Identity fraud is a persistent menace that continues to shift, presenting new and devious challenges for individuals and organizations. Cybercriminals are frequently utilizing emerging technologies and patterns to violate sensitive personal information. One striking trend is the escalating use of AI for creating fake identities. AI-powered systems