The proliferation of realistic deepfakes presents a significant threat to trust across various sectors, from news to the arts. Novel artificial intelligence analysis technologies are rapidly being developed to mitigate this challenge, aiming to distinguish genuine content from artificial creations. These systems often employ advanced algorithms to