ERW CommandRegulator

THE INTELLIGENT REGULATOR LEADERSHIP PROGRAMME

Put judgement where it belongs.

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15-Session Programme · 25 Minutes Per Day · Free · For regulators and regulated companies in Nigeria’s petroleum industry
WEEK 3 OF 3 · TRUST, COLLABORATION AND THE LEADERSHIP GAME PLAN · SESSIONS 11–15 · WORK AT YOUR OWN PACE
This week’s assessments: Pop Quiz 3 — Recourse, Governance and Controlled Autonomy after Session 13 · Practice Exam 3 — Full Syllabus after Session 14 · Final Exam in Session 15
By Session 15: you hold a signed 90-Day Regulatory AI Plan for your own organisation · Every assignment marked against a published rubric · Pass mark 70
Part Three · Intelligence in Regulatory PracticeSESSION 11
Gas Markets and Downstream Consumer Protection
Session 11 of 15 · 25-Minute Module

Why This Matters

Somewhere in your organisation a complaint, supply dispute or quality concern is sitting in a queue, and the person who raised it does not know what happens next. This session is about recourse: how a consumer, customer or counterparty is heard, the evidence that decides their case, and the honesty of what they are told while they wait. Chapter 11 is written around gas and downstream markets, but its discipline travels. It keeps four things apart that are easily merged: an operational constraint and possible misconduct, a complaint and a confirmed breach, a pattern and a finding, an acknowledgement and a resolution.

25-Minute Module
5:00 – 11:00
Treat gas as a chain of dependent decisions
  • Upstream availability, processing, transport, nominations, balancing, delivery and payment are different events, like handovers in a relay: a dropped baton at one handover tells you nothing about the others. The regulator needs evidence about the relevant boundary and rule, not only a national total.
  • AI can compare nominations, deliveries and reported constraints and flag inconsistencies. Engineers and market specialists assess pressure, quality, capacity, contractual context and access arrangements. A system should not issue curtailment instructions or reinterpret rights from a forecast alone.
  • THE DOCTRINE

    Establish comparable periods and bases before comparing reported deliveries. Keep contractual and regulatory questions distinct and assign each to its proper route.

  • INSIDE THE REGULATOR · THE WORKED CASE
    • Inside the regulator. A fictional downstream supervision team receives an industrial customer's delivery complaint. It retains nominations, operating constraints, measurement records and the commercial documents. AI assembles the index and flags mismatches; specialists decide what the records establish, what remains uncertain and which party supplies the next evidence.
    AT THE COMPANY · THE PARALLEL
    • At the company. A fictional gas supplier answering the same complaint assembles the same four record classes on the same basis and period, and separates the contractual question with its customer from the regulatory question. The same loop seen twice: both sides should be able to name the same outstanding piece of evidence and the party who owes it.
If nobody can say which party supplies the next piece of evidence, the case has no next step.
16:00 – 21:00
Make recourse understandable, then judge the whole response
  • The NMDPRA support service publicly offers general enquiries, licence support, consumer-affairs assistance and whistleblowing channels. That AI could assist routing and acknowledgement there, subject to proper design and authorisation, is an author recommendation, not a claim about the service's current implementation.
  • Tell the complainant whether the matter is received, awaiting evidence, under review or determined, and explain the next step in ordinary language. Provide human escalation for material uncertainty and accessibility needs. A chatbot that restates policy without resolving the case creates friction, not service.
  • EvaluateWhat the book asks
    MeasureCorrect routing, response time, unresolved age and the quality of the outcome
    TestUnclear language, duplicate reports and urgent conditions
    Check fairnessWhether some users receive poorer responses because their writing or language differs from the training examples
    Refuse to claimSuccess merely because automated acknowledgement is fast
  • A long but necessary technical investigation should be explained, not hidden behind reassuring automated updates. For a company, the same rule governs what you tell a customer or counterparty.
Read your last five status messages as the complainant would. Could they say what happens next?
Key Terms

Analytical pattern

A regularity found in data, such as similar or simultaneous price changes; it may justify further inquiry but is not a legal finding.

Complaint status

The plain-language position of a matter (received, awaiting evidence, under review or determined) with the next step explained.

