Identity fraud is a persistent challenge that continues to evolve, presenting new and sophisticated challenges for individuals and organizations. Cybercriminals are frequently exploiting emerging technologies and strategies to breach sensitive personal information. One significant trend is the growing use of AI for fabricating fake identities. AI-