Service 04 — Computer Vision
Eyes On Every Frame
Defects slip past tired inspectors. Shelves sit empty between checks. Buildings heat empty rooms. Our vision systems watch continuously — flagging exactly what matters and ignoring the rest.
We handle the unglamorous hard parts: lighting variation, camera angles, edge deployment and the labeling workflows that make datasets trustworthy.
- Defect & anomaly detectionSurface, assembly and packaging inspection at line speed.
- People & space analyticsOccupancy, queues and footfall — privacy-preserving by design.
- Retail shelf monitoringOut-of-stocks and planogram gaps flagged within minutes.
What's Included
From Camera Mount To Dashboard
Site & Camera Survey
Angles, lighting and network reviewed so the dataset starts clean.
Dataset & Labeling
Managed annotation with agreement scoring — no mystery labels.
Model Development
Detection, segmentation and tracking tuned to your precision/recall tradeoff.
Edge & Cloud Deploy
On-device inference where latency matters, cloud where scale matters.
Responsible Vision
Powerful, And Privacy-Preserving
Vision in workplaces and stores carries responsibility. Our people-analytics systems count and measure without identifying — on-device blurring, no face databases, retention limits enforced in code and contract.
- No identity storageCounts, flows and dwell times — never face galleries.
- Edge-first processingFrames analyzed on device; only metrics leave the camera.
- Signage & compliance packsWorkplace notices and DPIA support included.
Related Work
Vision In Production
Usually not. Most projects start on your existing IP cameras; we only recommend upgrades where resolution or lighting genuinely limits accuracy.
Edge deployments flag events in under 200ms; cloud pipelines typically deliver results in 1–3 seconds. Line-speed inspection is sized per station.
Our workplace systems measure spaces, not people — no identification, no behavior scoring. We provide signage and DPIA documentation for your counsel to review.
Point us at one camera. We'll show you what it sees.
Free vision assessment with annotated sample footage from your site.