AI Governance Setup Checklist

An AI governance setup checklist should test whether the organisation can make and maintain an authorised decision about a real AI use. It should ask for evidence, an accountable role and a consequence for an unresolved item. A list of policy titles with tick boxes cannot establish that a request, change or incident will reach the right person.

The checklist below is an original acceptance aid for Saudi organisations commissioning governance setup. Use it to agree scope before delivery, rehearse the resulting process and record what is ready for handover. It is not a regulatory certificate or a substitute for determining the obligations applicable to the organisation and its activities.

The NIST AI RMF Playbook provides voluntary suggested actions. This checklist translates selected operating questions into a practical acceptance exercise without representing itself as the official NIST instrument. Adapt its coverage to the work commissioned and preserve the evidence supporting each answer.

Set the boundary and completion states first

Name the entities, use categories, systems, languages and operating roles in scope. State whether the engagement includes design, software configuration, rehearsal, live operation or a combination. The checklist should not mark an implementation step complete if configuration was excluded from the work and has not been performed by anyone else.

Use explicit states: demonstrated, documented but not demonstrated, unresolved, or not applicable with a reason. Record the evidence reference and reviewer. “Not applicable” needs a scope explanation; it should not become the easiest way to clear a difficult item. A document can be accepted as a design deliverable while its operational demonstration remains pending.

Agree which unresolved conditions prevent the intended handover. Some missing details may be manageable actions after delivery; others prevent a valid approval route from operating. Make that judgement before scoring the exercise so the project does not redefine success when a difficult gap appears.

Keep a separate field for the next action, owner and decision point. The purpose is to make incomplete work actionable. A checklist that ends with several amber cells and no assigned response has described uncertainty without helping the organisation resolve it.

Check scope, inventory and ownership

Foundation checks for the agreed operating scope

Check	Evidence to inspect	Failure implication
Each included use describes a business activity	Purpose, users, sources, output and possible actions	A product name alone cannot define the permission
Purchased and embedded features are considered	Relevant subscriptions, enabled features and local use owners	The inventory may omit activities already affecting work
An accountable operating owner is available	Named role, responsibilities and absence cover	Conditions may have no person able to maintain them
Shared dependencies are identifiable	Links to platform, supplier, source and configuration records	A change cannot be traced to affected uses
Lifecycle states have a usable meaning	Proposed, trial, active, paused and retired definitions	Reporting may confuse planned permission with live operation

Test these checks on actual included uses, not only an empty register. The inventory guide provides the record design. Select cases that reveal different ownership and action boundaries; an ordinary drafting use alone may not test how the inventory handles an embedded feature or a shared component.

Where discovery is incomplete, retain a known coverage limit. Acceptance of the commissioned inventory should state what was examined and what remains outside it. Avoid converting a completed discovery workshop into a claim that every use across the company has been found.

Check intake, classification and decision rights

Decision-route checks

Check	Evidence to inspect	Failure implication
A sponsor can submit a usable request	Completed intake with questions understandable to the intended role	The route may depend on specialist knowledge the sponsor lacks
Classification changes the review route	Recorded reasoning and resulting reviewers or conditions	A risk label may have no operating effect
The decision maker has relevant authority	Delegation and limits for the specific decision	Advice or coordination may be mistaken for approval
Missing evidence leads to a defined outcome	Request for clarification, narrowed scope, hold or refusal record	Incomplete requests can become approved through silence
Disagreement and absence have a route	Alternate or escalation exercised with a representative case	The process may fail when its preferred participant is unavailable

Use intake design, classification and approval routes together. A classification worksheet is useful only if someone acts on it. The review should show how internal categories interact with the organisation's specialist applicability assessment without pretending that an internal label establishes a legal classification.

Observe what happens when the proposal changes during review. The team should identify the version being decided and which evidence must be reconsidered. If different reviewers assess different versions, an apparently complete set of approvals can fail to authorise any single coherent activity.

Check policies, evidence and operating conditions

Checks connecting approved rules to daily operation

Check	Evidence to inspect	Failure implication
Staff can find the current applicable instruction	Access using an ordinary user's account or permitted equivalent demonstration	Publishing a document may not make it usable
Evidence supports the actual claim	Source, date, scope, configuration and verification status	A general supplier statement may be overextended
Approval conditions have owners and closure criteria	Condition record linked to the operating decision	A conditional approval may be treated as unconditional permission
Human review occurs before the relevant consequence	Demonstrated workflow, source access and reviewer authority	A nominal reviewer may only see an action after it occurs
The fallback is available and understood	Exercise of the permitted manual or alternative route	Users may improvise an unapproved substitute when AI fails

A checklist should distinguish written rules from their enforcement. If the policy prohibits automatic sending, inspect whether the configured application can still send through another path. If a manual review is required, ask the reviewer to explain what evidence they inspect and what they do when it is missing.

Keep the evidence collection proportionate. An authorised demonstration can establish access without distributing sensitive records to the whole project. When actual operating evidence is required, define its handling and preserve the limit of what the sample can show.

Check changes, exceptions and incidents

Checks for events after initial approval

Check	Evidence to inspect	Failure implication
A material change reaches the correct reviewers	Changed source, user or action scenario and resulting route	Approval can remain attached to an obsolete boundary
A temporary exception expires meaningfully	Expiry owner, continuation decision and operating consequence	Temporary permission can become indefinite by neglect
An uncertain incident report is accepted	Reporter exercise and receiving-team response	Staff may wait for proof while exposure continues
Pause and recovery authority are distinct and usable	Containment and resumption exercises with relevant owners	A technical restart may bypass the required decision
Retirement removes continuing dependencies	Access, scheduled actions, retained records and owner handover	A retired label may leave active connections or obligations

For detailed operating design, use the change-trigger guide and incident plan. In the acceptance exercise, the aim is to demonstrate the route and responsibilities included in the scope. Do not claim that a tabletop has tested every production control or every possible incident.

