How I work

From process analysis to production — one person across the whole arc. Take the full journey, or jump in where you need me: plenty of clients come straight for the build. The front stages are optional; implementation is where most of it lives.

  1. 01

    Process & Analysis optional

    Map your processes, data and existing tools — an honest read on where you actually stand and where AI genuinely fits. No pitch.

  2. 02

    Strategy & Gap optional

    The target picture and the gap to it: which use cases matter, sequenced by impact, effort and risk. The ex-McKinsey lens.

  3. 03

    Market & Make-or-Buy optional

    Benchmarking and vendor evaluation: what already exists, build-vs-buy, and an AI-first positioning — so you don't build what you could buy, or buy what won't fit.

  4. 04

    People & Change optional

    The part that isn't code: stakeholders, adoption and the change work that decides whether any of it actually gets used.

  5. 05

    Implementation

    Where most of it lives — I build and ship the working software, fast and de-risked, in four moves:

    • Feasibility study — is it worth it?
    • Prototype — proof on your real data
    • MVP — live, minimal, measurable
    • Handover & Scale — you own it, no lock-in