As financial institutions increasingly deploy voice-activated technologies, malicious actors are rapidly leveraging these systems for deceptive purposes. Voice fraud, dubbed voice phishing or spoofing, utilizes the manipulation with voice interactions to con individuals into disclosing sensitive credentials. This growing threat represents a major c