All courses / AI Governance / Module 4 / Chapter 13
Learning objectives
After the lesson the participant can:
- Explain what pipelines cannot decide and which forum decides it.
- Route a decision to one of the four tiers using risk class and decision type.
- Define a stop authority and a restart rule for a system before it reaches production.
- Draft terms of reference for a forum with mandate, quorum, cadence, evidence and a sunset clause.
Key concepts
- Decision tiers
- Tier 1 pipeline gates decide routine matters; tier 2, the design authority or model risk committee, decides exceptions and precedent; tier 3, the AI governance board, decides high-risk go-live, residual risk and policy; tier 4, the management body, sets the appetite and accepts risks beyond it.
- Management body
- The board in a company, or the head of the authority with the management group. It sets the risk appetite for AI, approves the AI policy, accepts residual risks beyond the appetite it delegated and oversees whether the arrangements work.
- AI design authority
- Often a specialisation of an existing architecture board. It decides reference patterns, golden paths, sourcing choices, deviations from approved patterns and precedent-setting AI Decision Records; its output is a merged record, not minutes.
- Stop authority
- The chapter's default: the incident commander and the use-case owner may each stop a system unilaterally; restarting requires the use-case owner and, for high-risk systems, the risk function; every stop is reported to the AI governance board.
- Governance theatre
- The condition in which forums perform oversight without exercising it: approvals nobody can trace to evidence and a high-risk system whose risk acceptance nobody can find. Four rules prevent it, including a deadline after which a decision escalates.
Interactive exercises
Do them here and get feedback at once. Choose a card and then where it belongs, or drag it.
Interactive exercise 1 · Sort
Route each decision to its tier
Sort each decision into the tier that the chapter's decision-tier policy routes it to.
Interactive exercise 2 · Match
The forums and what each decides
Match each forum with the mandate the chapter gives it.
Teaching plan
| 10 min | Opening: participants list every body in their organisation that believes it has a say over AI and count how many have a mandate that names it. |
| 25 min | Teacher presentation of the European anchors in NIS 2, DORA and the AI Act, the forums and what each decides, and the decision-tier policy with its routing, escalation and consult blocks. |
| 15 min | Guided reading of Hansa Mutual's board terms of reference and decision minute DEC-2026-031: consent, recusal, conditions, dissent and review date. |
| 30 min | Exercise in groups: build a decision-rights matrix by risk class and write terms of reference for the tier 3 forum. |
| 10 min | Debrief: each group runs one recent real decision and one simulated stop at night through its matrix and reports where it got stuck. |
Discussion
- A forum that never says no deserves as much scrutiny as one that always does. What would each pattern tell you about where the real decision is taken?
- The chapter insists that a stop path inside the system it is meant to stop fails exactly when needed. Who in your organisation can stop an AI system at two in the morning, and how do you know?
- A decision never moves sideways to a parallel forum, which is how decisions disappear. Where do AI decisions move sideways in your organisation, and what rule would end it?
Written exercise
Exercise · 30 minutes
Decision rights by risk class
For your own organisation, or for Nordvik Region with its regional executive committee as the political tier, build a decision-rights matrix. Use the risk classes minimal, limited and high as columns and these decision types as rows: routine change within an approved configuration, new use case or go-live, model or provider change, exception to policy, acceptance of risk beyond appetite, stop of a system and restart after a stop. Name one decider per cell and the bodies consulted, such as employee representatives, an ethics council and the data protection officer. Then write terms of reference for the forum that decides high-risk go-live: mandate, what it does not decide, where it escalates, voting, consenting and advisory roles, quorum, cadence, the maximum age of the evidence pack and a review date.
Deliverable: A decision-rights matrix with one decider per cell and consultation points, and one-page terms of reference with quorum, evidence pack rule and sunset date.
Self-test
Choose an answer to see whether it is right, or open the answer below each question.
How does the decision-tier policy treat prohibited practices under Article 5 of the AI Act?
Show the answer
B. They are not a tier: the policy rejects them at intake and no forum may approve them
Prohibited practices are not a tier. The routing block rejects them at intake, and no forum, at any level, has a mandate to approve them.In Hansa Mutual's board terms of reference, what makes a decision invalid even if enough voting members are present?
Show the answer
D. The lack of consent from the chief risk officer
The chief risk officer is a consenting member and a required role for quorum: a decision is invalid without that consent. The data protection officer, CISO and internal audit attend in an advisory capacity without a vote.What does the chapter say about the change advisory board and model versions promoted through the pipeline gates?
Show the answer
A. Such a version is a pre-authorised standard change; the board sees only what policy routes to it
The change advisory board should not re-approve what the pipeline has evaluated. A board that reviews every prompt change will be bypassed within a quarter.