Connected policy resources
AI Policy Template Library
Navigate twelve AI governance artefacts, adapt their authority and scope, and resolve cross-document conflicts in English and Arabic.
An AI policy template library should help an organisation assemble a coherent set of operating instructions, not accumulate documents that contradict each other. The useful question is which artefact governs a particular decision, who owns it and how its instructions connect to the forms, evidence and workflows people actually use.
This resource hub provides a structured route through twelve practical governance artefacts, with original adaptation fields and sample clauses. Some are policies; others are procedures, questionnaires or decision records. Keeping those types distinct helps a Saudi organisation avoid treating a completed form as an approved policy or a policy statement as evidence that a control works.
The library supports AI governance setup and should be adapted to the organisation's authority, services and applicable requirements. The examples are drafting material for review, not statements that a particular wording guarantees compliance or certification.
Choose the artefact that matches the decision
Start with the user's task. An employee deciding whether to enter customer information needs clear acceptable-use instructions. A procurement team needs supplier questions and evidence requirements. A governance reviewer needs a record of the use, its consequences and the requested permission. Sending all three audiences the same broad AI policy creates avoidable ambiguity.
Keep a catalogue with the artefact's purpose, owner, approving authority, audience, status and controlling version. Link each document to the workflow it supports. A template that has no receiving process or accountable owner may create paperwork without changing a decision.
The NIST AI RMF governance playbook discusses connecting AI policies with organisational controls. The library structure here is an original way to make those connections explicit; it does not reproduce a standard's required document set.
Use the twelve-artifact library as a navigation map
| Artefact | Type | Use it when |
|---|---|---|
| AI acceptable use policy | Policy | Staff need boundaries for tools, information and actions |
| Generative AI employee policy | Role-facing policy guidance | Employees create, verify or share generated material |
| AI procurement policy | Policy | A purchase or renewal may introduce AI capability |
| Supplier evidence requirements | Evidence specification | A supplier must substantiate claims relevant to the use |
| Third-party risk questionnaire | Questionnaire | Reviewers need structured supplier responses and follow-up |
| Intake and review design | Procedure and intake record | A new use or material change needs routing |
| Use case classification | Internal decision framework | Review depth and route depend on consequences |
| Approval routes | Authority and procedure record | The organisation must identify who may permit a step |
| Exception management | Procedure and exception record | A temporary departure from an eligible internal requirement is proposed |
| Risk acceptance record | Decision record | Residual exposure requires an authorised judgement |
| Impact assessment | Assessment worksheet | Effects on people and service outcomes need examination |
| Incident response plan | Operating plan | A failure requires containment, investigation and controlled recovery |
The list is a navigation aid, not a requirement to create twelve separate files in every organisation. A small business may combine related material if ownership and instructions remain clear. A large enterprise may need controlled variants by business unit or sector. The number of documents is less important than the absence of gaps and conflicts between their decisions.
Set a document hierarchy before adapting clauses
Define the relationship between enterprise policy, standards, procedures, working instructions and records. Policy establishes direction and authority. A standard can specify required controls. A procedure describes how work is performed. A record captures evidence or a decision from that work. These categories should be defined in the organisation's own governance system.
Identify the controlling source when two internal documents address the same question, and establish a process for resolving conflicts. Do not assume the newest document automatically overrides an older approved policy. A team-level instruction may lack authority to change an enterprise requirement even if its date is more recent.
The enterprise AI governance policy framework provides the wider hierarchy. This library focuses on selecting and adapting the working artefacts inside it. External legal or contractual obligations need their own applicability and change process; an internal precedence rule does not remove them.
