The proliferation of convincing deepfakes presents a growing threat to trust across various sectors, from news to entertainment. Advanced AI analysis technologies are rapidly being deployed to counteract this challenge, aiming to separate genuine content from artificial creations. These systems often utilize intricate algorithms to examine subtle a