Governance that keeps delivery moving

A privacy or security review shortly before launch may reveal a problem with data the system already depends on. The team then has to change the design under pressure or delay the release.

Bring the relevant reviewers into the work while those choices are still open. They need to understand what the system will do, whose information it will use, and what could happen if it makes a mistake. The delivery team needs a clear answer about who approves what and which evidence is required.

Match the review to the stage

During definition, identify the proposed data, intended users, and actions the system will take. Ask the appropriate legal, privacy, security, and risk owners to establish the requirements that apply. Record questions that must be resolved before testing or release.

During validation, test the proposed approach against those requirements. Include relevant failure cases and check that the team can detect and handle them. A system that prepares a recommendation may need different controls from one that changes a customer record or authorizes a transaction.

Before delivery, verify that access restrictions, review steps, logging, and support procedures are actually in place. The release decision should refer to evidence from the system being deployed.

A review may narrow the scope. It could keep a decision with a person, limit which records the system can access, or require approval before an action. Make the effect on cost and usefulness part of the revised business case.

Keep an inventory people can use

Maintain a record of the AI systems in use, including capabilities introduced through vendor products. For each one, identify the owner, purpose, users, data, permitted actions, and review history.

Use that inventory when requirements or vendor behavior change. The relevant specialists can determine which systems need reassessment. A general policy is useful only if someone can connect it to the applications the business actually runs.

Give reviewers authority and time

Name the people responsible for each type of review and agree when they will return a decision. Plan their capacity alongside engineering capacity.

Unresolved questions need an escalation path. The person accountable for accepting risk should have enough information and authority to require a change or stop a release.

After launch, assign ownership for incidents, periodic review, and changes to the system. Keeping delivery moving depends on clear decisions throughout its life, including when the answer is to pause.