Identity fraud is a chronic menace that continues to transform, presenting new and devious challenges for individuals and businesses. Cybercriminals are frequently utilizing emerging technologies and strategies to compromise sensitive personal information. One notable trend is the escalating use of AI for creating synthetic identities. AI-powered