Real-time on-site inference
Sub-second detection and alarm generation on live streams — no cloud round-trip, no dependency on internet uptime.
On-site AI inference // system ready
VisionX: edge
intelligence
Turn passive surveillance into active operational intelligence. VisionX analyses live video locally on purpose-built NPU hardware, turning detections into immediate, structured events.
20+
AI analytics functions
<10 W
Per inference engine
4
Deployment tiers
Live analytics viewLocal processing
Person detected
Vehicle classified
Event pipeline
System profile
100% on-premise
DEEPX + SiMa.ai NPU
System overview
The intelligence layer for your camera estate
Instead of streaming everything to a cloud GPU cluster, inference runs directly on dedicated AI silicon inside the camera, the recorder or the on-site appliance. Operating cost stays flat as channels grow.
Privacy by design
Frames are analysed where captured. Only metadata and selected evidence clips are shared — simplifying compliance.
Radically lower TCO
Purpose-built NPUs replace power-hungry GPGPUs — cutting energy, cooling and rack cost across the lifecycle.
Open and extensible
Train, quantize and deploy custom detectors. Standard ONNX converts to optimized .dxnn or .sima NPU binaries.
Pipeline
How a VisionX deployment is built
- 01Capture
Streams in
IP, thermal and PTZ cameras feed H.264/H.265 streams into the VisionX layer.
- 02Infer
NPU analysis
DEEPX and SiMa.ai NPUs run detection, classification and tracking on every frame.
- 03Decide
Rule engine
Zones, schedules and thresholds turn detections into structured events.
- 04Act
Alert & archive
Alarms to VMS, mobile, e-mail and relays; metadata indexed for forensic search.
Analytics library
20+ functions. One rule engine.
Every function runs on-device in real time, combines with zones and schedules, and outputs structured events to the VMS, dashboards and third-party systems.
Tripwire
Virtual line crossing with direction control — gates, fence lines, restricted corridors.
Double Tripwire
Two lines crossed in defined order and time window — near-zero nuisance alerts.
Perimeter
Polygonal zone monitored for entry, exit and stay events with dwell threshold.
Unauthorized Person
People in restricted zones outside authorised schedules — instant alert to operator, mobile and VMS.
Human / Vehicle Classification
Classifies vehicle types — car, bus, truck, motorcycle, rickshaw — enabling type-specific alerts.
ANPR — Plate Recognition
Reads and matches vehicle plates (Bengali + English) for access control, enforcement and watchlists.
Object Abandon
Newly placed objects escalated if they remain beyond a set duration.
Object Missing
Alarm when a monitored asset disappears from the scene beyond configured time.
Running
Movement faster than a configured speed inside a zone — flight or reckless driving.
Deploy anywhere
From one camera to a city-wide command centre
Three deployment paths — the same software layer, the same analytics library, the same integration APIs. Mix all three across one unified console.
In-camera
In-recorder
Edge appliance
Comparison
Edge NPU vs. cloud & GPGPU inference
| VisionX on edge NPU | Cloud AI service | On-prem GPGPU server | |
|---|---|---|---|
| Alert latency | < 1 second, on-site | Round-trip dependent | Sub-second, high power draw |
| Power per engine | 1–10 W | Off-site (billed) | 40 W+ per accelerator |
| Video leaving site | None — metadata only | Full streams uploaded | None |
| Internet dependency | None | Continuous uplink required | None |
| Cost as channels grow | Flat — capex per card | Per-stream recurring fees | Rack, cooling and energy scale |
| Data sovereignty | Full | Provider jurisdiction | Full |
Applications
Where VisionX delivers value
Factories & plants
PPE and helmet compliance, restricted-zone intrusion, fall detection on production floors, unattended machinery posts, forklift/pedestrian conflict zones.
Logistics & warehouses
Perimeter protection after hours, loading-bay dwell time, abandoned pallets, vehicle parking enforcement and object-missing detection.
Retail & commercial
Footfall counting, queue and dwell heatmaps, loitering at high-value fixtures, loss-prevention tripwires, after-hours intrusion.
Critical infrastructure
Fence-line double tripwire, unauthorized-person detection, camera tamper alerts, unattended object detection, thermal monitoring.
Deployment enquiry
See VisionX analyse your own camera streams
Book a live demo, request a dev kit or size a deployment with our engineering team.