Data & AI
Why Enterprise AI Needs Better Governance
Enterprise AI does not fail because the models are weak. It fails because organisations deploy them faster than they can govern them. Governance is the enabler, not the brake.
Frankfurt · Financial Services · Technology Transformation
Turning enterprise technology into measurable business value.
A technology and transformation leader working with global financial institutions — across data, AI, cloud and enterprise architecture — bringing clarity, discipline and the judgement that complex, senior decisions demand.
Global institutions
banks & capital markets
Data · AI · Cloud
enterprise transformation
Frankfurt
working across regions
In brief
Technology should earn its place in the business.
Across many years leading complex technology programmes for global financial institutions, my work has sat where technology strategy meets delivery — deciding what to build, why it matters, and how to see it through, with teams spread across regions. The measure of good technology work is not its sophistication. It is whether the organisation can serve its clients better, manage risk more confidently, and make decisions with data it trusts.
Focus
Where my attention sits
Data & AI
Moving institutions from experimentation to dependable, governed use of data and AI — and connecting that investment to outcomes leaders can defend.
Cloud & enterprise architecture
Modernising core platforms in ways that reduce complexity rather than relocate it, leaving an estate the organisation can actually operate.
Transformation & operating models
Leading complex change across global teams, and shaping the operating models that let data and technology capabilities scale.
Leadership philosophy
How I approach the work
Outcomes before activity
Programmes are judged by what changes for the business, not by how much is delivered. I keep that distinction visible from the first conversation to the last.
Clarity before scale
Most transformation fails quietly, in ambiguity. I invest early in a clear problem, a clear owner and a clear definition of done.
Technology in service of the business
The best architecture is the one the organisation can operate, fund and understand. Elegance that no one can run is a liability.
Writing
Selected perspectives
Cloud & Architecture
Cloud Transformation in Financial Services
Cloud in financial services is rarely a technology problem and almost always an organisational one. The institutions that succeed treat it as a change in how they operate, not just where they run.
Delivery & Operating Models
The Operating Model Is the Strategy
Strategy documents describe intent. Operating models decide what actually happens. When the two disagree, the operating model wins — every time.
Speaking & writing
Themes I speak and write about
From time to time I speak with leadership teams and at industry gatherings on the questions I spend my time on. Recurring themes:
Making enterprise AI dependableTreating data as a durable, trusted assetCloud modernisation with intentLeading transformation across global teams
Always glad to compare notes.
If you are working through a question on data, AI, cloud or enterprise architecture — or simply want to connect — I am easy to reach.
Get in touch