Choose events that challenge the actual arrangement. A supplier update, an unavailable owner and an expired exception can expose different weaknesses. Keep the exercise controlled and use synthetic or appropriately prepared material where real content is unnecessary.

Worked example: an attendee-enquiry assistant changes its source

Consider a fictional event organiser establishing governance for an assistant that drafts answers to ticket enquiries. The permitted task uses the current published ticket conditions and does not issue refunds or alter bookings. An employee reviews the draft and uses the existing customer-response process.

During the checklist exercise, the team introduces a revised cancellation rule with a different effective date. The original source remains in the collection. The question is whether the change is identified, the authoritative version established and the relevant permission and evaluation evidence reviewed before staff rely on the new answers.

The intake and source owner work correctly, but the employee cannot access the current instruction referenced in the approval record. The team therefore marks that item documented but not demonstrated and assigns an access repair. It does not mark the whole process complete because the policy exists in the project folder.

A second exercise removes the usual decision maker. The alternate can approve the source-version correction within the defined delegation, but cannot enable automatic refunds. This shows why absence cover must preserve authority limits. Successful handling of the source change should not be recorded as permission for a different action capability.

After the access repair, the employee repeats the relevant task and can locate the current instruction, identify the applicable conditions and escalate an ambiguous booking. The acceptance record cites that demonstration and preserves the still-excluded refund capability. It does not claim that every future customer enquiry will be answered correctly.

Turn the checklist into an acceptance record

For each item, retain the state, evidence reference, test date, participant or reviewer, finding and next action. Link the record to the agreed scope version. If a check is removed because the scope changes, preserve the decision and rationale rather than deleting the inconvenient row.

Record a capability-level conclusion: ready for the defined handover, ready with specified conditions, or not ready for the intended operating step. Explain the unresolved items and their consequences. Avoid a simple percentage that allows many easy checks to offset one missing authority or unavailable stop control.

Distinguish delivery acceptance from permission to launch a particular AI system. The governance process can be accepted while the system still needs technical evaluation or other specialist conditions. Conversely, a working application does not prove the organisation has a sustainable review and change process.

The client and delivery team should agree who accepts the setup and who owns continuing actions. An adviser can prepare and demonstrate the arrangement, but the organisation must adopt the relevant roles and decisions through its own authority. A signature from the project manager cannot stand in for every reserved approval.

Run a challenge set before signing the acceptance record

A checklist becomes more useful when the sponsor chooses a small challenge set that crosses several checks. For the attendee-enquiry assistant, use a normal source correction, an unavailable approver and a request to expand the assistant's action. Record the expected route before running the exercise, so the team cannot redefine success after observing a convenient result.

In the normal correction case, supply a revised cancellation rule with an effective date. The source owner should identify the authoritative version, the reviewer should understand when it applies and the employee should reach the current instruction. This tests several connected responsibilities while preserving the distinction between the source being approved and the user being able to apply it.

For the unavailable-approver case, ask the alternate to decide the permitted source correction using the evidence available through their actual access. The alternate's name in a responsibility map is insufficient if they cannot view the relevant rule or their delegation excludes the requested decision. Record the exact failed step and the condition it affects.

For the expansion case, request automatic refund execution. The original assistant only drafts reviewed replies, and the alternate's source-correction authority does not cover refund execution. A successful route recognises the new action, identifies the necessary assessment and reaches the appropriate decision authority. It does not need to approve the expansion to pass the exercise.

Acceptance observations for the illustrative challenge set

Scenario	Useful observation	Acceptance consequence
Cancellation-rule correction	Users can find and apply the version effective for the enquiry	Evidence for the defined source-update route
Usual approver unavailable	The alternate can access evidence and act within their delegation	Evidence for absence handling, or a precise gap to repair
Automatic refund requested	The team recognises the action exceeds the existing permission	Evidence for escalation without granting an unsupported expansion

Use the observation record to separate an execution problem from a design problem. An incorrect access setting may be repaired without changing the delegation. A delegation that never included the required decision needs an authority decision. The corrective owner and acceptance evidence will differ, even though both problems initially appear as a failed exercise.

Retest the affected route after correction and identify any related checks that may have changed. Repairing the alternate's access should not grant broader access to unrelated attendee information. Inspect the relevant boundary as part of the correction, and retain the original result alongside the retest rather than overwriting the failure.

Also test the handover location. Ask the receiving owner to retrieve the current checklist, the evidence references and the unresolved-action list without using the designer's personal folders. If the only complete record is held by the external team, the client has not yet received the capability to maintain the result independently.

The sponsor can then make a precise acceptance statement: which routes were demonstrated, which deliverables were received, which limits remain and who owns the next evidence step. A launch decision for a specific AI use may still require its own conditions. Keeping that distinction in the signed record prevents a general project acceptance from becoming unintended permission for every use mentioned during the engagement.

Maintain the checklist after the engagement

Use completed operating cases to check whether the demonstrated route survives ordinary work. Revisit the relevant items after organisational changes, material supplier updates, new action authority or evidence of bypass. The checklist should evolve through versioned decisions, not through casual edits that erase what earlier acceptance meant.

Keep it focused. Add a check when it addresses a real gap, applicable requirement or changed scope. Remove duplication through a recorded decision when another control supplies the same evidence more clearly. A growing checklist is not automatically improving governance if it becomes too difficult for the responsible roles to use.

Discuss a governance setup acceptance exercise for your organisation with Open for AI. Bring the proposed scope, the decision roles and a case likely to challenge the process. The result should show what your team can actually operate, what remains unproven and what action will resolve the remaining conditions.