Computer Vision
Inspection, counting and recognition on live feeds.
Vision systems for quality inspection, object counting, safety compliance and document capture — running at the edge where latency or connectivity requires it, with labelled datasets built and maintained as part of the engagement.
Business benefits
What you get out of it
Runs at the edge where bandwidth is limited
Labelled dataset built and owned by you
Accuracy measured against a held-out set
Integrates with existing camera infrastructure
Technologies
What we build it with
- OpenCV
- YOLO
- PyTorch
- NVIDIA Jetson
- ONNX Runtime
Industries served
Where this applies
- Manufacturing
- Healthcare
- Retail
- Logistics
- Finance
- Government
Development process
How the engagement runs
The same eight stages apply across services. What changes is the depth of each one.
- 01
Discovery
Stakeholder interviews, current-state review and a written problem statement everyone signs off.
- 02
Business analysis
Requirements elicitation, BRD/FRD/SRS, process models and a traceability matrix.
- 03
Planning
Architecture, estimates, release plan, risk register and the delivery team shape.
- 04
UI/UX design
Information architecture, wireframes, accessible design system and clickable prototype.
- 05
Development
Sprint increments, code review, automated tests and continuous integration.
- 06
Testing
Functional, regression, performance, security and user acceptance testing.
- 07
Deployment
Environment promotion, data migration, cutover rehearsal and go-live support.
- 08
Support & maintenance
SLA response, monitoring, patching and a quarterly improvement roadmap.
FAQ
Questions we get asked before signing
No. We deploy within your cloud account or on-premise where required, and configure providers with zero-retention and no-training terms where a hosted model is used.
Every engagement defines an evaluation set and accuracy thresholds before build, and reports measured performance against them at each release.
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Ready to build your next digital product?
Send us the brief, the RFP, or a paragraph describing the problem. A consultant reads it and replies within one business day — no sales sequence.