Doing AI Governance

Doing AI Governance

Home
Notes
Chat
Archive
About

April 2025

Diving into AI Data Lifecycle Governance
Effective practices for data quality, lineage documentation and bias in the data of AI Systems
 • 
James Kavanagh
2
AI Lifecycle Governance
How to embed the mechanisms for safety and trustworthiness into every phase of your AI System’s lifecycle
 • 
James Kavanagh
3
Creating your AI Risk Management Policy
A blueprint for implementing AI Risk Management in your organisation, along with a fully developed policy template that you can use to build on.
 • 
James Kavanagh
2
Choosing the right controls for AI risks
A systematic approach to selecting the most effective prevention, detection, and response measures for major AI risks, both human and technical from…
 • 
James Kavanagh
5
The Velocity of Harm and Dynamic Feedback in AI Risk Assessment
Practical, proven methods to assess AI risks and a straightforward way to factor and communicate unique aspects of AI risk, including dynamic feedback…
 • 
James Kavanagh
2

March 2025

Identifying AI Risks
In Part 2 of our short series on building your AI Risk Management Framework, here are five real-world, proven and practical ways to identify the real…
 • 
James Kavanagh
Creating your AI Risk Management Framework (Part 1)
A practical outline of how to build the core risk management framework for AI Governance, starting with approaches to risk categorisation and an…
 • 
James Kavanagh
6
Creating your AI Governance Policy
Here's how to create a straightforward, practical AI governance structure and policy aligned to ISO42001 and other frameworks - plus a complete policy…
 • 
James Kavanagh
7
AI Governance Mega-map: Assurance & Audit, Third-Party Suppliers and Transparency
The final control domains for assurance, third-party suppliers and transparency, concluding of our mega-map of AI Governance drawing from…
 • 
James Kavanagh
3
AI Governance Mega-map: Operational Monitoring and Incident Management
Two control domains that focus on how we monitor, manage and respond in production - part of our mega-map of AI Governance drawing from…
 • 
James Kavanagh
1
AI Governance Mega-map: Safe, Responsible AI and System, Data & Model Lifecycle
Diving into the two control domains most important to safe, responsible AI for our mega-map of AI Governance drawing from ISO420001/27001/27701, SOC2…
 • 
James Kavanagh
© 2025 James Kavanagh
Privacy ∙ Terms ∙ Collection notice
Start writingGet the app
Substack is the home for great culture