Voice biometrics is becoming mainstream as a robust and secure authentication method. This technology leverages the unique characteristics of an individual's voice to verify their identity. By analyzing parameters such as pitch, tone, and cadence, voice biometric systems can efficiently distinguish between genuine voices and imposters. Moreover, v