Edge AI Deployments

Edge AI Deployments

What Your Edge Pipeline's Latency Hides About Real-World Reliability

You have a 99th-percentile latency of 47 milliseconds. Dashboard looks clean. Ops is happy. But on day 23 of continuous inference, the camera feed sta...

Edge AI Deployments

The Unspoken Constraint of Edge Deployments: Power, Not Processing

You have been lied to by spec sheets. Not maliciously, but quietly. Every edge board vendor publishes TOPS, MACs, and inference latency—numbers that m...

Edge AI Deployments

Choosing Edge Hardware Without Falling for Peak Performance Claims

You have a deadline. Your staff needs to pick edge hardware for an AI model that must run at 30 frames per second, under 10 watts, in a box that will ...