Service
Computer vision and AI-based automation systems
Vision systems for queue management, tracking and industrial inspection, deployed on real cameras in real conditions.
Vision models that score well on a public benchmark routinely fail on a real camera, because real installations have glare, occlusion, motion blur and lens grime. We evaluate on footage from your site and design for the conditions the camera actually sees.
What the engagement covers
Queue and occupancy analytics
Queue length, wait time estimation and dwell analysis for retail, transport and public spaces, with counting logic tuned to your camera angles.
Detection and tracking
Multi-object detection and tracking across frames and across cameras, with identity handling that survives partial occlusion.
Industrial inspection
Defect detection and dimensional checks on the line, including the awkward reality that defect examples are always scarce.
Safety and compliance monitoring
PPE detection, restricted-zone alerts and process adherence checks, designed with the privacy constraints of the site in mind.
Edge deployment
Models quantised and optimised to run on edge hardware, so footage does not have to leave the premises to be useful.
Integration
Events pushed into the systems you already run — MES, SCADA, dashboards or alerting — rather than stranded in a separate portal.
Tools we work with
Not an exhaustive list, and not a claim of certification — just what we reach for most often on this kind of work.
- PyTorch
- OpenCV
- YOLO
- TensorRT
- ONNX Runtime
- NVIDIA Jetson
- GStreamer
- MQTT
Common questions
- Can you work with our existing CCTV cameras?
- Often yes, if the resolution, frame rate and placement suit the task. Assessing that is the first step, and it sometimes concludes that moving one camera is worth more than any model improvement.
- Does footage have to leave our site?
- No. Edge deployment is the default for exactly this reason. Where cloud processing helps, we scope precisely what is transmitted and retained.
- How accurate will it be?
- We will not quote a number before seeing your footage. A short pilot on your own video gives a measured figure rather than a marketing one.
Related services
Products built on this work
- Vision Analytics PlatformQueue management, tracking and occupancy analytics from cameras you already have.
- OEE & Downtime MonitoringReal-time line visibility, OEE tracking and categorised downtime analysis.
- Digital TwinA live model of the production line, for testing a change before it reaches the floor.
Talk to us about computer vision & ai
Send over what you are dealing with. We will reply with a straight assessment of whether we are the right team for it.