Real-time vision systems for inspection, security & autonomy.
Object detection, OCR, quality inspection, and multi-camera tracking pipelines optimised for factory lines, defence perimeters, and edge devices where milliseconds and false alarms both matter.
We engineer computer vision systems that work under real lighting, real motion blur, and real production variance — not just curated benchmark datasets. Our pipelines span data capture, annotation strategy, model training, TensorRT optimisation, and on-line calibration.
Whether you need sub-50ms defect detection on a conveyor, OCR for industrial labelling, or multi-camera person tracking across a facility, we deliver the full stack: cameras, edge inference, alerting logic, and operator review UIs.
Production-grade engineering outcomes
Scoped deliverables with clear acceptance criteria — not open-ended consulting hours.
Object Detection & Tracking
YOLO, DETR, and custom detectors with multi-object tracking and zone logic.
Quality Inspection
Surface defect, dimensional, and assembly verification with reject-station integration.
OCR & Document Vision
Industrial label reading, form extraction, and handwriting recognition at line speed.
Face & Person Recognition
Access control, attendance, and perimeter monitoring with privacy-aware architecture.
Multi-Camera & ReID
Cross-camera tracking, heatmaps, and behavioural analytics for large facilities.
Edge Vision Deployment
DeepStream, OpenVINO, and TensorRT pipelines on Jetson, Coral, and industrial PCs.
The tools we deploy in production
Battle-tested frameworks, platforms, and infrastructure — chosen for reliability, not hype.
Core Libraries
Detection Models
Video Pipelines
Annotation & MLOps
Hardware
3D & AR
How enterprises buy and scale this capability
Clear engagement models, buyer alignment, and commercial outcomes — so procurement and engineering stay in sync.
Buyer Personas
- Quality managers replacing manual inspection with automated vision
- Security & facility heads needing perimeter and access intelligence
- CTOs embedding vision into robotics and autonomous platforms
- Retail & logistics operators tracking inventory and flow
Engagement Models
- Feasibility study with on-site camera capture and baseline accuracy report
- Pilot line deployment with operator training and reject-log integration
- Full production rollout with multi-site camera standardisation
- Vision model maintenance retainer with drift monitoring and retraining
Commercial Outcomes
- Reduced scrap and rework via early defect interception
- Lower security staffing costs with reliable automated alerting
- Documented accuracy, latency, and false-alarm metrics for QA sign-off
- Faster SKU changeover with retrainable inspection templates
Procurement Fit
- Camera and edge hardware BOM provided with vendor-neutral options
- Full source delivery of models, pipelines, and calibration tooling
- Performance warranties tied to agreed accuracy bands on hold-out sets
- India-based team with on-site line commissioning experience
Where this lands in the real world
Manufacturing QA
Surface defect, weld inspection, and assembly verification on high-speed lines.
Defence & Perimeter
Intrusion detection, threat classification, and multi-camera situational awareness.
Warehouse Automation
Barcode-free item tracking, pick verification, and dock monitoring.
Healthcare Imaging
Diagnostic assist, slide analysis, and triage on medical imaging workflows.
Retail Analytics
Footfall, shelf compliance, and queue management from overhead cameras.
Automotive
ADAS prototyping, in-cabin monitoring, and parts inspection on assembly lines.