The limits of a policy document
A policy can define principles, but it cannot resolve every operational choice. Teams need a repeatable way to classify use cases, assess risk and decide what evidence is required.
Governance as a delivery capability
Good governance gives project teams clear routes to approval, reusable controls and named decision-makers. It reduces uncertainty instead of adding a final review gate.
Different risks require different controls
A writing assistant, a candidate-ranking tool and an autonomous finance agent should not pass through the same process. Governance should scale with impact, sensitivity and reversibility.
Evidence over intention
Responsible intentions are not enough. Organisations need records of data sources, evaluation results, human review points, incidents and material changes.
Board-level visibility
Boards do not need to approve every model. They do need a clear view of material use cases, concentrated dependencies, unresolved risks and the organisation’s ability to respond when systems fail.