Self-Check — Before You Submit
1. A market-monitoring model shows that several fictional retailers changed prices on the same day. A director proposes announcing an investigation into collusion. What should you do first?
  • A. Announce the investigation, because the pattern is strong
  • B. Treat the pattern as a question: record comparison group, source, period and alternative explanations, and route any competition question to the applicable legal test
  • C. Ask the model to rank the retailers by likelihood of collusion
  • D. Close the matter, because simultaneous changes are always explained by common costs
B. Treat the pattern as a question: record comparison group, source, period and alternative explanations, and route any competition question to the applicable legal test — Similar or simultaneous prices can result from common costs, logistics, policy or market conditions, so a pattern justifies inquiry, not an accusation. Closing it automatically is the opposite error: the chapter keeps both possibilities open.
2. Several consumers describe the same apparent product problem in similar words. What does the complaint classification establish?
  • A. That the product failed its specification
  • B. That the supplier is responsible
  • C. Nothing of use; similar wording is noise to be filtered out
  • D. A pattern around a product, location or period that may warrant examination; quality needs sample identity, sampling method, laboratory result and chain of custody
D. A pattern around a product, location or period that may warrant examination; quality needs sample identity, sampling method, laboratory result and chain of custody — Classification cannot establish quality from language alone, yet several credible reports may reveal a serious issue. Saying it shows nothing ignores the pattern's value in directing attention.
3. A new complaints assistant acknowledges every complaint within a minute. The sponsor wants to report the service as a success. What is the right test?
  • A. Correct routing, response time, unresolved age and outcome quality, tested with unclear language, duplicates and urgent conditions
  • B. Acknowledgement speed, because it is what complainants notice first
  • C. The number of complaints the assistant handled
  • D. Customer satisfaction with the acknowledgement message
A. Correct routing, response time, unresolved age and outcome quality, tested with unclear language, duplicates and urgent conditions — The book warns against claiming success because automated acknowledgement is fast: a complaint can receive an immediate reply and remain unresolved for months. Volume handled is activity, not outcome.

Today’s Assignment

Write Section 11 of your plan: how a complaint, supply question or quality concern connected to your decision moves from intake to determination in your organisation, and how the person who raised it is kept informed.
  • Choose the complaint, supply question or quality concern nearest your Session 1 decision: for an institution, the case it receives; for a company, the matter it must answer or raise.
  • Set out the steps from intake to determination and the physical and documentary evidence each needs, including comparable bases and, for quality, sample identity, method, laboratory result and chain of custody.
  • Show how allegation, investigation and determination are kept apart in your organisation's records and reporting, and how an operational constraint is distinguished from possible misconduct.
  • Write the status messages your organisation would send at received, awaiting evidence, under review and determined, in ordinary language, and the route for urgent and accessibility needs to a human.
  • State how you would evaluate the response beyond acknowledgement speed, and what your organisation gets wrong today. If no AI is in use, work from the process in front of you.
YOUR 90-DAY PLAN

Section 11 — Recourse: constraint, complaint, anomaly and breach kept apart, and a response people can understand.

How this is marked — the rubric
Traces intake to determination with the evidence each step needs, on comparable bases30
Keeps constraint, complaint, anomaly, allegation, investigation and determination visibly apart25
Gives plain-language status messages and a working human route for urgent and accessibility needs25
Evaluates the response by routing, unresolved age and outcome quality, not acknowledgement speed, and names a current weakness20
Total · pass mark 70100
Submitting session 11
Write your answer in Word or Google Docs. The first line must read Session: 11, or the submission is refused. Upload the Word file (.docx), or switch to the Google Doc tab and paste your document’s share link.
Marked against the rubric above and returned as a written letter, saved to your progress page. Do not submit until you have passed the self-check above.
Capabilities Covered
Recourse designEvidence for supply disputesProduct-quality evidencePattern restraintPlain-language statusBoard reporting
Tick it once you have submitted.Next: Session 12 →
Part Four · Trust, Control and SecuritySESSION 12
AI Governance and Administrative Fairness
Session 12 of 15 · 25-Minute Module

Why This Matters

An erroneous internal summary wastes time. An erroneous adverse determination can affect rights, investment and reputation. Both need controls, but not the same controls. This session is about governance that fits the consequence: knowing every AI service your organisation uses, making human review real rather than a click, testing fairness where it can be seen, and writing an acceptance case before anyone shows you a score. It also gives the people your decisions affect a route to correct the record.

