Identity fraud is a chronic threat that continues to shift, presenting new and complex challenges for individuals and organizations. Cybercriminals are regularly utilizing emerging technologies and patterns to breach sensitive personal information. One notable trend is the escalating use of artificial intelligence for creating synthetic identities