Independent thinking · Enterprise architecture · Data · Intelligence
Making complexity understandable.
Practical perspectives on architecture, data and intelligence for a more connected and resilient enterprise.
I work as a Principal Architect in Data and AI, exploring how business context, information and technology come together to create lasting value.

Four connected perspectives
Architecture
Make the right structural choices. Connect business intent to capabilities, processes, information and technology.
Master Data
Reliable business information is not a data problem alone. It is an operating model, process and accountability challenge.
AI & Intelligence
Turn enterprise knowledge into intelligence. Understand what AI changes, and why context and evidence still matter.
Perspectives
Practical thoughts on leadership, organisational change and the human realities behind transformation.
Latest thinking
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Why AI turns product data quality from a clean-up into a creation habit
One product record can get two verdicts on the same day. Purchasing reads description, base unit, supplier and lead time,…
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Mejillones con Chorizo
I cook mussels more than almost anything else, mostly because they ask so little of me. Twenty minutes, one pan,…
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Metacognition Applied to Master Data Management: Two Levels, Different Setting
I have a habit I’m slightly embarrassed by. Every so often, halfway through an argument, I stop and ask myself…
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Bali’s Most Popular Places Keep Eroding What Made Them Popular
Every place in Bali that turns into a tourist magnet started out as something specific. Canggu had surf, empty beaches…
GULDMANN. ARCHITECTURE · DATA · INTELLIGENCE
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