Voice biometric authentication has emerged as a leading the field of security. By analyzing unique characteristics embedded in an individual's voice, this technology authenticates identity with remarkable fidelity. Leveraging advanced analytical techniques, voice biometrics can pinpoint distinctive patterns in pitch, tone, and cadence to distinguis