AACF
Governance & Accountability ยท GOV-08

Policy compliance and exceptions

Compliance with the AI policy is monitored, and exceptions are requested, approved, recorded and reviewed.

Why it matters

A policy nobody checks is advice. Recorded exceptions also show where the policy is out of step with real need, which is the best input to its next revision.

Levels
0 AbsentConfirmed absent: the evidence shows nothing is in place. Not known is recorded as insufficient evidence, not 0.
1 InitialCompliance is not checked; exceptions happen informally or unseen.
2 DevelopingCompliance is checked occasionally or after problems; exceptions are agreed verbally or by email without a record.
3 DefinedCompliance with the AI policy is checked on a defined basis, and exceptions go through a recorded process with approval, expiry, risk and treatment.
4 ManagedCompliance results and exception trends are reported to the oversight forum, and repeat exceptions trigger policy review.
5 OptimisingMonitoring is largely built into tools and processes, and exception data routinely improves the policy.
Level 3 criteria

Level 3 is met when every applicable criterion is met. Criteria marked with an overlay apply only to organisations with that characteristic (overlays).

  1. GOV-08.1 Compliance with the AI policy is checked on a defined basis.
  2. GOV-08.2 A recorded exception process, with approval and expiry dates, is in use.
  3. GOV-08.3 Each exception record states the exception's risk and its treatment.
Assessment questions
  • How do you know whether the AI policy is being followed?
  • If someone needs to do something the policy does not allow, what happens?
Evidence an assessor would expect
  • Compliance check records or reports
  • The exceptions register, with approvals and expiry dates
How to reach Level 3
  1. Decide how compliance with the AI policy will be checked, such as an annual sample of uses and a self-declaration by owners, and how often.
  2. Set up an exception process in which each request records the risk, the treatment, the approver and an expiry date.
  3. Keep an exception register and review exceptions before they expire, either closing, renewing or escalating them.
  4. Report compliance findings and open exceptions to the oversight forum (GOV-04).

Common pitfalls

  • Granting exceptions with no expiry, so they become permanent policy by the back door.
  • Checking compliance only when something goes wrong.

Starter artefacts

  • Policy compliance check plan
  • Exception request form and register
Ownership and sequence
Accountable
ai governance lead
Contributors
risk lead, security lead
Depends on
GOV-01, GOV-04
Roadmap step
3
Lifecycle
operate
Cross-references
AI Cyber Security Code of Practice7.2 partial
ISO/IEC 4200110.1 partial; 10.2 partial
JSP 936 Part 1para 13 partial; para 18 direct; para 189 partial
MITRE AI Maturity ModelP1.1 direct; P2.3 direct
NIST AI RMF 1.0MEASURE 1.2 partial
UNESCO AI Maturity Framework5.1 partial; 5.4 partial

direct: this control at Level 3 meets the item. partial: it covers part of it.