25-Minute Module
5:00 – 10:00
Make human review meaningful and the record reconstructable
  • Human review is meaningful when the reviewer has competence, time, source access and authority to disagree. A required click at the end of a rushed process is not sufficient; the interface should show evidence and uncertainty.
  • Reviewers state reasons in terms of evidence and applicable criteria, verifying any AI draft they use. The system recommended it is not a professional reason.
  • Explainability must fit the user: an engineer needs the measurement basis; an applicant the evidence gap and route to respond; an assurance reviewer source, version, permissions and decision history.
  • For consequential cases, preserve sources, relevant AI outputs, model version, final reasoning, overrides and corrections under the applicable retention policy. The objective is reconstruction, not unlimited logging.
If your organisation could not explain a determination without quoting the model's confidence, the review was not meaningful.
15:00 – 21:00
Write the acceptance case, then measure
  • The proposed acceptance case argues that a defined service can be used for a stated purpose under identified controls: task, consequence of error, required evidence, professional review, fallback and remaining restriction. The design is the author's. A favourable result on clerical detection cannot justify a wider permission.
  • Use authorised records representative of the real queue, not only legible ones. Competent reviewers set reference judgements (the agreed answer for each case); uncertain cases stay uncertain, and development material stays apart from the final set.
  • Of everything flagged, how much was right? That is precision: the proportion of flagged gaps confirmed by reference review. Of everything it should have found, how much did it find? That is recall: the proportion of reference gaps detected. Illustrative teaching inputs only: if 40 flagged gaps include 30 confirmed, precision is 30 ÷ 40 = 75 percent; if reviewers found 36 reference gaps and 30 were detected, recall is 30 ÷ 36 ≈ 83.3 percent. A zero denominator makes the metric undefined, not perfect.
  • Proposed measureDenominator or comparisonDecision informed
    Confirmed-gap precisionFlagged gaps independently reviewedBurden of unnecessary queries
    Material-gap recallMaterial reference gapsConsequential omissions
    Supported-assertion rateMaterial assertions reviewedFidelity of drafting
    Correct-source-version rateSource uses checkedSuitability of retrieval
    Abstention qualityDeclined answers assessedUsefulness of escalation
    Net review effortBaseline and full service effortCapacity effect
    Boundary-test outcomeDefined permission and failure testsPermitted operating scope
  • These are author metric definitions, not regulator targets; there is no universal acceptance threshold. Test abstention (declining, with the missing evidence named) and recovery (remove a source, stop the AI component, check the case stays intelligible). Deliberately altered test documents never enter a submitted pack or an investigation record.
An aggregate percentage can conceal the one consequential omission. Ask for material gaps on their own line.
Key Terms

Acceptance case

The author's proposed argument that a defined service can be used for a stated purpose under identified controls: task, consequence of error, required evidence, review, fallback and remaining restriction.

Drift

A change in data or performance that can undermine the service's previous evaluation.

Self-Check — Before You Submit
1. In an evaluation, the reference reviewers found no material gaps in the sample, so material-gap recall has a zero denominator. The supplier reports recall as 100 percent. What is correct?
  • A. Accept 100 percent, since no material gap was missed
  • B. Report recall as 0 percent
  • C. Report the metric as undefined and define the next evidence task
  • D. Replace recall with precision, which is defined
C. Report the metric as undefined and define the next evidence task — The book is explicit: a zero denominator makes the metric undefined; it does not establish perfect performance. Substituting precision answers a different question, the burden of unnecessary queries.
2. A reviewer approves an adverse classification, recording the reason as: the system recommended it. Under Chapter 12, what is wrong?
  • A. The reason must be stated in terms of the evidence and applicable criteria; a recommendation is not a professional reason
  • B. Nothing, if the model's confidence was high
  • C. The reviewer should have attached the model's confidence value
  • D. The decision should have been taken by the model owner
A. The reason must be stated in terms of the evidence and applicable criteria; a recommendation is not a professional reason — Reasons must be tied to evidence and criteria. Attaching a confidence value is the tempting answer, but the book says confidence is not a substitute for that work.
3. A fictional applicant writes in to say a figure in their record is wrong. The new routing assistant files it as a formal appeal. Why is that a problem?
  • A. Appeals are always handled faster
  • B. The applicant should have used technical language
  • C. AI should never be used to route correspondence
  • D. A correction request, a complaint and a formal appeal may have different authorities and procedures; routing should not collapse them
D. A correction request, a complaint and a formal appeal may have different authorities and procedures; routing should not collapse them — AI may help route the matter but not collapse distinct routes into one automated response. The book does not ban AI routing, which is the tempting overcorrection.

Today’s Assignment

Write Section 12 of your plan: the governance for the AI service your decision would use or already uses, from inventory entry to the route by which an affected party corrects the record.
  • Write the inventory entry (purpose, version, data, users, outputs, owner, consequences) and map the dependency chain with the failure each link could cause.
  • State what would make human review meaningful in your organisation and where today's review is closer to a required click.
  • Set the fairness tests across application classes, facility types, languages and evidence formats, including how smaller or less polished submissions enter the test set.
  • Write the acceptance case: task, consequence of error, required evidence, professional review, fallback and remaining restriction. Choose the measures from the book's table you would report and state each denominator. Do not invent an acceptance threshold; say who would set it.
  • Describe how an affected party questions and corrects a record, keeping correction request, complaint and formal appeal apart. A company describes the route it uses and the test it applies to its own tools. If no AI is in use, govern the proposal in front of you.
YOUR 90-DAY PLAN

Section 12 — Governance and fairness: the inventory, meaningful review, fairness tests, the acceptance case and the route to correction.

