AI Governance Frameworks in the Age of Regulation
The EU AI Act’s high-risk obligations are enforceable now. The organisations coping best extended the data governance they already had rather than building a separate compliance function.
Insights
Notes on Governance, Data Quality and AI
White papers from delivery work — what actually moves a governance programme forward, and what quietly stalls one.
Free to read. No registration.
A Data Governance Framework That Survives Contact With an Organisation
Most framework diagrams are pictures of an ideal state nobody reaches. Five layers built around accountability, enforcement and evidence — and which one fails first.
Privacy by Design in Data Management and Governance
Run privacy as a legal workstream parallel to governance and you get two inventories, two classification schemes and two answers for the same regulator.
Governing Generative AI: Managing Risk Across the Model Lifecycle
Generative AI broke the assumptions model governance was built on. Provenance, prompt and output auditing, and authority tiers for agents that act rather than answer.
Metadata Management as the Foundation for Trustworthy AI
A model produces an answer, someone senior asks why, and nobody can trace it back. That answer lives in metadata — and it has to be captured before it is needed.
Building a Federated Governance Model for Distributed Data Ecosystems
Centralised governance stops scaling; fully devolved governance produces an estate nobody can reconcile. How to draw the global–local line so federation actually holds.
Active Metadata and the Rise of the Modern Data Catalog
The first catalog generation answered “what data do we have?” Almost nobody asked. Active metadata answers “can I use this?” — and enforces the answer.
From Policy to Practice: A Roadmap for Data Governance Implementation
Most organisations do not lack a governance framework. They lack a governance practice. A phased roadmap for closing the gap, and what to sequence first.
Data Governance ROI: Measuring the Business Case for Governance Investment
Governance programmes are rarely killed outright — they are defunded quietly because nobody could articulate what the last two years bought. How to build a case finance accepts.
Want to Discuss Any of This?
These papers reflect problems we see repeatedly. If one of them describes your situation, we would be glad to compare notes.
Get in Touch