The challenge
Where teams get stuck
The problems we're most often brought in to solve.
- 01
Accuracy falls in real conditions
Detection accuracy drops as soon as lighting or camera angle changes in the operating environment.
- 02
No labelled training data
Only raw images or footage exist, with no annotated data to train on.
- 03
Edge hardware constraints
Models that perform on cloud GPUs are too slow or too large for the target camera or device.
Overview
Computer Vision at VulcanTech
Computer vision is the field of AI that interprets images and video to detect, classify and read what they contain. VulcanTech engineers systems for object detection, defect and anomaly detection, OCR and video analytics, deployed in real time or in batch on cloud GPUs or at the edge. Our work includes an AI-enabled smart security camera and an AI disease detection system, both delivered under NDA. Labelling pipelines are included when you start from raw footage.
Key deliverables
- Model training on your labelled image or video data
- Real-time inference pipeline on cloud GPU or edge device
- Labelling pipeline where annotated data does not yet exist
- Accuracy report on real-world test footage
- Deployment and retraining guide
What you get
What Computer Vision includes
Object and anomaly detection
Models that locate objects, people, defects or unusual events in images and video.
Image classification
Classification of images into categories, including medical and inspection use cases.
OCR and document vision
Text extraction from documents, labels, number plates and screens.
Labelling pipeline
Annotation tooling, guidelines and quality checks when starting from raw footage.
Edge optimisation
Model compression and conversion to ONNX or TensorRT for cameras and edge devices.
Real-time video pipelines
Streaming inference with alerts and event logging for live camera feeds.
More in Machine Intelligence & Predictive Analytics
Related services
Our process
How we deliver
A delivery process you can see into — from first workshop to production support.
- 01
Discovery
A focused working session on your objectives, constraints and existing systems. It concludes with a scoped proposal and a clear view of value, risk and effort.
- 02
Architecture & planning
We agree the target architecture, data model and integration approach before product code is written, and secure your sign-off.
- 03
Iterative delivery
Working software reaches a staging environment on a regular cadence, giving stakeholders continuous visibility and the ability to steer priorities.
- 04
Assurance & hardening
Automated testing, accessibility and performance budgets, and a security review are completed before anything reaches production.
- 05
Launch & continuity
We manage cutover and remain engaged through an agreed support period, with a structured handover to your teams or ongoing operation by ours.
Engagement models
Work with us the way that suits you
Outcome-based delivery
A defined scope, timeline and commercial model agreed after discovery. We own delivery risk against the agreed outcomes.
Best for: Well-defined initiatives, MVPs and first releases
Dedicated product teams
A cross-functional pod — engineering, design, QA and delivery leadership — aligned to your roadmap and scaled as priorities change.
Best for: Long-term product development and evolving roadmaps
Team extension
Senior engineers embed in your organisation, work inside your processes and report to your leaders — on contracts that assign all IP to you.
Best for: Adding specialist capability without growing headcount
Tools & technologies
The stack we build with
- PyTorch
- OpenCV
- YOLO
- ONNX Runtime
- NVIDIA TensorRT
- CVAT
- Python
Why VulcanTech
A partner, not a vendor
Senior engineering, honest delivery, and work we can name.
Senior engineers own delivery
The engineers who scope your programme in discovery are the engineers who deliver it. There is no hand-off to a junior bench after contract signature.
Engagement models that fit
Outcome-based delivery, dedicated product teams, team extension or global capability centres, matched to how your organisation prefers to work.
A verifiable track record
Every customer story we publish describes real production work, naming the client wherever confidentiality allows, including public-sector platforms secured through competitive tenders.
80+ projects in 16 countries
Delivered since 2021 across the public sector, real estate, healthcare, manufacturing and consumer technology, for regulated and high-growth organisations alike.
Customer stories
Proven delivery
Healthcare & Life Sciences · GlobalHealthcare partner gains a deep-learning model for medical image triageConfidential Healthcare Partner (NDA)Read the story 
Security & Surveillance · GlobalSecurity technology partner turns passive camera feeds into real-time, AI-driven alertsConfidential Security Technology Partner (NDA)Read the story 
Public tenderPublic Sector & Government · PakistanPunjab's environment department gives citizens live, forecast-led air-quality intelligenceEPCCD, Government of the PunjabRead the story
Resources
Latest insights
FAQ
Frequently asked questions
Can't find what you need? Ask us in the discovery session.
Free discovery session
Start your Computer Vision project
Tell us what you're building. You'll hear back from an engineer, not an inbox.
- 1We reply within one business day to set up a 30-minute call.
- 2A senior engineer — not a salesperson — walks through your problem.
- 3You get a scoped proposal with timeline and cost. No obligation.
New projects & sales
[email protected]Existing clients & support
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