Identity fraud is a chronic challenge that continues to shift, presenting new and devious challenges for individuals and businesses. Cybercriminals are frequently exploiting emerging technologies and trends to breach sensitive personal information. One notable trend is the escalating use of AI for fabricating fake identities. AI-powered systems ca