Identity fraud is a ongoing challenge that continues to shift, presenting new and sophisticated challenges for individuals and institutions. Cybercriminals are frequently exploiting emerging technologies and trends to breach sensitive personal information. One significant trend is the increasing use of AI for creating synthetic identities. AI-powe