Event Density vs Video Duration: A Better Way to Measure ROI in Video Analytics
Most video analytics conversations start with numbers that feel logical—but don’t actually tell you much. “How many cameras are we running?”“How many hours of video are we processing daily?”“What’s our total storage footprint?” These metrics are easy to quantify, easy to present, and easy to scale. But if you’ve spent […]
From DVR to Cloud NVR: What Actually Changes in System Architecture and Cost?
Introduction: It’s Not Just an Upgrade, It’s a System Shift Many teams think moving from DVR to Cloud NVR is a simple upgrade. Better storage.Remote access.More flexibility. But that’s a surface-level view. In reality, this transition represents a fundamental shift in how surveillance systems are designed, operated, and scaled. If […]
How CPU-Optimised AI Models Are Redefining Cost in Video Analytics Systems
Introduction: The GPU-First Assumption Is Being Challenged For years, the default belief in video analytics has been simple: If you want performance, you need GPUs. This assumption shaped: But as deployments scale, teams are running into a hard constraint: GPU-driven systems are powerful, but they are expensive, rigid, and often […]