Voice biometrics leverages the distinct vocal traits of an individual, such as pitch, tone, and speech rhythm, for identification, similar to how other biometric methods utilize digital fingerprints or iris scans. This technology offers significant business and operational advantages by allowing authenticating speakers across various remote platforms, which enhances convenience, efficiency, and security. One key benefit is its independence from advanced devices; it can function effectively on simple feature phones, IVR systems, or even traditional landlines. The rise in fraudulent activities, particularly account impersonations where criminals acquire a legitimate user's information to unlawfully access online banking and credit resources, highlights the urgency for such security measures. In fact, Kaspersky Fraud Prevention revealed that in 2020, half of all fraudulent transactions in the financial sector stemmed from account impersonation. In South Africa, the situation is even more alarming, with the South African Fraud Prevention Service (SAFPS) reporting a staggering 337% increase in such incidents, underscoring the critical need for robust protective technologies like voice biometrics. As the landscape of fraud continues to evolve, implementing effective identification methods becomes increasingly essential to safeguard personal and financial information.