NviroView™ AI Vision Guide

Turn existing cameras into real-time operational event sources.

NviroView™ reuses compatible camera infrastructure, performs AI inference close to site, and routes structured events, alerts and selected evidence into Nvirosense™ workflows.

Existing site camera connected to a local edge AI gateway at an active industrial loading bay.

From passive footage to operational context

Keep existing camera infrastructure and unlock the events inside it.

Most CCTV systems record what happened but leave operational value buried in footage. NviroView™ processes selected compatible streams near site, identifies configured events and sends structured context upstream without forcing every full video stream into the cloud.

Reuse

Connect compatible camera feeds and supported stream protocols.

Process locally

Run qualified models close to the monitored site.

Route action

Send structured events, alerts and selected evidence into defined operational workflows.

Wall-mounted CCTV security camera reused for edge AI vision monitoring and event detection

From frame to action

Move from camera input to filtered operational evidence.

Keep inference close to site, reduce unnecessary uplink demand and give upstream systems structured events that can be reviewed, routed and retained according to the deployment requirement.

  1. Camera input

    Receive a compatible IP, RTSP, ONVIF or USB camera feed at the site.

  2. Edge gateway

    Manage selected streams and frame sampling close to the camera network.

  3. Local inference

    Run qualified models at the configured resolution and frame rate.

  4. Filtered event

    Apply configured classification, confidence and site-context rules to the result.

  5. Workflow output

    Route an alert, API event or dashboard record when configured conditions are met.

  6. Retained evidence

    Keep selected metadata, snapshots or recordings for authorised review where configured.

Events with context

Preserve the context needed to route and review an event.

A representative NviroView™ record can bring the event source, timestamp, classification, site context, selected evidence and workflow status into one reviewable view. Available fields depend on the configured camera, model and customer process.

Representative NviroView™ event output

Structured context for configured workflows

Demonstration data
Event source
Camera 04 · Loading Bay A
Timestamp
30 Jul 2026 · 14:32 SAST
Classification
Forklift movement
Site context
Configured operations zone
Evidence
Event metadata + review snapshot available
Workflow status
Alert routed · awaiting review
Existing site camera observing separated forklift, pedestrian and controlled-access activity at an industrial facility.

Beyond security events

Connect visual events to security, safety, operations and remote sites.

NviroView™ becomes most useful when detections connect to a defined response or review workflow rather than remaining isolated inside recorded footage.

Security

Perimeter, vehicle and restricted-area events with selected review evidence.

Safety

Configured PPE, hazard-zone and vehicle-interaction events.

Operations

Queue, asset and vehicle-movement metadata for trends and reports.

Remote sites

Low-bandwidth event monitoring where continuous upstream video is impractical.

Workload before hardware

Size the gateway once the camera workload is understood.

Choose compute according to camera count, model, resolution, frame rate, environment, bandwidth and upgrade path. Vendor TOPS figures below are family upper bounds, not guaranteed NviroView™ stream capacity; final sizing requires a qualified deployment workload.

  • Camera Count
  • Model
  • Resolution
  • Frame Rate
  • Site Environment
  • Bandwidth Profile
  • Upgrade Path

Qualified Deployment Workload

These inputs inform device-tier selection below; they do not select a gateway automatically.

LoRaWAN TinyML Event Camera

LoRaWAN TinyML Event Camera

Remote event node

Remote event detection without continuous upstream video. Sends compact event metadata for farms, gates and low-bandwidth sites.

RK3576 AI Gateway

RK3576 AI Gateway

Compact pilot tier

An entry gateway for pilots and smaller camera groups running qualified models at selected resolutions and frame rates.

Hailo-8 Gateway Tier

Hailo-8 Gateway Tier

Hailo-8 · up to 26 TOPS

A low-power accelerator tier for optimised Hailo models and deployments that need an industrial gateway form factor.

Jetson Orin Nano Module

Jetson Orin Nano Module

Orin Nano series · up to 67 TOPS

A compact Jetson tier for selected multi-camera workloads where model choice, resolution and frame rate determine capacity.

Jetson Orin NX Module

Jetson Orin NX Module

Orin NX series · up to 157 TOPS

A higher-throughput Jetson tier for larger camera groups and heavier qualified models at the edge.

Jetson AGX Orin Module

Jetson AGX Orin Module

AGX Orin series · up to 275 TOPS

A high-density Jetson tier for the largest qualified edge workloads and higher aggregate inference demand.

Deploy with context

Connect camera infrastructure to a defined operational response.

Start with the camera estate, target events, evidence needs, connectivity and review workflow. Nvirosense™ can then qualify the NviroView™ gateway tier and integration path around the real site workload.