Apply a common adaptation sheet to each template
| Field | Question to resolve before approval |
|---|---|
| Purpose | Which decision or behaviour does this artefact govern? |
| Scope | Which entities, people, uses and environments are included? |
| Authority | Who approves it and which delegation supports that role? |
| Definitions | Which shared terms and state meanings apply? |
| Requirements | What must the user do, and what evidence shows completion? |
| Exceptions | Which requirements are eligible and which route applies? |
| Interfaces | Which other policies, tools or records does it depend on? |
| Operation | Who maintains it, trains users and handles questions? |
| Review | Which events or dates require reconsideration? |
| Publication | Where is the controlling version and how are old copies handled? |
Complete the sheet with actual roles and workflows. Do not leave bracketed placeholders in a document marked approved. If a question remains unresolved, keep the document in draft and identify the owner of the gap. A polished PDF does not compensate for an unnamed approval authority or unavailable reporting channel.
Use a controlled glossary for English and Arabic
Choose terms whose meaning stays stable across the library. Distinguish a proposed use from a live use, review from approval, a precondition from a continuing obligation, and an exception from risk acceptance. These distinctions affect what employees may do; inconsistent translation can change the operating rule.
Define the force of instructions. If the English text says must, the Arabic should express a requirement; if it says may subject to approval, the Arabic should preserve both discretion and the approval condition. Avoid turning recommendations into obligations or weakening obligations through a fluent but imprecise paraphrase.
Review examples as well as definitions. An Arabic example should use the same data boundary, permitted action and escalation route as its English counterpart. Assign a competent owner for resolving language discrepancies, and state which approved version or interpretation process controls until the discrepancy is corrected.
Draft clauses that connect behaviour to evidence
The following original clauses illustrate useful structure. They require adaptation to the organisation's real authority and tools before adoption. Each combines a trigger, an actor, an action and a record, so a reader can understand what to do and a reviewer can check whether it happened.
Before enabling an AI feature for a new business use, the use owner records its purpose, users, information inputs and permitted actions through the approved intake route. Existing approval for the underlying software product does not by itself authorise the new use.
A reviewer records the evidence version and the scope of their conclusion. Where required information is unavailable, the reviewer identifies the affected decision and the owner of the unresolved question rather than recording an unconditional approval.
A temporary exception identifies the requirement being varied, the authorised operating boundary, alternative control, owner and expiry. Continuation after expiry requires a new valid decision or a return to an arrangement that satisfies the applicable requirement.
These clauses are concise enough to adapt, but their implementation depends on supporting procedures. The intake route must exist, reviewers need a usable record and exception expiry must change operation. Include links to those mechanisms instead of repeating every procedural detail in the policy itself.
Worked example: twelve artefacts with conflicting change rules
Consider a fictional enterprise adapting the twelve artefacts in this library. The procurement procedure says supplier AI changes will be reviewed during the quarterly supplier meeting. The change procedure says material changes affecting data handling must be assessed before the affected use proceeds. The exception record says a temporary departure expires on its recorded date.
A supplier changes its processing arrangement while an unrelated internal control exception is active. The team initially assumes that the exception permits continued use until the next quarterly meeting. That interpretation combines three different rules and expands a narrow exception beyond its purpose.
The library owner resolves the conflict with the relevant authorities. Quarterly review remains a periodic supplier-management activity. A material processing change follows the event-based review route before the affected use proceeds as defined by that route. The exception applies only to its named requirement and boundary; it does not authorise the supplier change or extend itself to the quarterly meeting.
| Artefact | Preserved purpose | Clarification |
|---|---|---|
| Procurement procedure | Periodic supplier oversight | Quarterly review does not replace material-change handling |
| Change procedure | Review changed assumptions and authority | Supplier changes can trigger it between scheduled meetings |
| Exception record | Bounded temporary departure | No extension to unrelated changes or beyond expiry |
The repair updates cross-references, examples and the relevant user guidance in both languages. It does not merely add a sentence to one document while leaving the conflicting instruction in another. A rehearsal then asks a purchaser and an operator to handle the same scenario and explain the route they would follow.
Maintain a clause register for shared rules
Identify rules that appear in several artefacts, such as approved-tool use, material-change notification, evidence access or incident reporting. Give the controlling rule an owner and stable reference. Other documents can point to it or reproduce a controlled summary whose relationship is explicit.
