How to Convert Existing CCTV Cameras into an AI-Powered Monitoring System Without Replacing Your Infrastructure
Most businesses already have CCTV cameras installed across their facilities. Whether it’s a manufacturing plant, warehouse, retail outlet, office, hospital, or construction site, these cameras continuously record hours of footage every day. Yet, despite this extensive surveillance network, many organisations still rely on manual monitoring or post-incident video reviews, limiting […]
What Happens Before AI: The Overlooked Engineering Behind Video Stream Normalisation
Introduction: The Part Nobody Talks About When people discuss video AI, they jump straight to: But in real deployments, the biggest problems happen before the model even sees a frame. And the reason is simple: Raw video streams are messy, inconsistent, and fundamentally unreliable inputs for AI. What sits between […]
What Does “Real-Time” Actually Mean in Video AI? Understanding FPS vs Actionability
“Is it real-time?” It’s usually one of the first questions asked when evaluating a video AI system. And almost every time, the answer is a confident yes. But if you’ve ever worked with these systems beyond a demo, inside a factory, a warehouse, or even a busy retail floor, you […]