The expansion of online video platforms has caused a significant increase in the demand for in-depth video review. Brands and promoters are now keenly seeking insights into audience behavior, engagement metrics, and overall effectiveness. Cutting-edge systems are appearing to help analysts decipher complicated statistics and improve content approac