A clause register should show where a rule is used, which version is current and which documents require review when it changes. This prevents a policy update from leaving an old instruction in an employee guide or procurement checklist. It also helps distinguish deliberate sector-specific variants from accidental inconsistency.
Do not centralise every sentence. Shared rules need control; examples and role-specific instructions need enough local detail to be useful. The aim is consistent authority and meaning with appropriate context, not identical wording throughout the library.
Validate templates with a case that crosses documents
Use a scenario that begins with an employee request, reaches procurement, requires classification and ends with a conditional decision. Follow the references between artefacts. Check whether the next owner, required evidence and permitted interim activity are clear at every step.
Add an exception, a supplier change and an incident. These reveal conflicts that a document-by-document editorial review may miss. Ask users to apply the clauses without help from the authors. If they reach different interpretations, revise the rule or its example before approval.
Keep the exercise record and resulting changes. It demonstrates that the library has been tested as a connected governance process, while preserving the limits of the scenarios used. It is not a certification of every future use or a substitute for checking actual control operation.
Publish one controlling version and retire stale copies
Choose where users find approved material and how drafts are distinguished. Record version, owner, effective date and review trigger. Provide a clear route for questions and errors. A library is difficult to govern if the shared-drive copy, intranet copy and emailed attachment all appear equally authoritative.
When a document changes, identify affected roles and workflows. Tell them what changed and what action is required, rather than sending a full replacement with no explanation. Keep historical versions where needed to understand earlier decisions, but mark them so they are not used as current instructions.
Connect the rollout to role-based AI training. Employees need examples relevant to their work, purchasers need evidence and contract routes, and reviewers need decision mechanics. A single generic announcement is unlikely to establish all three capabilities.
Complete a filled adaptation record for a disputed rule
Use the supplier-change conflict to test the adaptation sheet in detail. The problem is not simply that one sentence is unclear. The purchasing team controls the periodic meeting, the use owner controls the affected workflow and the authorised reviewer determines what evidence the changed arrangement requires. A workable repair must identify how those responsibilities meet without assigning a purchaser permission that their role does not hold.
| Field | Filled drafting position |
|---|---|
| Decision governed | Whether the affected use may proceed after a material processing change |
| Trigger | A reported or discovered change that may alter the approved handling of information |
| Receiving role | The use owner records the change and routes the unresolved impact |
| Periodic review relationship | The quarterly meeting tracks supplier oversight; it does not replace event-based review |
| Exception relationship | An unrelated exception retains its original scope and expiry |
| Approval gap | The organisation must identify the actual delegated authority before adoption |
The final field deliberately remains a drafting gap. An illustrative library cannot know the organisation's real delegation. Before approval, replace that gap with the valid role and its authority reference, then check that the intake form and routing tool can reach that role. Naming an executive who is unavailable to the process or lacks the relevant delegation does not complete the adaptation.
Also distinguish a supplier's announcement from confirmation that the change affects your deployment. The procedure should support recording uncertainty, obtaining evidence and applying the authorised interim boundary. It should not force an employee to state an unverified fact merely to submit a report. Once the local effect is known, preserve the initial notification and subsequent conclusion so later reviewers can understand why the route changed.
Test the fields with the person who will complete them. Ask for a realistic notification using only information available to that role, then have the receiving owner identify the next step. If both need the policy author to explain the record, revise the instructions or form options. Formal completeness is insufficient when an unresolved question does not reach someone able to address it.
Review the bilingual release as a connected change set
Prepare a release record for the group of documents affected by the repair. Identify the controlling rule, each dependent instruction, the changed meaning and the acceptance test. In the example, inspect the supplier-review procedure, change route, exception guidance and employee-facing scenario together. A correct enterprise clause is insufficient if the purchasing checklist still tells users to wait until the next quarterly meeting.
Use a side-by-side meaning check for the English and Arabic changes. Ask whether the same actor must perform the same action at the same trigger, with the same permission boundary. Pay particular attention to “before the affected use proceeds”, “may request review” and “must obtain approval”. Those phrases assign different obligations. An elegant translation that makes them interchangeable creates a substantive operating defect.
