The fiscal industry faces a growing threat from voice fraud. Criminals leveraging advancements in synthetic intelligence to masquerade as legitimate employees, deceiving customers into revealing sensitive data. To mitigate this changing threat, banks need to adopt robust protective strategies that go beyond established authentication methods.