AI now generates SOC 2 narratives, risk assessments, and audit evidence faster than humans can write them. But what happens when that evidence is fabricated? Synthetic audit is the emerging risk nobody is preparing for. This session draws from real-world compliance program management across FedRAMP, SOC 2, PCI DSS, and ISO 27001 to introduce detection techniques for AI-fabricated evidence, practical validation workflows, and a governance framework for AI-assisted compliance that maintains audit integrity without killing efficiency.