Identity fraud is a persistent challenge that continues to shift, presenting new and devious challenges for individuals and businesses. Cybercriminals are regularly utilizing emerging technologies and patterns to violate sensitive personal information. One significant trend is the escalating use of artificial intelligence for fabricating forged id