The financial sector is steadily grappling with a pernicious form of deceit: voice fraud. This underhanded practice involves criminals impersonating legitimate representatives of institutions to convince customers into transferring sensitive data or money. The proliferation of convincing artificial intelligence technologies, combined with readily a