AI Governance Simulations
Work realistic cases from first look to final recommendation.
Every organisation, system and figure here is fictional. The cases are based on genuine types of AI use, not claims about failures at any real employer, bank, hospital, company, insurer or council.
Simulation or Labs? A simulation takes one realistic case from the first request to a final decision and a printable report. It is optional practice: it is not part of your module path and nothing is submitted for review. To practise a single module's skill and submit evidence to your trainer, use the labs in Practice.
Recruitment AI Governance Review
Assess a deliberately flawed candidate-ranking system. Map harms, document risks, choose controls and make a final deployment recommendation. It draws on the whole programme, so it is a good first taste and a good last test.
Card Fraud AI Governance Review
Best after Module 3
A bank uses machine learning to flag suspicious card transactions, and a legitimate customer's card is blocked while they are travelling. Identify operational risk, false positives, customer harm, controls and evidence, then decide whether automated blocking may continue.
Clinical Triage AI Safety Review
Best after Module 3
A hospital's AI triage assistant categorises a patient with serious symptoms as low priority. Assess safety, severity, human oversight, escalation and evidence, then decide whether the assistant may stay in the emergency department.
Generative AI HR Assistant Review
Best after Module 3
A company's AI assistant answers internal HR questions. It retrieves an outdated policy and exposes a confidential document. Examine privacy, retrieval errors, access controls, hallucination and supplier responsibilities, then decide what happens to the rollout.
Insurance Claims Fraud AI Review
Best after Module 3
An insurer uses AI to flag potentially fraudulent claims, and a genuine customer experiences an unexplained delay. Assess fairness, explainability, consumer harm, monitoring and human review, then decide how the tool may be used.
Public Sector Decision-Support AI Review
Best after Module 3
A council uses AI decision support to prioritise applications for housing assistance, and some vulnerable applicants are wrongly deprioritised. Identify affected people, equality and privacy concerns, accountability, challenge rights and approval controls.