Include the form and tool labels in the release. If the document says review is pending while the workflow shows an undifferentiated completed status, a user may reasonably infer permission. Align state meanings and explain any unavoidable interface limitation through a clear operating instruction. Record which document version a completed decision used; updating the library should not rewrite the evidence attached to an earlier decision.
Test distribution through the routes people actually use. Open a saved link, an old emailed attachment and a printed procedure during the rehearsal. The first should lead to the controlling material; the others should make their historical status recognisable or be replaced through the agreed process. Retain history where it supports accountability, while ensuring it does not compete with current instructions. Release acceptance should record the affected owners' confirmation that both language versions and their dependent workflows are ready to operate.
If a dependency is not ready, do not hide the mismatch behind the publication date. Identify the effect, the portion that can operate within current permission and the owner of the remaining gap. The organisation may defer the new rule or authorise a bounded transition. That choice needs valid authority and distinguishable current and future instructions.
Keep the library small enough to maintain
Review whether each artefact still supports an actual decision. Combine overlapping material where authority and usability improve, and retain separate records where they capture distinct evidence. A large number of documents can create maintenance work without improving governance.
Assign capacity for updates when technology, organisational authority or applicable requirements change. The owner should review cross-document effects, bilingual meaning and implementation instructions together. Track unresolved conflicts as work items with owners rather than leaving users to choose whichever wording is convenient.
Discuss an AI policy template library with Open for AI using your existing policies and the decisions employees struggle to route. The useful result is a coherent, adapted and tested set of artefacts whose instructions agree and whose owners can keep them current.
FAQ
Your questions, answered.
Which AI policy templates should an organisation adapt first?
Start with the decisions and behaviours currently causing uncertainty, such as employee use, purchasing, intake and approval. Add supporting evidence and exception records where those processes need them. The library’s twelve artefacts are a navigation map, not a mandatory document count. Combine or separate material according to ownership and usability.
Are all items in an AI policy template library actually policies?
No. A useful library can contain policies, procedures, questionnaires, assessment worksheets and decision records. Label each type clearly. A completed questionnaire is evidence for a review, not an approved policy; a policy statement describes a requirement, not proof that the corresponding control operates. Keeping the types distinct prevents misplaced reliance.
Can a new team procedure override an older enterprise AI policy?
Only through the organisation’s valid authority and change process. A later date alone does not grant precedence. Define the document hierarchy, controlling source and conflict-resolution route. If the procedure exposes a genuine problem in the policy, revise the policy through its owner rather than leaving contradictory instructions for employees.
How should English and Arabic AI policy versions be controlled?
Use a shared glossary, preserve the force of requirements and conditions, and review examples for the same operating boundary. Name an owner for language discrepancies and the approved interpretation route. A fluent translation that turns review into approval or weakens a mandatory condition can change what users believe they are allowed to do.
What is a clause register for an AI policy library?
It identifies shared rules, their owners, controlling versions and the documents that reference or summarise them. When a rule changes, the register shows which guides, procedures and examples need review. It helps maintain consistent authority and meaning while allowing role-specific detail, rather than forcing every document to repeat identical paragraphs.
Does a temporary exception cover a later supplier processing change?
Only if the actual exception decision and authority cover that specific matter; an unrelated exception should not be assumed to do so. In the fictional library example, the supplier change follows its material-change route, while the exception remains limited to its named requirement and expiry. Scheduled supplier meetings do not automatically extend either permission.
How can AI templates be tested before approval?
Run a case across intake, procurement, classification and conditional approval, then introduce an exception, supplier change and incident. Have the intended users follow the references without author assistance. Compare their interpretations and repair conflicts. This tests the artefacts as a connected operating process, beyond editorial review of each document separately.
What should happen to old AI policy copies after an update?
Maintain one clearly identified controlling version, notify affected roles of the actual changes and mark historical material so it is not used as current instruction. Retain earlier versions where needed to understand past decisions. Update linked guides and training, not just the central policy file, and keep unresolved conflicts assigned to an owner.