Identity fraud is a chronic menace that continues to evolve, presenting new and devious challenges for individuals and institutions. Cybercriminals are regularly leveraging emerging technologies and strategies to violate sensitive personal information. One notable trend is the growing use of AI for generating fake identities. AI-powered systems ca