Voice fraud is a growing threat, with criminals leveraging artificial intelligence (AI) to impersonate individuals' voices for malicious purposes. This complex form of deception can have critical consequences, compromising sensitive information and causing financial losses. To address this changing threat, it's vital to implement robust safeguards