The identification of deepfakes in relation to cloned voices and lip synchronization is a critical component of modern analysis, especially as these technologies are increasingly exploited for fraudulent purposes. With advancements in artificial intelligence, deepfakes can mimic human speech and facial movements with alarming precision. However, subtle flaws in audio patterns and visual synchronization often