Identity fraud is a persistent challenge that continues to evolve, presenting new and complex challenges for individuals and institutions. Cybercriminals are frequently exploiting emerging technologies and trends to violate sensitive personal information. One significant trend is the increasing use of artificial intelligence for fabricating forged