How this is marked — the rubric
Inventory entry complete, with a dependency chain whose links and failure points are named20
Meaningful review defined by competence, time, source access and authority, with an honest current gap20
Fairness tests across classes, facility types, languages and formats, including less polished submissions20
Acceptance case with all six elements and measures from the book's table with stated denominators and no invented threshold25
A usable correction route that keeps correction request, complaint and formal appeal apart15
Total · pass mark 70100
Submitting session 12
Write your answer in Word or Google Docs. The first line must read Session: 12, or the submission is refused. Upload the Word file (.docx), or switch to the Google Doc tab and paste your document’s share link.
Marked against the rubric above and returned as a written letter, saved to your progress page. Do not submit until you have passed the self-check above.
Capabilities Covered
AI inventoryMeaningful reviewFairness testingAcceptance casePrecision and recallRoute to correction
Tick it once you have submitted.Next: Session 13 →
Part Four · Trust, Control and SecuritySESSION 13
Enforcement, Cybersecurity and Controlled Autonomy
Session 13 of 15 · 25-Minute Module

Why This Matters

This session is about power: the power to investigate, the power an attacker gains by compromising a system, and the power you hand to software when it can act rather than only advise. An investigation that follows a model's suspicion can harm an innocent party. An administrator with an incidental permission can issue what looks like a determination. An agent that retries a timed-out message can send it twice. Chapters 13 and 14 and Appendix F give you the boundaries: what an inquiry record keeps apart, how confidential reports and systems are protected, which actions software may take, and the five gates a service passes before release.

25-Minute Module
5:00 – 10:00
Protect the report, the system and the work
  • INSIDE THE REGULATOR · THE WORKED CASE
    • Inside the regulator. A fictional inspection team finds a component certificate that conflicts with its inspection evidence. It establishes component identity, revision, time and scope, preserves the originals and records the investigation. A discrepancy warrants examination; it is not an automatic finding of falsification.
    AT THE COMPANY · THE PARALLEL
    • At the company. A fictional operator receiving the query preserves its originals and answers on identity, revision, time and scope, rather than defending or withdrawing the document in haste.
  • Whistleblowing information needs restricted access. A search assistant must not expose a confidential report to unrelated users; test indirect queries too, because a summary can identify a person through context. Routing must not automatically notify the party implicated, and fails safely when permissions are uncertain.
  • A compromised system can alter, expose or withhold records. Limit privileges, monitor unusual access, test recovery, and separate administrators' technical powers from decision-makers' professional authority. Submitted files may hide instructions aimed at the AI, known as prompt injection; model instructions alone are not a security boundary.
  • In an incident, have a tested route to suspend affected services, retain evidence and continue essential work. A backup is useful only if recovery has been demonstrated. Distinguish confirmed effects from possible exposure.
  • THE DOCTRINE

    Do not measure enforcement success by the number or value of penalties alone; those incentives can distort institutional judgement.

Ask who in your organisation could change a case status without being authorised to decide it.
15:00 – 20:00
Treat each action as a controlled transaction
  • StageWhat happens
    ProposalPurpose, case, recipient, payload, source basis and required permission identified
    ValidationA deterministic validator checks fields and current state at execution, not only at proposal
    AuthorisationThe accountable role authorises according to consequence
    DispatchSent through the permitted interface under a stable identifier
    Confirmed resultReceipt retained; an uncertain outcome stays uncertain until reconciled
  • Evaluate the whole workflow: an agent can retrieve a superseded source, draft a correct-looking query and send it to the wrong recipient. If an interface times out, establish whether the action was accepted before retrying.
  • Treat applicant files as evidence, never instructions. Test controlled copies that try to disclose another applicant's records, ignore review, change a destination or mark a case approved.
  • THE DOCTRINE

    The institution cannot transfer accountability to a supplier or model by describing it as autonomous. Capability and control should be evaluated together.

Ask whether a retry in your process could send the same message twice.
Key Terms

Controlled transaction

The author's proposed separation of an action into proposal, validation, authorisation, dispatch and confirmed result.

Shadow mode

Evaluation alongside the existing process without determining external action.

