UK NCSC Issues Guidance: '10 Questions to Ask When Using AI Models to Find Vulnerabilities'

The UK National Cyber Security Centre (NCSC) published guidance on May 11 titled '10 Questions to Ask When Using AI Models to Find Vulnerabilities.' The document provides a checklist for security teams considering or already deploying AI-assisted vulnerability scanning and discovery. The guidance covers practical considerations for using AI (particularly large language models) in offensive security and vulnerability research workflows.

As AI adoption in security operations accelerates, defenders need guidance on how to evaluate and govern AI-assisted security tooling safely. The NCSC guidance bridges the gap between the hype around AI-powered vulnerability discovery and the practical risk management needed to deploy such tools responsibly. It acknowledges that AI can find classes of vulnerabilities (especially semantic/logic flaws) that traditional scanners miss, but also introduces new operational and security risks if not governed.

Security teams deploying AI-assisted vulnerability discovery tools should reference NCSC guidance to audit their implementation. Compliance teams should use this as a baseline for AI governance in vulnerability management programs. Consider incorporating NCSC checklists into procurement criteria for security tools that leverage AI.