Video Analytics and Machine Vision
Retail chains run shopper counting, dwell-time measurement, queue detection, and shelf monitoring on cameras deployed across hundreds of stores. Raw video streams from every store to the nearest metro edge GPU cluster. Inference extracts structured events — shopper counts, heat maps, stockout alerts — and ships only the events to the central cloud. Bandwidth drops 99% compared to streaming raw video, and decisions return to store displays in real time.
Manufacturing plants run machine vision quality inspection on the production line. Cameras stream to an edge GPU node via Private 5G. Defect detection inference completes within the conveyor cycle. Bad parts divert before reaching packaging. The same reference architecture covers public safety video analytics — see the CISA guidance on video surveillance privacy.
Retail Solutions

