Our company recognizes a pivotal shift in video technology, moving from passive recording to active scene understanding powered by AI. We highlight how traditional video systems mainly store footage for compliance or forensic purposes, often underutilizing a rich source of operational data. By harnessing advanced AI, particularly scene understanding, we enable businesses to interpret and query video footage, transforming it into an actionable dataset. This allows enterprises across retail, manufacturing, logistics, and security to gain real-time insights into behaviors, safety, and operational efficiency. Enabled by maturing computer vision and edge computing technologies, our approach redefines video from mere documentation to a strategic tool, empowering leaders to unlock valuable intelligence that drives better decisions and a competitive edge.