Turn Cameras into Operational Actions
We build vision systems that don’t just watch — they detect, decide, and dispatch. Face attendance, PPE compliance, occupancy, safety events, quality inspection.
Most CCTV is a stream nobody watches. We build the layer above it — edge AI that recognizes what’s happening, business rules that decide what to do, and workflow integration that turns a visual event into an ERP entry, an incident ticket, or a safety alert. Grounded in real deployments, not stock demos.
- Camera
- Edge AI
- Face
- PPE
- Detect
- Action

Six Vision Systems We Build
From face-based attendance to defect inspection — every deployment ends in a business action, not just a video feed.
Face-Based Attendance & Access
Kiosk and mobile face recognition for attendance, contract labour tracking, and access control. Live in production today.
PPE & Safety Compliance
Helmet, jacket, glove, mask detection at site entry, live camera feeds, or shift-start checks — with automatic incident logging.
People Counting & Occupancy
Zone occupancy, foot traffic, dwell time, and shift movement patterns — for facilities, retail, and workforce operations.
Vehicle & ANPR Recognition
Automatic number-plate recognition, vehicle entry/exit logs, dwell-time analytics, and gate automation.
Quality & Defect Inspection
Line-side defect detection, production counting, and machine-state visibility — grounded in your product line, not generic models.
Camera → ERP Integration
Visual events become operational actions — a PPE miss creates an incident ticket, a face-punch posts to payroll. Not just monitoring.
Vision Systems That End in an Action
Grounded in Real Deployments
Face attendance is already live for contract labour and workforce in production. Vision work here isn't experimental — it's battle-tested.
Edge-First for Latency & Privacy
Recognition runs on-device or on-site. Video streams don't leave the perimeter unless you explicitly need cloud analytics.
Camera-to-Action, Not Just Monitoring
The value is in the workflow the event triggers, not in the dashboard. Every deployment ends in an ERP entry, ticket, or alert.
Vendor-Agnostic
Any camera brand over RTSP or ONVIF. No lock-in to hardware you didn't choose.
Manufacturing
Defect detection, production counting, machine-state visibility, quality checkpoints on the line.
Construction & Sites
PPE compliance at gates, workforce counting, site progress from timelapse, material-movement tracking.
Facilities & Workforce
Face-based attendance, kiosk access, occupancy analytics, contract-labour tracking across multi-site operations.
- Kiosk face attendance for contract labour in production
- Edge-first inference — privacy-respecting by design
- DPDP-aligned biometric handling
Pick One Camera. Prove the Loop.
One feed, one workflow, one measurable improvement. Scope from there. We’ll wire the edge AI, the recognition, and the ERP action end-to-end before you commit.

