Identity fraud is a chronic menace that continues to evolve, presenting new and devious challenges for individuals and businesses. Cybercriminals are frequently exploiting emerging technologies and strategies to violate sensitive personal information. One significant trend is the growing use of artificial intelligence for generating fake identitie