Voice fraud, also known as speech fraud, represents a serious and emerging challenge for banks . This dishonest practice involves criminals replicating a legitimate customer's voice to authorize transactions, often bypassing traditional authentication methods . The surge in sophisticated AI technologies has made it simpler for perpetrators to creat

In an era where data security is paramount, traditional authentication methods are increasingly falling short. Biometric voice authentication emerges as a potent tool to bolster access protection. Leveraging the unique characteristics of our auditory patterns, this technology offers a high level of precision in verifying user identity. By analyzing