AI governance, explained clearly.
Definitive, accurate, jargon-light explanations of the key terms, frameworks, and regulations in AI governance. Written for practitioners, executives, and boards.
What Is AI Governance?
Definition, the six pillars, and what good vs inadequate governance looks like in practice.
Read guide FoundationWhat Is AI Strategy?
How organisations decide which AI is worth doing, in what order, and how governance turns intent into approved, value-creating deployment.
Read guide RegulationWhat Is the EU AI Act?
The world's first comprehensive AI law: scope, risk tiers, provider/deployer obligations, penalties, and enforcement timeline.
Read guide EU AI ActWhat Is High-Risk AI?
Full Annex III list: all 8 categories of high-risk AI, compliance obligations, and how to assess your systems.
Read guide StandardsWhat Is ISO 42001?
The international AI management system standard: 10 clauses, certification, and how it compares to the EU AI Act.
Read guide FrameworksWhat Is the NIST AI RMF?
The US National Institute of Standards and Technology's AI Risk Management Framework: structure, core functions, and how to implement it.
Read guide AustraliaWhat Is the Privacy Act?
Australia's Privacy Act 1988 and the 13 Australian Privacy Principles, how they apply to AI, biometric data, and automated decisions.
Read guide AustraliaWhat Is APRA CPS 230?
Operational Risk Management for APRA-regulated entities, material business processes, third-party AI providers, and board accountability.
Read guide FoundationWhat Is Data Governance?
The policies, processes, and accountabilities governing data across its lifecycle, and why it is a prerequisite for AI governance.
Read guide FoundationWhat Is AI Ethics?
The principles and commitments guiding responsible AI, fairness, transparency, accountability, human oversight, and how they connect to regulation.
Read guide Emerging TechWhat Is AGI?
Artificial General Intelligence defined, what it means, how it differs from narrow AI, and what the governance implications are for enterprise.
Read guide Emerging TechWhat Is Agentic AI?
AI agents that plan, act, and use tools autonomously, the governance challenges they create and what oversight looks like in practice.
Read guideLarge Language Model (LLM)
The probabilistic technology behind ChatGPT, Claude and Copilot, and why it cannot be governed like conventional software.
Read guideGenerative AI
AI that produces text, images, code and audio from learned patterns. The most widely deployed AI category of 2024-26 and its governance obligations.
Read guideAI Agent
AI systems that take autonomous sequences of actions to complete goals, with qualitatively different governance risks from ordinary tools.
Read guideAlgorithmic Bias
When AI produces systematically unfair outcomes for certain groups. Breach of Australian anti-discrimination law regardless of intent.
Read guideAI Safety
Near-term operational risks from current AI and longer-term questions about advanced systems. Australia's AI Safety Institute established November 2025.
Read guideModel Risk
Adverse consequences from incorrect, misused, or misunderstood quantitative and AI models. APRA expectations and validation frameworks explained.
Read guideAI Risk Management
Identifying, assessing and controlling AI risks systematically. How NIST AI RMF, ISO 42001 and the AI6 framework structure the process.
Read guideGDPR and AI
GDPR applies to any AI processing EU personal data. Automated decision-making rights, lawful basis, and what organisations must do.
Read guideShadow AI
Unauthorised AI use within organisations. Over 90% have employees using unapproved AI tools for work.
Read guideResponsible AI
The umbrella discipline of ethical, fair, transparent, and accountable AI development and deployment.
Read guideAI Compliance
Meeting the legal and regulatory obligations that apply to AI systems across jurisdictions.
Read guideAI Transparency
Making AI understandable to affected people, deploying organisations, and regulators. EU AI Act Article 50 from August 2026.
Read guideAI Audit
Structured assessment of AI systems against governance and compliance standards. NYC LL 144 mandates annual bias audits.
Read guideDeepfake
AI-generated synthetic media. EU AI Act requires transparency labelling from August 2026.
Read guideAI Regulation
The global body of laws governing AI. EU AI Act, UK DUAA, US state laws, and 15+ jurisdictions mapped.
Read guideFoundation Model
Large pre-trained AI models (GPT, Claude, Gemini, Llama) and the EU AI Act GPAI obligations.
Read guideMachine Learning
How systems learn from data and why ML governance differs from traditional software quality.
Read guideRAG
Retrieval-Augmented Generation, how AI grounds answers in specific documents to reduce hallucination.
Read guideAI Red Teaming
Systematically testing AI for vulnerabilities and failure modes. Required for GPAI with systemic risk.
Read guidePrompt Engineering
Crafting AI inputs for better outputs. Why prompt governance matters for business processes.
Read guideAI Washing
Misleading claims about AI capabilities. SEC and FTC enforcement interest growing.
Read guideDigital Twin
AI-powered virtual replicas for simulation and prediction. Governance when models drive real decisions.
Read guideSynthetic Data
Artificially generated data for AI training. Not automatically bias-free or privacy-safe.
Read guideFederated Learning
Privacy-preserving ML across decentralised devices. Data stays local, only model updates shared.
Read guideAI and Copyright
Who owns AI-generated content? US Supreme Court denied AI authorship March 2026.
Read guideNeural Network
Computing systems that learn patterns from data. The black box problem and governance implications.
Read guideAI Bias
Systematic errors in AI outputs that create unfair outcomes for particular groups.
Read guideExplainability
The ability to understand and communicate how an AI system reaches its decisions.
Read guideAI Hallucination
When AI generates confident-sounding but factually incorrect outputs.
Read guideModel Drift
Performance degradation as real-world conditions change after deployment.
Read guide