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title: Prof. Hernan Huwyler - AI GRC Framework tags: - AI Governance - ISO 42001 - Risk Management - GRC - Artificial Intelligence

Prof. Hernan Huwyler, MBA CPA

AI GRC Director & Professor Copenhagen Metropolitan Area

πŸš€ Driving Compliance, Risk & AI Governance for Multinationals

Cutting Incidents, 2x Faster Assessments, Boosting Risk ROI

  • Current: Capgemini
  • Academic: University of Cambridge

πŸ›οΈ The Huwyler AI GRC Framework

I curate open-source datasets to bridge the gap between Legal/Compliance requirements and AI Engineering execution. My resources are designed to help organizations operationalize ISO/IEC 42001 and the EU AI Act.

πŸ“š Standards Alignment

My datasets (available in my Collections) are rigorously mapped to the following International Standards Architecture. This ensures that your risk assessments are audit-ready.

1. Governance & Strategy Level

  • ISO 38507:2022: Governance implications > effective, efficient and acceptable use of AI.
  • ISO 22989:2022: AI concepts and terminology.
  • ISO 23053:2022: AI Framework for Machine Learning > describe technology.
  • ISO 24368:2022: AI Ethical and societal concerns > principles.
  • ISO/IEC 24754: Standard model process for ethical concerns.

2. Process & Management Level (ISO 42001 Core)

  • ISO 42001:2023: AI Management system > list of controls.
  • ISO 42005:2025: AI system impact assessment (AIIA).
  • ISO 42006:2025: Conformity assessments on AI controls (Audit requirements).
  • ISO 23894:2023: Guidance on AI risk management > implementation to assess AI risks.
  • ISO 5338:2006: AI Lifecycle > inception to disposal processes.
  • ISO 5339:2024: Guidance for AI applications > stakeholder engagement.

3. Technical Quality, Data & Bias

  • ISO 25059:2023: Quality model for AI systems.
  • ISO 25058:2024: Quality evaluation for AI systems.
  • ISO/IEC/IEEE 29119-11:2020: AI Testing.
  • ISO 12791:2024: Treatment of unwanted bias in classification and regression tasks.
  • ISO 12792:2025: Transparency taxonomy.
  • ISO TS 4213:2022: Assessment of machine learning classification performance.
  • ISO TR 24027:2021: Bias in AI systems and AI aided decision making.
  • ISO 5259:2024: Data quality for analytics and machine learning (Parts 1-4).

4. Security & Support Level

  • ISO 27090 (Draft): Guidance for addressing security threats and failures in AI systems.
  • ISO 24970:206 (Draft): AI System logging.
  • ISO 21434:2021: Cybersecurity in AI driving assistance.
  • ISO 27036-1:2021: Cybersecurity supplier relationships.
  • ISO 27001 / 27701: Information and privacy security.
  • ISO 31000:2018: General risk management principles.

πŸ› οΈ Available Datasets

You can download these datasets directly for your GRC tools, Risk Registers, or LLM Fine-tuning:

  1. AI Risk Scenarios: 100+ scenarios mapped to ISO 42005.
  2. AI Threat Vectors: Red-teaming library.
  3. AI Loss Taxonomy: Financial impact definitions.
  4. AI Quality Objectives: ISO 25059 NFRs.

Connect with me for collaboration on AI Governance standards.

AI Governance, Risk & Compliance (GRC) - Complete Standards Framework

By Prof. Hernan Huwyler, MBA CPA | AI GRC Director (Capgemini) & Professor (University of Cambridge)

The world's most comprehensive AI GRC resource libraryβ€”translating 20+ ISO standards (42001, 42005, 38507, 25059, 23894) and EU AI Act into actionable datasets, controls, and frameworks.

πŸ“Š 4 Core Datasets: β€’ AI Threat Vectors (45+ threats β†’ MITRE ATLAS + OWASP LLM Top 10) β€’ AI Loss Taxonomy ($10K-$500M+ financial quantification) β€’ AI Quality Objectives (ISO 25059:2023 - 47 characteristics) β€’ AI Risk Scenarios (100 risks + controls β†’ ISO 42001/42005/COBIT)

🎯 Results: 2x faster risk assessments | Reduced incidents | Measurable ROI

πŸ“š Full Documentation: [Link to your website/GitHub]

Standards Covered: ISO 38507, 22989, 23053, 24368, 5338, 23894, 42001, 5339, 42005, 42006, 24028, 25059, 25028, 29119-11, 12791, 4213, 24027, 12792, 24754, 5259, 27090, 21434, 31000, 27001, 27701, 27036, 24970 + EU AI Act

License: CC-BY-4.0 | Contact: [Your professional email/LinkedIn]

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