---
license: mit
---
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*

### 🚀 Driving Compliance, Risk & AI Governance for Multinationals
*Cutting Incidents, 2x Faster Assessments, Boosting Risk ROI*

*   **Current:** Capgemini
*   **Academic:** University of Cambridge

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# 🏛️ 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**.

## 📚 Standards Alignment
My datasets (available in my [Collections](https://huggingface.co/hewyler/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.

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

1.  [**AI Risk Scenarios**](https://huggingface.co/datasets/hewyler/AIRiskScenarios): 100+ scenarios mapped to ISO 42005.
2.  [**AI Threat Vectors**](https://huggingface.co/datasets/hewyler/AIThreats): Red-teaming library.
3.  [**AI Loss Taxonomy**](https://huggingface.co/datasets/hewyler/AILossTaxonomy): Financial impact definitions.
4.  [**AI Quality Objectives**](https://huggingface.co/datasets/hewyler/AIObjectives): ISO 25059 NFRs.

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*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 library—translating 20+ ISO standards (42001, 42005, 38507, 25059, 23894) and EU AI Act into actionable datasets, controls, and frameworks.

**📊 4 Core Datasets:**
• **AI Threat Vectors** (45+ threats → MITRE ATLAS + OWASP LLM Top 10)
• **AI Loss Taxonomy** ($10K-$500M+ financial quantification)
• **AI Quality Objectives** (ISO 25059:2023 - 47 characteristics)
• **AI Risk Scenarios** (100 risks + controls → ISO 42001/42005/COBIT)

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

**📚 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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