Google’s SAIF reframed AI security as operational controls, not just model research
Google introduced the Secure AI Framework (SAIF) in June 2023 as a conceptual security framework for AI systems, explicitly mapping AI-specific threats (e.g., model theft, data poisoning, prompt injection, and training-data leakage) to familiar security disciplines such as secure-by-default infrastructure, detection and response, automation, consistent platform controls, continuous testing/feedback loops, and end-to-end risk assessment. While SAIF is not a standard, Google positioned it as a bridge between traditional security programs and emerging AI risks, and tied it to ongoing industry work including NIST’s AI Risk Management Framework and ISO/IEC 42001. Read more