Voice authentication has emerged as a powerful security measure, leveraging the unique characteristics of an individual's voice to verify their identity. Integrating biometric voice authentication into systems offers enhanced defense compared to traditional methods like passwords or PINs, which can be easily compromised. By analyzing various vocal