Identity fraud is a ongoing challenge that continues to evolve, presenting new and devious challenges for individuals and institutions. Cybercriminals are regularly utilizing emerging technologies and patterns to breach sensitive personal information. One striking trend is the growing use of artificial intelligence for generating forged identities