AI Model Governance
What is AI Model Governance?
The processes and controls for managing AI models throughout their lifecycle, including development, validation, deployment, monitoring, and retirement. Model governance ensures accuracy, fairness, and compliance.
Frameworks that govern ai model governance
What the standards actually require on ai model governance
Requirements naming ai model governance across 6 standards, quoted from the control text.
On that basis decide whether to develop, provide or use the AI system or service; if proceeding, consider setting AI governance goals, for example by formulating an AI governance policy (named by each actor, for example an AI policy made of its responses to th...
japan-ai-guidelines::E.2 · E(2) Deciding whether to proceed and setting AI governance goals →Set up an ASEAN Working Group on AI Governance to drive and oversee the technical and operational implementation of AI governance action plans in the region.
AIGE-RR-1 · Establish an ASEAN Working Group on AI Governance →Ensure the agency's AI governance and assurance functions comply with Standard A: Accountability (sections 5.1 to 5.6).
nsw-ai-operational-policy-2026::4.3 · 4.3 Align AI governance and assurance with Standard A →Where internal models are allowed, the insurer must have adequate governance and internal controls over the model, ensure the Board and Senior Management have overall control of and responsibility for its construction and use, understand its construction at ap...
iais-insurance-core-principles-icps::17.16 · 17.16 Model governance and the use test: Board and management control, understanding and embedding in risk strategy and operations →The model helps stakeholders understand the life cycle and its governance, the joint demand and supply processes client and provider should establish, and how to ensure flexibility, delivered value and collaboration.
iso-37500-2014::4.4 · Outsourcing life cycle model: governance at the centre of four phases →Member States should foster national digital ecosystems for ethical and inclusive AI, support the participation of all countries, especially low- and middle-income ones, in international AI governance (including funding and travel), and ensure governments and...
unesco-recommendation-on-the-ethics-of-ai::PA2e · paras 59, 60, 64 Inclusive digital ecosystems, international participation, and measurable safety and transparency standards →Questions people ask about ai model governance
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