Self-Check — Before You Submit
1. A model flags that two fictional companies' technical reports share long identical passages. An officer wants to record a finding of falsification. What should happen?
  • A. Record the finding, since the similarity is exact
  • B. Ask the model to estimate the probability of falsification
  • C. Test alternative explanations, such as a common template, preserve the originals and establish the facts first
  • D. Notify both companies they are under investigation for falsification
C. Test alternative explanations, such as a common template, preserve the originals and establish the facts first — Document similarity may reflect a common template, and a discrepancy is not an automatic finding of falsification. Notifying the parties is the tempting shortcut that turns intelligence into accusation.
2. An agent sends an evidence request and the external interface times out. What should the service do?
  • A. Use the action's stable identifier to establish whether it was accepted, and keep the outcome uncertain until reconciled
  • B. Retry immediately, since the first attempt probably failed
  • C. Retry three times, then stop
  • D. Mark the request as sent
A. Use the action's stable identifier to establish whether it was accepted, and keep the outcome uncertain until reconciled — A blind retry can create duplicate messages and an unreliable case history. Marking it sent is the opposite error: it records a result nobody confirmed.
3. An operator's board report says that a reminder issued by a bounded reminder service has itself created a regulatory deadline. Is that right?
  • A. Yes, because it came from the regulator's system
  • B. Yes, if the reminder used an approved template
  • C. Only if the agent was in bounded execution
  • D. No; a reminder does not create a statutory deadline or settle a case
D. No; a reminder does not create a statutory deadline or settle a case — The book says so expressly. An approved template governs the reminder's wording, not its legal effect, which is the trap in the second option.

Today’s Assignment

Write Section 13 of your plan: the action boundary for the service your decision would use, and which of Appendix F's five gates it has passed.
  • State what an inquiry record connected to your decision must keep apart (allegation, hypothesis, established fact, conclusion) and the alternative explanations it must test. Companies write it for an internal inquiry or a regulator's query. Name no real person or company.
  • Describe how confidential reports and the system itself are protected in your organisation, including separation of technical from decision authority and handling of instructions hidden in files, and how essential work continues during an incident.
  • List which actions an agent may prepare, which narrow reversible actions it may execute and which it must never take, and how each is validated, authorised, de-duplicated and stopped.
  • Mark each of Appendix F's five gates as passed, partly passed or not passed, with the evidence, and name the gate your organisation is most tempted to skip. If no AI is in use, apply the gates to the proposal in front of you.
YOUR 90-DAY PLAN

Section 13 — Investigation, security and controlled autonomy: the action boundary and the five acceptance gates.

How this is marked — the rubric
Inquiry record keeps allegation, hypothesis, fact and conclusion apart and tests alternative explanations without implying guilt25
Protection and continuity are specific: confidential reports, separated powers, untrusted instructions and recovery honestly assessed20
Action boundary lists prepare, execute and never-take actions, with validation, authorisation, de-duplication and stop controls30
Each gate assessed against evidence, with the gap most likely to be skipped named25
Total · pass mark 70100
Submitting session 13
Write your answer in Word or Google Docs. The first line must read Session: 13, or the submission is refused. Upload the Word file (.docx), or switch to the Google Doc tab and paste your document’s share link.
Marked against the rubric above and returned as a written letter, saved to your progress page. Do not submit until you have passed the self-check above.
ASSESSMENT NOW OPEN

Pop Quiz 3 — Recourse, Governance and Controlled Autonomy opens now. Sit it before you start the next session — it is how you find out whether the doctrine landed, and the practice papers may be resat as often as you like.

5 questions · 10 minutes · covers Sessions 11–13 · pass mark 70
Sit Pop Quiz 3 →Closed book, no notes, and Coach Ritchie switches himself off while you sit it.
Capabilities Covered
Investigation recordsWhistleblower protectionCyber and continuityControlled autonomyAcceptance gatesSupplier challenge
Tick it once you have submitted.Next: Session 14 →
Part Five · Capital, Capability and CollaborationSESSION 14
Better Regulatory Partners and Nigerian Capability
Session 14 of 15 · 25-Minute Module

Why This Matters

Many company-regulator difficulties begin inside the company: a schedule that omits approvals, an engineering revision that never reaches compliance, a board told green because a file was submitted. Chapter 15 is written to the company. If you lead one, apply it directly. If you lead a regulatory institution, apply it in reverse: what you ask of companies, how you make good evidence easier to give, and how you recognise a reliable partner without granting preferential treatment. Then Chapter 16 asks both sides one question: which capability must stay in your own hands?

