See your operation clearly, then choose where to change it.
Point me at whatever evidence exists. A shared drive and one messy quarter are enough to start. I read what your people really do, then mark where it’s worth changing.
Read the evidence
The spreadsheets, reports and process documents you already have, plus short interviews with the people who do the work.
Map how the work flows
Where it stalls, where it’s done twice, and the questions nobody has asked out loud.
Letter every task
Each recurring task gets one of four As: automate, augment, add or avoid. Then which change is worth what it costs, and which goes first.
What you get
The one thing most worth your attention
A map of how the work actually flows
Your tasks mapped to the four As, ranked, with a recommended first moveBuilding what it recommends is quoted separately.
Three worlds collide in that room: how the work gets done, how each person’s role has to change, and how they actually feel about it. In the rooms I’ve worked in, there’s language for the first two and rarely for the third, so it gets managed around instead of said.
How work gets done
How your role evolves
How you feel
That is the shape of the problem, with AI Reflection at the centre where the three overlap. The instrument behind it is a different picture — five conversations down, three questions across — and it is on the framework page.
How the work runs
You first, then AI.
1 · Reflect
Before you open Claude: your context, your role and what matters to you.
2 · Build
Claude connects to your tools and works with you. The result is yours.
3 · Learn
Each result feeds both loops.
02 — Scouts
Free skills you can use today.
Finished, and yours to download. Each one takes a single problem, so you're never handed a general-purpose tool and asked to work out the rest yourself. They need a paid Claude plan — Pro, Max or Team.
Free to download and run on your own files, unmodified, with credit (CC BY-NC-ND). Using one inside a company needs a licence — write to me. New to this? What a skill is, in plain words →
03 — Who
I am my own first customer.
Everything I install, I built for myself first and still run daily. That is the only claim I'd rather make than a case study.
Now. Embedded in a US$25M public-sector modernization program. Current work, not a reference.
Before. Business and digital transformation across the EU, Asia and Latin America.
Trained. Executive Master in Change, INSEAD. The AI Reflection Framework came out of that research.
Method. Human-in-the-Lead. The structure has to be yours, or you've rented someone else's judgement.
04 — The thinking
The practice, written down as it happens.
Creatism is where the argument goes before it becomes a tool. Subscribe if you want the thinking; hire me if you want the artifact.
