Stage 06 · Responding

Something happened. What now?

“Something happened — incident, regulatory notice, audit, or breach.”

You're responding to an event — an AI incident, a regulatory notice, a procurement questionnaire that's come back hot, or an audit. Time matters now. Start with the help pages below and the enforcement tracker for precedents.

Help right now Enforcement tracker

Start with these articles

Curated for people at this stage. Read in order, or pick the one that matches your specific situation.

Governance 8 min read

When AI Goes Wrong: Building an AI Incident Response Capability

Every organisation using AI will eventually experience an AI incident, a system failure, a biased output, a regulatory breach, or a reputati…

Australia 11 min read

AI Incident Response for Australian Organisations: A Practical Playbook

When an AI system causes harm, fails catastrophically, or generates a regulatory investigation, your response in the first 72 hours determin…

Enforcement 12 min read

AI Governance Enforcement: The Cases That Defined 2024-2026 and What They Mean for Your Organisation

Regulatory enforcement of AI governance obligations is no longer theoretical. From the FTC's actions against algorithmic pricing to GDPR fin…

Case Study 8 min read

Clearview AI: The Enforcement Case That Set the Global Standard for Biometric AI Governance

Clearview AI faced enforcement action in Australia, the UK, France, Italy, Greece, and Canada — a coordinated global response that establish…

Case Study 9 min read

Amazon's AI Hiring Tool: The Case Study That Defined AI Discrimination Risk

Amazon built and then scrapped a machine learning hiring tool that systematically discriminated against women. The case remains the definiti…

Case Study 10 min read

Robodebt: The AI Governance Lessons Every Executive Should Know

The Robodebt Royal Commission exposed every AI governance failure mode simultaneously — automated decisions without human oversight, inadequ…

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Stage 05

Scaling — Enterprise-grade governance across systems and jurisdictions

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Stage 01

Exploring — Understanding AI risk before you commit