Voice fraud is a growing threat, with criminals utilizing artificial intelligence (AI) to copyright individuals' voices for malicious purposes. This complex form of deception can have devastating consequences, violating sensitive information and resulting financial losses. To mitigate this changing threat, it's vital to implement robust safeguards