Identity fraud is a ongoing menace that continues to shift, presenting new and sophisticated challenges for individuals and organizations. Cybercriminals are frequently exploiting emerging technologies and trends to violate sensitive personal information. One notable trend is the growing use of artificial intelligence for fabricating fake identiti