Identity fraud is a persistent menace that continues to evolve, presenting new and complex challenges for individuals and organizations. Cybercriminals are regularly exploiting emerging technologies and trends to violate sensitive personal information. One significant trend is the increasing use of AI for creating synthetic identities. AI-powered