Service · Computer vision
Computer vision that turns cameras into decisions
We build vision systems that detect, measure, count and track — reliably, in real conditions, on hardware that fits your site, from a single camera to fleets of drones.
01 The challenge
Hours of footage, minutes of attention
Organisations collect far more images and video than people can ever review. Security footage is watched only after an incident. Inspection photos sit in folders. Drone surveys take longer to analyse than to fly.
Computer vision closes that gap, but only if the models are trained on your conditions — your lighting, your products, your camera angles — and deployed where latency, privacy and bandwidth make sense. That is the part we focus on.
02 Capabilities
Vision systems we deliver
- 01
Visual inspection
Defect, assembly and packaging inspection on production lines, tuned to your tolerances.
- 02
Video analytics
Perimeter intrusion, PPE compliance, occupancy and process monitoring from existing CCTV.
- 03
Drone and satellite imagery
Asset inspection, change detection and mapping for energy, infrastructure, agriculture and defence.
- 04
Medical imaging support
Triage and measurement tools that help clinicians prioritise studies, always with clinician review.
- 05
Document vision
Reading forms, IDs, invoices and handwritten records into structured data.
- 06
Edge deployment
Optimised models on cameras, gateways and embedded devices, including disconnected sites.
03 How we deliver
From first conversation to systems in production
- 01
Discover
We study your cameras, scenes and edge cases, and define exactly what the system must detect and how accurate it needs to be.
- 02
Prototype
A model trained on your images and tested on footage it has never seen, with clear precision and recall figures.
- 03
Deploy
Deployment on edge hardware or servers, with dashboards, alerts and integration into your existing systems.
- 04
Evolve
Active learning: hard cases are reviewed and fed back so the model keeps improving.
Every engagement can run in the cloud, on-premise or fully air-gapped. Your data stays under your control, and humans stay in command of every significant decision.
04 Outcomes
What you gain
- Continuous, consistent visual monitoring instead of spot checks
- Faster response because alerts arrive while events are happening
- Privacy-aware designs with on-device processing where needed
- Models that improve over time from your own hard cases
→ Two ways to work with us
Enhance what you have — or let us build and run it
Path A
Enhance what you have
Add AI and automation to the systems, products and operations you already run — no rip-and-replace, and your team stays in control.
Start with an enhancementPath B
Build & manage for you
We design, build and launch it, then host, monitor, secure and improve it — or hand it over to your team.
Have us build it05 Related
Industries we bring this to
- VSenseAI wellness platform — camera-based face scan for wellness insights, VDerm AI skin analysis and an AI Health Library, on iOS, Android and web.Case study: VSense →
- ManufacturingVision inspection, predictive maintenance, line automation, digital twins and supply-chain automation.AI for Manufacturing →
- DefenceThreat detection, ISR imagery analysis, secure-comms anomaly detection and sovereign, air-gapped AI.AI for Defence →
- HealthcareClinical documentation, imaging triage, patient-flow forecasting and private LLMs for health data.AI for Healthcare →
- EnergyPlant and grid automation, renewable and load forecasting, predictive maintenance and smart metering.AI for Energy →
- Factory & Industrial AutomationVision quality inspection, predictive maintenance, robotics and PLC line automation, digital twins and supply-chain automation.Related service →
- Energy AutomationPlant and grid automation, SCADA and PLC integration, solar, wind and load forecasting, smart metering and predictive maintenance.Related service →
- Predictive Analytics & Data PlatformsForecasting and risk models, plus the data pipelines, MLOps and monitoring behind them.Related service →
- AI Game DevelopmentMobile, web and PC games built AI-first: generated art and levels, LLM-driven NPCs, live-ops — plus serious games and simulation training.Related service →
06 FAQ
Computer Vision: frequently asked questions
Can you use our existing cameras?
Usually yes. We assess image quality and placement first and only recommend new cameras where the task genuinely needs them.
Does video have to be sent to the cloud?
No. Many deployments process video on-site or on the device itself, sending only events and metadata.
How do you handle privacy?
Techniques such as on-device processing, face and plate blurring, data minimisation and strict retention rules are built in from the start.
What accuracy can we expect?
It depends on the task and conditions. We agree target metrics up front and measure them on your own footage before rollout.
Do you work with drone and satellite data?
Yes, including multispectral imagery for energy, agriculture, infrastructure and defence use cases.
What should your cameras be seeing?
Tell us what you want AI to take over. A senior engineer will get back to you — under NDA if you need it.
Start a project