As lenders increasingly utilize voice-activated technologies, fraudsters are rapidly leveraging these channels for deceptive purposes. Voice fraud, frequently referred to as voice phishing or spoofing, involves the manipulation of voice conversations to deceive individuals into revealing sensitive information. This emerging threat is a substantial