Identity fraud is a ongoing challenge that continues to shift, presenting new and complex challenges for individuals and businesses. Cybercriminals are frequently utilizing emerging technologies and trends to violate sensitive personal information. One significant trend is the growing use of AI for fabricating forged identities. AI-powered systems