Control Patterns

Policy-grounded guidance

Ensuring every AI-generated recommendation or answer is explicitly grounded in documented organizational policies, with citations to the specific policy section that supports the guidance.

Why it matters

When AI gives advice without citing policy, users can't verify whether the advice is correct, and the organization can't ensure consistency. Policy grounding turns AI from an opinion machine into a reference system that strengthens compliance rather than undermining it.

Where it shows up

finance

Invoice exception flags cite the specific expense policy section that was violated. Reviewers can immediately verify whether the flag is correct without re-reading the entire policy.

hr

Manager guidance always references the relevant policy section. When a manager asks about leave, the answer cites the leave policy, not general knowledge about employment law.

procurement

Intake routing decisions reference threshold rules and category definitions. Stakeholders can see why their request was routed to a specific process track.

Common mistakes

  • Grounding on outdated policy documents that haven't been updated
  • Citing policy at a document level instead of a section level
  • Treating policy grounding as optional for 'simple' questions
  • Not providing a mechanism for policy owners to update the source documents

Signals that a workflow needs this pattern

  • The function is regulated or compliance-sensitive
  • Inconsistent interpretation of policy is a known organizational problem
  • Multiple people give different answers to the same policy question
  • The organization has invested significantly in documenting policies but struggles with adoption