Identity fraud is a chronic challenge that continues to transform, presenting new and complex challenges for individuals and organizations. Cybercriminals are frequently exploiting emerging technologies and patterns to compromise sensitive personal information. One notable trend is the escalating use of AI for generating fake identities. AI-powere