AI hallucinations are emerging as a significant security threat as these false but confident outputs from language models can lead security teams to take incorrect actions or trust flawed information. The problem is compounded when AI tools are integrated into security workflows, where hallucinated responses about vulnerabilities, code fixes, or threat assessments could create real-world exploits. Organizations are now grappling with how to validate AI-generated security recommendations before implementing them in production environments.