Identity fraud is a persistent threat that continues to transform, presenting new and complex challenges for individuals and institutions. Cybercriminals are frequently leveraging emerging technologies and strategies to compromise sensitive personal information. One notable trend is the increasing use of AI for creating synthetic identities. AI-po