✦Service
Cameras that notice what matters.
We build computer vision systems that look at products, documents, shelves or sites and flag what needs attention — defects, missing items, safety issues or text to capture. Models are trained on your own images, tested against your quality standards and deployed where they are needed, from edge devices to the cloud.
01What we build
What you get.
- 01
Visual quality inspection
Detection of scratches, cracks, misprints, missing parts or wrong labels on production lines.
- 02
OCR on real-world scenes
Reading number plates, meter values, labels, serial numbers and packaging text from camera images.
- 03
Counting and tracking
Counting items, vehicles or pallets and tracking movement through zones for operations reporting.
- 04
Safety monitoring
Alerts for missing protective equipment or entry into restricted areas, designed with privacy in mind.
- 05
Edge deployment
Models optimised to run on-site on devices such as NVIDIA Jetson or industrial PCs, with results sent to a dashboard.
02Use cases
Where it pays back.
- 01
Manufacturing
Inspect parts or packaging on the line and route rejects, with images saved for quality review.
- 02
Retail
Check shelf availability and planogram compliance from store photos.
- 03
Agriculture
Grade produce or detect crop issues from field and drone images.
- 04
Logistics and warehousing
Read labels, count packages and verify loading from dock cameras.
- 05
Construction and facilities
Monitor site safety and progress from fixed cameras, with alerts to supervisors.
03Process
How we build it.
- 1
Define the defect or event
We agree precisely what the system must detect and what accuracy is useful for your process.
- 2
Collect and label images
We capture and label a representative image set, including rare and borderline cases.
- 3
Train and validate
We train models and test them on held-out images and, ideally, a live trial on site.
- 4
Deploy and monitor
We deploy on edge or cloud, add dashboards and alerts, and retrain as conditions change.
Typical stack
- YOLO
- OpenCV
- PyTorch
- ONNX / TensorRT
- NVIDIA Jetson
- PaddleOCR
- Label Studio
- Python / FastAPI
04Where we work
Teams we work with.
- Dubai & UAEAI chatbots, agents and automation for businesses in Dubai and the UAE — Arabic and English assistants, WhatsApp-first, delivered remotely in your working day.
- Europe & UKAI agents, RAG search and automation for UK and EU companies — privacy-first design with GDPR and the EU AI Act in mind, EU data residency, many languages.
- USAAI agents, copilots and apps for US startups and enterprises — security-minded engineering, HIPAA-aware design and async delivery across US time zones.
- IndiaAI chatbots, document automation and apps for Indian businesses — GST-ready invoice processing, Indian-language WhatsApp bots and DPDP-aware design.
05FAQ
Common questions.
ask us anything else →
01How many images do we need?
It depends on how varied your products and defects are. A focused inspection task can often start with a few hundred labelled images per class, then improve as more real examples are collected. We assess your data in the first phase and tell you honestly if more is needed.
02Can it run without an internet connection?
Yes. Models can be optimised to run on edge devices on site, so inspection keeps working even if the connection drops. Results and images can sync to a dashboard when the network is available.
03Do we need new cameras?
Not always. Existing CCTV or line cameras are sometimes enough; other tasks need better resolution, lighting or camera angles. We review your current setup and test sample footage before recommending any new hardware.
04How do you handle privacy for camera footage?
We process only what the task needs, can blur faces where people are not the subject, and keep footage for a limited period agreed with you. We design with local privacy rules in mind and involve your compliance team in the setup.
06More services
Other things we build.
- AI chatbots & voice assistantsanswers from your docs
- AI agentsapprove before it acts
- Document intelligenceexceptions go to a human
- Workflow automationboring work, automated
- Knowledge search (RAG)every answer cites a source
- Data analytics & forecastingwhy did this drop?
- AI web & mobile appswe run our own product
Have a process worth automating?
Tell us about it — we'll reply with how computer vision could handle it, what data it needs and a rough plan. The first conversation is free.