Identity fraud is a persistent challenge that continues to transform, presenting new and sophisticated challenges for individuals and businesses. Cybercriminals are frequently leveraging emerging technologies and strategies to breach sensitive personal information. One notable trend is the growing use of artificial intelligence for generating fake