Topic
edge ai
2 pieces on this topic.
report
Object Detection Resolution vs Latency: What Our 5,000-Image Test Found
Measured YOLO11 accuracy and p95 latency at 320, 480 and 640 pixels on Apple M4 Pro, plus Cloud Run L4 deployment evidence.
guideEdge or Cloud: How to Decide Where Vision Should Run
A decision framework for where inference belongs — latency budget, connectivity, data-movement restrictions, camera count and maintenance burden — with the questions that settle it.
Start with a call, then a costed plan
Thirty minutes on the problem, the site and the constraints. If it looks like a fit, the next step is a four-week AI Pilot at a fixed price, with acceptance criteria signed before any code is written.