Detection & monitoring
Systems that flag the events you care about - presence, movement, objects, or conditions - from live or recorded feeds.
Cameras already watch your sites - they just can't tell you what they see. We build computer vision systems that detect, monitor, and inspect from existing feeds, with people reviewing what matters so the system stays safe and accountable.
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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 - presence, movement, objects, or conditions - from live or recorded feeds.
Automated visual checks for defects, compliance, or quality across a line or site, with uncertain cases escalated to a person.
Detections wired into alerts and workflows, so the right person is notified and a record is kept.
Where footage can't leave the building, we explore edge deployment so processing stays on your premises.
Permit and licence approval workflows with automated document validation and audit trails.
What we build for this sectorSite-inspection apps using computer vision to flag safety and defect issues.
What we build for this sectorFleet dispatch dashboards with real-time delivery tracking and route reassignment.
What we build for this sectorContract intake portals that extract key clauses and route drafts for human review.
What we build for this sectorPatient intake and insurance-claim processing with human-in-the-loop verification.
Enrolment and attendance systems with automated notifications and reporting.
What we build for this sectorKYC onboarding that automates document checks and AML screening with reviewer sign-off.
Field apps for stock counts and shelf-photo compliance checks.
We learn what you need to detect, the conditions involved, and what a correct versus a false result looks like.
We test what's realistically detectable with your cameras and conditions before committing to a build - no overpromising.
We build the detection and wire it into alerts and workflows, with human review where a wrong call is costly.
We deploy, tune against real conditions to reduce false alarms, and support it as the environment changes.
On-device computer vision that turns any camera into a real-time form coach - pose estimation detects unsafe movement and corrects posture, running entirely in the browser.
Read the case studyAn edge-computing framework for verified circular economy - on-device waste classification, tamper-proof audit logs, and compliance-ready impact exports.
Read the case studyThe people who scope your project are the ones who build it - no account managers or offshore handoffs in between.
AI moves the work faster, but nothing ships until an engineer has read, tested, and signed off on it.
We build to the standards regulated industries expect: access controls, audit trails, and data handling that hold up to scrutiny.
At handover you get the full codebase, documentation, and credentials - no lock-in, no dependency on us to keep it running.
Launch is the start, not the exit. We stay on with monthly support to fix, patch, and improve as your business changes.
We tell you what's realistic, what it costs, and where the risks are before you commit - not after.
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 - footage can stay on your premises.