Services
Senior, focused engagements — not a seat to fill or sprints to run. Together we choose the right patterns; I prototype them to prove they work; we build them with your team, documenting as we go — so the knowledge stays with you. No drop-and-leave, no handover gap.
Transfer-by-design. We choose the patterns and build them together, documenting as we go — so the knowledge lives in your team from day one. No drop-and-leave, no handover gap.
Demo-driven. I run regular demos — typically every two weeks — turning progress into clear visuals everyone can follow, keeping business and engineers aligned and surfacing issues early. I do it to set the example: the aim is for the team to pick up the habit and present their own work the same way. The demo rhythm becomes the team’s, not mine.
A scoped review of your data and AI foundation: is it structured, validated, governed — ready to build reliable AI on? You get a clear report and a roadmap.
Hands-on design of the structure, rules and validation layer that makes AI reliable for your context. Time-boxed, focused, transfer-oriented.
Senior architecture and governance guidance for a leadership or data-product team. On-call thinking partner for the decisions that matter.
The structure-beats-magic approach and the smart-teams operating model, taught to your team — with your data, not a generic deck.
On rates
A day-rate turns senior work into a line item. I’d rather understand what you’re trying to achieve and propose an engagement that fits the value — fixed scope where it makes sense, a retainer where it doesn’t.
The honest first step is a conversation. If it’s a fit, you’ll get a clear proposal. If it isn’t, I’ll tell you that too.
How it works
We talk through what you’re trying to build and what’s already in place. No charge, no obligation — and an honest answer on whether I’m the right fit.
If it’s a fit, you get a scoped engagement — what we’ll do, what you’ll have at the end, and how long it takes. Usually a focused few weeks, not an open-ended placement.
We choose the patterns, prove them, and build them with your team — documented as we go, with regular demos. The knowledge stays with you.
Expertise
25 years and 230+ published articles, organised into the areas I actually work in. Each is a thread I’ve thought through in depth, in public.
Data architecture, metadata-driven engineering, business-oriented & Data Vault / bi-temporal modeling.
SQL migration & regression testing, deterministic generation & parsing, data quality & governance.
Reliable AI through rules, plus diagrams from metadata — yEd, draw.io, PowerDesigner, erwin.
For teams — a new way of working
When structure carries the context, your team stops spending meetings on catch-up. People arrive prepared, the meeting shrinks to judgement, and plans, retros and summaries are generated — and validated — underneath.
A few questions, an honest answer about whether I’m the right person.
Get in touch