25-Minute Module
5:00 – 10:00
Draft to Appendix E and keep the model honest
  • Appendix E offers drafting structures, not prescribed letters: adapt them to the institution's current form and process.
  • Appendix E structureElements
    Company submission coverDecision requested for entity, facility and activity; controlled basis and revision; evidence index; limitations or pending matters; changes and superseded documents; verified contacts; authorised signatory
    Evidence indexDocument identifier; title and revision; requirement addressed; status and responsible reviewer
    Regulatory queryCase reference; specific gap; evidence reviewed with source and revision; validated criterion; response required; timing under the applicable verified process; responsible officer
    Company query responseAnswer to the actual issue; supporting evidence and revision; change made; dependent documents; remaining uncertainty; professional sign-off
  • THE DOCTRINE

    Do not describe the activity as approved or fully compliant unless that statement is accurate and supported. If a test remains pending, say so and explain the effect on the request.

  • Prohibit fabricated citations, invented test results and unsupported assurances; keep plant drawings, personnel records and commercial material out of uncontrolled services. The signatory should know what was generated and what was checked.
  • For institutions: a query should preserve uncertainty, using the records appear inconsistent where that is the known position, and explain why the evidence matters to the decision.
A response should make the review easier without obscuring the problem. Unrelated bulk is not evidence.
15:00 – 21:00
Keep the capability in your own hands
  • A programme becomes dependent on a supplier when the organisation buys a system without the capability to question, operate and improve it. Local capability is more than hosting location or attendance.
  • Build multidisciplinary teams: operational users, legal and technical reviewers, information management, security and privacy expertise, with independent assurance at gates. A developer should not decide whether a rule applies to a licence.
  • Train through real work and assess through performance: can the reviewer identify a superseded source, or the case owner recover a task after an outage? Attendance counts, certificates and photographs document participation; they do not establish capability.
  • Procure transfer: documentation, configuration records, exports that preserve relationships, revisions, permissions and decision history, and staff demonstrations without the supplier narrating. Where an external specialist is needed, make the dependency explicit and fund it.
  • Nigerian content obligations require their own applicable legal treatment; the book does not equate hiring a local supplier with fulfilment of every such requirement. Supervised apprenticeships, joint training and defined work packages, with local teams given meaningful responsibility, are author recommendations.
Ask your team to restore a sampled case from the export, without the supplier in the room.
Key Terms

Controlled submission pack

The exact version sent, with cover, evidence index, revisions, superseded documents and receipt retained.

Capability transfer

Evidence that the organisation's own staff can operate, govern and correct the service, shown by demonstration rather than attendance or certificates.

Self-Check — Before You Submit
1. After an informal meeting, a fictional operator's project manager reports to the board that the regulator has approved the modification. What is wrong?
  • A. Nothing, if the meeting was with a senior official
  • B. A meeting note can support understanding but is not an approval unless the required decision has been issued through the proper process
  • C. The report should have waited for the minutes to be signed
  • D. The project manager should have asked for an informal email confirmation
B. A meeting note can support understanding but is not an approval unless the required decision has been issued through the proper process — Chapter 15 is explicit that a meeting note is not an approval. Signed minutes or an informal email are the tempting fixes, but neither substitutes for a decision issued through the proper process.
2. A submission assistant drafts the line: the facility is fully compliant with all applicable requirements. One test is still pending. What should the company write?
  • A. Keep the line, since the test is expected to pass
  • B. Soften it to substantially compliant
  • C. Replace it with the actual evidence and its limits, stating that the test is pending and its effect on the request
  • D. Remove any mention of the test
C. Replace it with the actual evidence and its limits, stating that the test is pending and its effect on the request — The book replaces such statements with actual evidence and limits, and says to state a pending test. Substantially compliant is still an unsupported assurance in softer words.
3. A fictional institution's supplier shows forty staff certificates as proof of capability transfer. What evidence does Chapter 16 ask for instead?
  • A. Staff demonstrating source updates, access changes, export and fallback on the actual service, unaided
  • B. A larger number of certificates
  • C. Photographs of the training sessions
  • D. A longer operations manual
A. Staff demonstrating source updates, access changes, export and fallback on the actual service, unaided — Attendance counts, certificates and photographs document participation but do not establish capability. A large manual does not demonstrate transfer either if nobody can apply it.

