Deepfakes, synthetic media that replicates human appearances and voices with unnerving realism, pose a significant threat to trust. As deepfake technology evolves at a rapid pace, the need for advanced detection software becomes essential. Novel sophisticated systems utilize complex algorithms to analyze subtle anomalies in visual cues that often