Identity fraud is a ongoing menace that continues to shift, presenting new and devious challenges for individuals and organizations. Cybercriminals are regularly utilizing emerging technologies and patterns to violate sensitive personal information. One significant trend is the increasing use of AI for generating fake identities. AI-powered tools