Vision systems that work in the wild.
Manufacturing QA, retail intelligence, medical imaging, operational monitoring — production computer vision engineered for accuracy, throughput and edge deployment.
Where vision pays for itself quickly.
We focus on vision systems with clear ROI — defect detection, throughput tracking, automated inspection — and ship them production-grade, edge-ready, monitored.
Six capabilities. One operating system.
Detection & Segmentation
Object, region and instance detection tuned to your imaging conditions.
Classification & Grading
Defect, quality and category classification with calibrated confidence.
OCR & Document Vision
Layout-aware extraction for forms, labels, scans, receipts.
Tracking & Analytics
Object tracking, dwell-time, flow analytics for retail and operations.
Edge Deployment
Quantized models on Jetson, OpenVINO, edge TPUs at sub-30ms latency.
Medical Imaging
DICOM-compatible models with regulatory-ready validation.
From kickoff to compounding outcomes.
Scope
Use case, imaging setup, accuracy SLA, throughput, deployment target.
Data
Capture protocols, labeling pipeline, augmentation strategy.
Model
Architecture selection, training, validation on held-out conditions.
Deploy
Cloud, on-prem or edge deployment with monitoring.
Improve
Active learning loop from production hard cases.
Where this earns its keep.
Manufacturing defect detection
Surface, weld, assembly defect detection at line speed with edge inference.
Retail shelf intelligence
Planogram compliance, out-of-stock detection, share-of-shelf analytics.
Predictive maintenance
Thermal, acoustic and visual anomaly detection across equipment.
Medical imaging triage
Pre-screening and prioritization for radiology and pathology workflows.
Frequently asked
Pilot a vision system.
A 45-minute session to scope one vision use case — imaging requirements, accuracy targets and projected ROI.