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. […]
Why 4 FPS Can Be Enough (And When It Isn’t) in Industrial AI Monitoring
Introduction: The Obsession With Frame Rate In most video AI discussions, higher frame rates are treated as inherently better. 30 FPS feels standard.15 FPS feels acceptable.Anything lower starts raising eyebrows. So when someone suggests that 4 FPS might be enough, the immediate reaction is: “That can’t be reliable.” But in […]
Why Cloud NVR is More Than Storage: It’s the First Step Toward AI-Driven Surveillance
If you walk into most control rooms, you’ll see something interesting. Multiple screens. Multiple camera feeds. Someone occasionally scrubbing through footage. And despite all the technology in place, the system is mostly being used in one way: to look backward Something happened → find footage → review → move on. […]