Computer vision
Computer vision for logistics, construction, manufacturing and retail. We build systems that sort parcels, watch sites for hazards, check quality and monitor production and stock, with your people making the calls.
A practical delivery view
Work that depends on someone watching
A lot of operational work still depends on a person looking at something: a parcel, a scaffold, a finished part, a doorway, a shelf. Attention fades over a long shift, and there is usually more to watch than there are people to watch it. If you run a sorting hub, a construction site, a production line or a chain of stores, you know the gaps. Computer vision takes on the repetitive looking and leaves the decisions with your team.
- Sorting hubs and dispatch teams
- Construction sites
- Production lines
- Retail stores and stockrooms
Parcel sorting and site safety
For logistics, we have built auto-sorting that sends each parcel to its dispatch unit, so routing does not wait on manual sorting. For construction, we have built site safety monitoring with early warning of hazards and harmful actions on site. The warning arrives while there is still time to respond, and the supervisor decides what happens next. Vision models perform best when they are tuned on images from the place they will run, so that is where each build starts.
- Auto-sorting of parcels to their dispatch unit
- Construction site safety monitoring
- Early warning of hazards and harmful actions
Quality, restricted areas and stock
For manufacturing and retail, the same approach covers quality checks, restricted-area monitoring, and production and inventory monitoring. A quality check compares what the camera sees with what a good item looks like and flags the ones that differ. Restricted-area monitoring raises an alert when someone enters a zone they should not be in. Production and inventory monitoring keeps a running view of what is moving on the line and what is on hand, so counts rely less on a periodic manual walk-round.
- Quality checks
- Restricted-area monitoring
- Production monitoring
- Inventory monitoring
Fits your operation, with people in charge
A vision system is only useful if its output lands where work already happens. Alerts should reach the supervisor or control room that already handles incidents, and counts and quality flags should reach the systems you already use for production and stock. During scoping we check whether your current cameras give a usable view. People stay in charge of anything with consequences: stopping work, rejecting a batch, challenging someone in a restricted zone. Your footage is handled only with your explicit permission and never shared with third parties.
- Alerts go to the people who already respond
- Existing camera views reviewed during scoping
- Supervisors make the consequential decisions
- Footage handled only with your permission
What this has looked like in delivered work
Our computer vision work has been built for logistics, construction, manufacturing and retail. In logistics, that means auto-sorting of parcels to their dispatch unit. In construction, site safety monitoring and early warning of hazards and harmful actions on site. In manufacturing and retail, quality checks, restricted-area monitoring, and production and inventory monitoring. We do not publish client names or figures for this work. Any outcome from these builds belongs to that engagement, its cameras and its conditions, and should not be read as a forecast for yours.
- Logistics: parcels sorted to their dispatch unit
- Construction: safety monitoring and early warning
- Manufacturing and retail: quality, access and stock
- Results belong to those engagements
Start with one view and one decision
Pick one thing you want watched: a sorting point, a site entrance, an inspection station, a stockroom. Describe it to us, or share sample footage if you are able to, and we will tell you plainly whether vision suits it and what would need to change first. If you are still working out where AI belongs in your operation, answer six questions on this website and we will send a free written AI readiness report within one business day.
- One location, one task
- Sample footage if you can share it
- Free AI readiness report within one business day
Questions that come up
Can you use the cameras we already have?
Often, but it depends on the view. Angle, lighting, distance and image quality decide what a model can reliably see. We review your current footage during scoping and say where an existing camera will do and where a different position or camera is needed.
How accurate is computer vision?
It varies with the task and the conditions, so we do not quote a figure before seeing your footage. Accuracy should be measured on images from your own site, and cases the system is unsure about should go to a person.
Does the system make decisions on its own?
It handles routine calls, such as routing a parcel to its dispatch unit. Anything with consequences for people or product, such as stopping work or rejecting a batch, goes to your supervisors as an alert or a flag for them to act on.
What happens to our footage?
It is treated as your data. We handle client data only with your explicit permission, follow a strict no-retention policy and never share it with third parties. Where and how footage is processed is agreed with you before work starts.
Keep exploring
Let’s talk about your next step.
The workflow, the data and what needs to change.