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Edge AI for physical inventory

Count what moves.Know what remains.

AWK TLD Vision turns the cameras you already own into a live inventory layer—detecting, counting, and alerting without sending inference away from your site.

Runs on your hardware Works with RTSP Cloud-accessible UI
Local engine online
Warehouse A · Camera 01
YOLO · LIVE
BOX · 96%
BOX · 93%
ZONE 01Tracking 5 objects
Camera processing stays on site
RTSP CAMERASBROWSER CAMERAYOLO MODELSLIVE ALERTSERP SYNC
A visible workflow

From camera feed to clear action.

A three-step operating model keeps the technical setup easy to understand and the daily experience focused on exceptions.

01

Connect a camera

Use an existing RTSP feed or the camera already connected to your computer.

02

Detect on your machine

Your local YOLO engine processes the feed close to the camera, where latency stays low.

03

Act from anywhere

The Vercel dashboard shows live counts, exceptions, and alerts through a secure Cloudflare tunnel.

Built for the shift, not the demo

All signal. Less dashboard noise.

The interface keeps live operations, exceptions, and camera controls close together so a team can understand the floor at a glance.

LIVE OPERATIONS

One view for every camera and count.

See feed health, current totals, confidence, and inference speed without moving between tools.

EXCEPTIONS

Alerts that explain what changed.

Threshold events include the camera, item, count, and time so teams know what to do next.

CONTROL

Tune each deployment.

Choose models, confidence levels, count lines, and detection classes per camera.

LOCAL-FIRST

Keep camera processing on site.

Only the interface is hosted. Your computer performs inference and stays in control of the feed.

Camera Local AI Dashboard
Your deployment, made clear

Local speed.
Public access.

Keep the YOLO backend beside your cameras, expose only its HTTPS endpoint through Cloudflare, and host the interface on Vercel.

  • No cloud GPU required for this setup
  • One backend URL to update in settings
  • Upgrade to a named tunnel when you need a stable domain
Configure the connection
INPUTYour camerasRTSP or webcam
PROCESSLocal backendlocalhost:8000
CONNECTCloudflareHTTPS tunnel
OPERATEVercel UIAny device
Ready when your backend is

Turn the feed into a decision.