Quividi, founded in 2006, is a leading company in out-of-home audience measurement solutions based on computer vision. With over 600 customers in 80 countries, Quividi measures over 1 billion viewers per month across diverse retail segments and powers immersive and interactive campaigns for leading brands. All of Quividi's algorithms run on lightweight computing units at the edge for maximum privacy compliance. Over the years, they have evolved from "classic" machine learning techniques to include deep learning solutions powered by Intel® Distribution of OpenVINO™ Toolkit. In this session, Quividi will illustrate the challenges of building a network of measuring units. The presentation will look at some interesting case studies and dive deeper into the OpenVINO™ Toolkit to explore how it can enable a more sophisticated retail experience.