Voice fraud represents a major concern to the stability of financial operations. Increasingly sophisticated criminals are leveraging voice recognition technology to mimic legitimate users, allowing them to conduct unauthorized transfers . This developing tactic bypasses traditional security measures, potentially leading to significant financial set