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 […]
The Real Tradeoff Between 16 vs 8 Camera AI Servers: Throughput, Accuracy, and Cost
When teams evaluate edge AI infrastructure, the conversation often starts with a simple question: “Should we go with a 16-camera server or an 8-camera server?” At first, this feels like a sizing problem. But this framing hides what actually matters. Because in video AI systems, you’re not just allocating compute. […]