AI governance policies that reach the execution path

Start with a decision the organisation owns

A useful AI policy states what a system may do, with which information, and who remains responsible. It should be possible to trace those rules from the written scope to the application, its tools and its operating process.

Begin with one workflow. Identify its owner, approved sources, permitted outputs and consequential actions. Distinguish preparing a recommendation from sending a message, changing a record or operating equipment.

Put controls outside the prompt

A system prompt can describe a task. It is not an authorisation boundary. Applications and tools need to check the authenticated user, organisation, workspace and requested operation before returning data or making a change.

• Give each tool only the access its task requires.
• Restrict model destinations and define what happens when an approved route fails.
• Require an authorised reviewer where the workflow needs approval.
• Treat retrieved documents and messages as information, not instructions that can grant access.

Test the decisions that should be refused

Include missing identity, another tenant's record, a revoked permission, an unsupported tool and an expired approval in the evaluation. Check that failures stop safely and give the operator a useful explanation. A successful demonstration alone does not show that these boundaries work.

Retain the evidence required for review: relevant source references, system versions, policy decisions and action results, with appropriate access and retention. Avoid collecting sensitive content simply because logging is available.

Apply the policy to a bounded workflow

NeuroCluster brings approved information, configured agents and reviewable evidence into an enterprise workflow. The engagement defines the integrations, enforcement points and operating responsibilities to validate. See agents and human control and the trust review.

Use the findings to decide whether to expand, change the design or keep a task manual. No policy document or platform choice alone establishes regulatory compliance.