Identity fraud is a ongoing threat that continues to transform, presenting new and complex challenges for individuals and institutions. Cybercriminals are frequently utilizing emerging technologies and trends to compromise sensitive personal information. One notable trend is the escalating use of AI for creating fake identities. AI-powered tools c