Solution
ComputerVision
Detection, tracking, OCR and inspection: vision models that read the physical world in real time.
From £12,000Indicative. Every project is quoted to scope.
Fixed-price packages
Packages.
Clear, fixed starting prices. Pick a package or ask us to quote to your exact scope.
We build vision systems that turn cameras into usable data, detecting objects, tracking movement, reading text and spotting defects. Models are trained on your own footage and tuned to run in real time on the hardware you actually have.
What we do
Detection and tracking
Object detection and multi-object tracking for counting, monitoring and safety. We label your data, train models that hold up in poor light and clutter, then tune them to hit the accuracy and latency your use case needs.
OCR and document reading
Reading text from labels, plates, signage and paperwork, including messy real-world scans. We pair detection with OCR to pull structured fields out of images and pass them straight into your systems.
Quality inspection
Automated visual inspection on the line, catching scratches, misprints and missing parts more consistently than manual checks. We set the pass and fail rules with your team and report false accept and false reject rates honestly.
Where it fits
Use cases.
Automated defect inspection
We train a model on your own line footage to flag scratches, misalignment, or missing parts in real time. Rejected units are logged with the frame that triggered the decision, so operators can review every call.
People and object tracking
Count, track, and dwell-time analyse people or items across multiple camera feeds. Useful for queue management, occupancy, and understanding how a space is actually used.
Reading text from the wild
Extract serial numbers, plates, meters, or handwritten fields from images captured in imperfect lighting. The pipeline handles rotation, glare, and partial occlusion before parsing.
Capabilities
Everything it covers.
- Detection, segmentation, and tracking models tuned to your footage
- OCR for printed and handwritten text in difficult conditions
- Real-time inference on edge devices or on your servers
- A labelling and review loop so accuracy improves with your data
- Confidence scores and audit frames for every decision
- Integration with existing cameras, PLCs, or line hardware
- Handling for glare, motion blur, occlusion, and odd angles
- Dashboards and alerts for counts, defects, and throughput
Typical timeline
A working proof of concept in roughly four to six weeks once we have representative footage, with production hardening after.
How scope works
Accuracy depends heavily on the quality and coverage of the footage you can provide. We will be honest about what is achievable before committing to a production target.
From £12,000
How we work
Four steps, no surprises.
Scope
We map the goal, the constraints and the risks, and agree a fixed brief before anything starts.
Design
Interfaces, architecture and the plan, reviewed with you before a line of code is written.
Build
Type-safe, tested delivery in short increments you can see and steer.
Launch & care
We ship, hand over everything, and keep it running if you want us to.
What you get
Deliverables
- Trained detection or OCR model with documented accuracy on your data
- Real-time inference pipeline for camera, edge device or server
- Labelling guidelines and a reusable annotated dataset
- Evaluation report covering precision, recall and latency
- Deployment and retraining plan for when conditions change
Tools & technology
- Object detection
- Object tracking
- OCR
- Real-time inference
Outcomes
What you can expect.
Consistent inspection that does not tire across a shift
A record of every decision with the frame that caused it
Fewer defective units reaching the next stage or the customer
Manual counting and reading tasks handed to software
Questions
Good to know.
How long does Computer Vision take?
Timelines depend on scope. Most engagements run from a few weeks to a few months, and you get a firm estimate after a short scoping call.
How is it priced?
From £12,000 is an indicative starting point. Every project is quoted to the scope we agree, with no surprises later.
Do we own what you build?
Yes. You own the source code, the design files and the accounts. There is no lock-in.
Do you maintain it after launch?
We can. Hosting, monitoring and updates are available as an ongoing plan, or we hand over cleanly to your team.