Today’s Assignment

Write Section 14 of your plan: how your organisation's side of the regulatory interface works for your decision, and the capability your organisation must keep in its own hands.
  • Describe the obligation map (company) or review expectation (institution) your decision relies on, including the legal entity, activity and authority, and where applicability is still for a qualified reviewer.
  • Rewrite one real submission cover, query or query response to Appendix E, confidential details removed, and say what your organisation previously overstated or left out.
  • Show how queries and waiting are classified by actual cause in your organisation, and how your board report separates submitted, under review, approved and conditions fulfilled, or the equivalent states on your side.
  • List what the AI tools in use are prohibited from generating (for example fabricated citations, invented test results, unsupported assurances) and the data that must never go to an uncontrolled service.
  • Name the capability your organisation must keep: the competencies, the demonstration that proves them and the supplier dependency to remove. Institutions add how they recognise a reliable partner without preferential treatment. If no AI is in use, work from the interface as it runs today.
YOUR 90-DAY PLAN

Section 14 — The partnership and the capability: the submission and query discipline, waiting by cause, and the capability we keep.

How this is marked — the rubric
Obligation map or review expectation names entity, activity, authority and open applicability questions20
One Appendix E structure applied to a real document, with confidential details removed and the previous weakness named25
Waiting classified by cause and reporting statuses kept separate, with no invented approval dates20
Clear prohibitions on AI-generated content and data handling15
Capability to keep defined by competencies, a performance demonstration and a named supplier dependency to remove20
Total · pass mark 70100
Submitting session 14
Write your answer in Word or Google Docs. The first line must read Session: 14, or the submission is refused. Upload the Word file (.docx), or switch to the Google Doc tab and paste your document’s share link.
Marked against the rubric above and returned as a written letter, saved to your progress page. Do not submit until you have passed the self-check above.
ASSESSMENT NOW OPEN

Practice Exam 3 — Full Syllabus opens now. Sit it before you start the next session — it is how you find out whether the doctrine landed, and the practice papers may be resat as often as you like.

15 questions · 25 minutes · covers Sessions 1–14 · pass mark 70
Sit Practice Exam 3 →Closed book, no notes, and Coach Ritchie switches himself off while you sit it.
Capabilities Covered
Obligation mappingControlled submissionsQuery disciplineWaiting by causeCapability transferFair partnership
Tick it once you have submitted.Next: Session 15 →
CapstoneSESSION 15
The First Ninety Days: Your Signed 90-Day Regulatory AI Plan
Session 15 of 15 · 25-Minute Module

Why This Matters

Fourteen sessions ago you wrote one sentence about one decision that costs your organisation time, quality or trust. Since then you have built one section of the plan each session. Today you turn those fourteen sections into one signed 90-Day Regulatory AI Plan: a pilot charter, a decision-rights matrix fitted to real authority, ninety days stage by stage, the measures you will report and the acceptance decision you will ask for. The plan is credible because it can stop. Then you sit the Final Exam.

25-Minute Module
6:00 – 10:00
Plan the year and the investment case
  • Months 4 to 6, stabilise. Ask whether rework fell and decisions became more explainable, allowing for changes in staffing and case mix. Months 7 to 12, expand by dependency, reusing identities, source governance and evaluation discipline, renewing acceptance where the population or task changes, and stopping expansion that multiplies an unresolved weakness.
  • Build the investment case from verified inputs (currency, basis date, source; committed, quoted or uncertain), with implementation, operation, transition and exit costs apart. Test it under lower benefit and higher review effort.
  • THE DOCTRINE

    If a redesigned process and AI are introduced together, the observed improvement belongs initially to the complete service. Three reliable services are stronger than twelve unsupported demonstrations.

A proposal should remain understandable when its unsupported benefits are removed.
15:00 – 20:00
Fit decision rights to lawful authority
  • ActivityAI contributionAccountable human responsibility
    Index a submissionPropose identifiers and evidence linksCase officer verifies identity and scope
    Retrieve a provisionReturn source and relevant passageQualified reviewer establishes applicability
    Assess technical evidenceIdentify candidate inconsistenciesCompetent professional assesses adequacy
    Prioritise supervisionPropose rank with evidence and limitsAuthorised supervisor sets priorities
    Draft a queryPrepare source-linked working textResponsible officer verifies and authorises
    Issue a determinationAssemble verified supporting recordLawful decision-maker determines and issues
    Close a findingCompare response with requirementAuthorised reviewer verifies closure
    Change the AI serviceSupport comparison and evaluationService owner controls change and approval
  • Appendix C's author matrix must be adapted to actual lawful authority: job titles alone do not establish delegated powers. Its decision record runs from decision requested and authority, through facts, limitations, professional assessments, AI assistance and alternatives, to determination, recourse and outcome review.
  • INSIDE THE REGULATOR · THE WORKED CASE
    • Inside the regulator. A fictional licensing director replaces each role with the officer holding the relevant delegation, and leaves a row visibly unresolved where the delegation is unclear.
    AT THE COMPANY · THE PARALLEL
    • At the company. A fictional operator reads the same matrix from its side: who verifies the pack, who assesses adequacy, who authorises a query response and who signs.
  • The review question: could a qualified person who was not involved locate the sources, understand the uncertainty and see why the decision follows?
Where you cannot name the authority for a row, you have found your first Days 1 to 15 task.
Key Terms

Pilot charter

Appendix A's author template defining a pilot before procurement, from the decision and owners to stop conditions and the acceptance decision.

