Topic
deployment
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.
guideWhy Vision Projects Fail on the Floor, Not in the Model
Six ways industrial vision deployments fail after a successful proof of concept — lighting, mounting, class definitions, changeovers, integration and ownership — and how to catch each one during the survey.
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.