PolicyGuard is a novel approach to compliance review, transforming organizational policies into actionable, neuro-symbolic engines that assess document adherence to guidelines. This innovation addresses the limitations of large language models, which, despite their analytical capabilities, often obscure the underlying policy logic. By making this logic explicit, PolicyGuard enables easier inspection, updates, and testing of compliance decisions. The system's architecture allows for the integration of organizational policies, playbooks, and guidelines, providing a transparent and explainable compliance review process. This development is crucial as policy shifts continually create new compliance obligations, and organizations that adapt early can secure strategic advantages1. The ability to systematically review and ensure compliance with evolving policies is essential for maintaining regulatory alignment and mitigating potential risks, making PolicyGuard a significant advancement for entities seeking to enhance their compliance posture.