Benefits ledger

Appendix D's record of claimed benefit with baseline, comparable population and effort, keeping capacity apart from established cash effect.

Self-Check — Before You Submit
1. On day 85 a fictional pilot is still missing material omissions in shadow mode, but the budget is spent and a launch was announced. What should the acceptance decision be?
  • A. Adopt, because the launch was announced
  • B. Adopt in full and fix the omissions in Months 4 to 6
  • C. Adopt within a scope the evidence supports, or revise or stop, recording why
  • D. Extend shadow mode indefinitely without a decision
C. Adopt within a scope the evidence supports, or revise or stop, recording why — Chapter 17 says not to release a high-consequence service because the budget is spent or a launch announced. Fixing it after release makes adoption unconditional.
2. A fictional company fills Appendix C's accountable-human column by copying job titles from its organisation chart. What does Appendix C warn?
  • A. Job titles alone do not establish delegated powers
  • B. The matrix is a prescribed regulator form and must not be changed
  • C. Only the regulator may complete the matrix
  • D. Companies should leave the AI column blank
A. Job titles alone do not establish delegated powers — The matrix is an author proposal adapted to actual lawful authority. Treating it as a prescribed form is the opposite error.
3. A new service and a redesigned process launched together; case age fell. The sponsor credits the model. What does Chapter 17 say?
  • A. The model caused it, since it was the new element
  • B. Half the improvement can be attributed to the model
  • C. Nothing can be credited until Months 7 to 12
  • D. The improvement belongs initially to the complete service; crediting the model alone needs further evidence
D. The improvement belongs initially to the complete service; crediting the model alone needs further evidence — Attribution follows evidence. Splitting the credit in half is a guess presented as prudence.

Today’s Assignment

Assemble Sections 1 to 14 into one signed 90-Day Regulatory AI Plan for your organisation, with a one-page summary on which your leadership can take the acceptance decision.
  • Assemble all fourteen sections in order, noting where a later session changed an earlier one. Write a one-page summary: the decision, its owner by role and the lawful authority behind it.
  • Complete every field of the Appendix A pilot charter, including excluded actions, stop conditions and the tolerable error your organisation would set.
  • Adapt the Appendix C matrix to your organisation's actual authority, mark any unclear delegation, and outline the decision record.
  • Set out Days 1 to 15, 16 to 30, 31 to 60 and 61 to 90, with the evidence each review must see and the decision it must take.
  • Choose the Appendix D measures you will report, with definitions and denominators, and write one benefits-ledger entry with capacity and cash apart.
  • State the acceptance decision you will ask for (adopt within defined scope, revise or stop), with sign-off and conditions for Months 4 to 12. Sign and date, and name the commitment you are least confident your organisation will keep.
YOUR 90-DAY PLAN

The signed 90-Day Regulatory AI Plan.

How this is marked — the rubric
Sections 1 to 14 assembled and consistent, with a one-page summary naming decision, owner and lawful authority, signed and dated20
Appendix A charter complete, with excluded actions, stop conditions and a tolerable error set by the organisation20
Appendix C matrix adapted to actual authority, unclear delegations marked, decision-record outline given15
The ninety days stage by stage with the evidence and decision at each review20
Appendix D measures with definitions and denominators, one ledger entry, and an acceptance decision with sign-off and Months 4 to 12 conditions25
Total · pass mark 70100
Submitting session 15
Write your answer in Word or Google Docs. The first line must read Session: 15, or the submission is refused. Upload the Word file (.docx), or switch to the Google Doc tab and paste your document’s share link.
Marked against the rubric above and returned as a written letter, saved to your progress page. Do not submit until you have passed the self-check above.
FINAL EXAM

Your Final Exam is sat in this session. 15 questions, of which 3 are rebuilt from questions you got wrong on the practice papers. Sit it once your capstone is submitted.

15 questions · 30 minutes · covers Sessions 1–15 · pass mark 70
Sit the Final Exam →Closed book, no notes, and Coach Ritchie switches himself off while you sit it.
Capabilities Covered
Plan assemblyPilot charteringDecision rightsStaged adoptionExecutive scorecardAcceptance decision
Tick it once you have submitted.Sit the Final Exam →
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