision system is perfect, and we won't claim otherwise. We design for real conditions, tune to reduce false alarms, and keep a human in the loop where a wrong call is costly - so the system is useful and accountable, not blindly trusted.
Where required, yes. For sensitive environments we explore edge and on-site deployment, so processing happens where the footage lives rather than being sent elsewhere.
Usually. We work from the feeds you already have where the quality and placement allow, and tell you honestly where a camera needs repositioning or upgrading to get a reliable result.
Turn the camera feeds you already run into detection, inspection, and alerts a person actually reviews.