Blog / AI Live Insight
AI Live Insight
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Agentic AI for Manufacturing Investigations
Strip the vocabulary away and an investigation is a procedure: something happened, so gather what is known about it, from the systems that know, in a ...
September 1, 2026
Deploying a Low-Latency Surveillance Pipeline: An Architecture Guide
"Real-time" is one of those phrases that gets used loosely, and in a video analytics pipeline it hides a lot of engineering. A detection is not ...
July 15, 2026
Choosing a GPU for Real-Time Video Analytics
Capacity planning tells you how many GPUs a deployment needs. This is the other half of the question: which GPU to actually buy. It deserves its own ...
July 15, 2026
GPU Capacity Planning for Real-Time AI Video Analytics
Ask a vendor how many cameras their AI runs on one GPU and you will usually get a single confident number with no conditions attached, which is the ...
July 15, 2026
On-prem vs Cloud for Real-Time AI Video Analytics
For most software written this decade, the cloud is the default and running your own hardware needs a justification. Real-time video analytics ...
July 15, 2026
Camera Edge Processing vs Server-Based Processing: The Real Trade-offs
There are two honest places to run AI on a video feed, and the choice between them shapes almost everything else about a deployment, its cost, how it ...
July 15, 2026
Camera-Agnostic AI Video Analytics: Add AI to the Cameras You Already Own
The most consequential decision in a central video analytics system is one that rarely makes it into the requirements document: whether the ...
July 15, 2026
Network and Bandwidth Design for Large Camera Fleets
The GPU gets all the attention in a real-time video analytics deployment, and the network quietly runs out first. It is an easy oversight, because a ...
July 15, 2026
Pulling Live Streams From Your VMS into AI: Integration Patterns That Work
Adding AI to an existing camera estate comes down to one unglamorous problem: getting a copy of the video out of the video management system you ...
July 14, 2026
Scaling Live Surveillance to Thousands of Cameras: What Actually Breaks
Scaling a real-time video analytics deployment is not one smooth curve where everything simply gets bigger. It is a series of different walls, each ...
July 14, 2026
Real-Time AI Video Analytics at Scale: The Systems Engineering Guide
Walk through almost any operation that runs at size and you find the same imbalance. A manufacturing plant covers its lines, docks, and perimeter ...
July 14, 2026
AI Video Analytics for Manufacturing
Every manufacturing plant built in the last two decades carries two parallel nervous systems that have never been introduced to each other. The first ...
February 3, 2025