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Cover image for Your Cameras Are Streaming. Is Anyone Actually Watching?
Yash Tandon
Yash Tandon

Posted on Originally published at antmedia.io

Your Cameras Are Streaming. Is Anyone Actually Watching?

IP cameras are easy to deploy. Paying attention to them isn’t.

On a site with dozens of cameras, a helmet miss, restricted-area entry, or fall can last a few seconds. Most footage is noise. The real job isn’t recording everything—it's surfacing the few moments that need a human.

That’s where Ant Media Server + AIVision comes in.

Cameras ingest into AMS (WebRTC / HLS / LL-HLS, recording, scale). AIVision samples frames from those live streams and asks a vision model things like:

> “Is anyone not wearing a safety helmet?”

No need to analyze 30 fps. A frame every few seconds is often enough. Results are attached to the stream and timestamp so your app can alert and highlight the right camera.

It can also stay on-prem—video doesn’t have to leave your network for AI.

The same pattern works for construction, factories, warehouses, retail, and security: PPE, smoke/fire, intrusion, queues, and more.

Full deep dive (architecture, on-prem setup, use cases):
👉 From IP Cameras to AI Video Surveillance

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