The growth of online video platforms has resulted in a significant jump in the demand for thorough video analysis. Brands and advertisers are now eagerly seeking understandings into audience behavior, engagement metrics, and general performance. Cutting-edge systems are emerging to enable professionals understand complicated statistics and optimize