Identity fraud is a chronic challenge that continues to evolve, presenting new and complex challenges for individuals and organizations. Cybercriminals are frequently utilizing emerging technologies and patterns to compromise sensitive personal information. One notable trend is the increasing use of artificial intelligence for generating fake iden