AI strengthens what you already know. We train the combination.

No magic. No hype. We start with a question nobody else asks: where do the consequences land if something goes wrong? The answer determines which discipline applies. That is what we train.

What we actually teach

Your knowledge is the multiplier

AI is only as good as what you bring to it. Your years in your domain — that's what makes AI output worth anything. We don't train AI use. We train how to combine your expertise with AI systematically.

Why accountability matters →

Behavioral change, not tool adoption

Every organization already has people experimenting with AI. The gap isn't access to tools — it's working with AI consistently, across a team, in a way that actually holds up. That's what changes when organizations train properly.

Vibe coding vs orchestration →

You own every decision

AI will always give you an answer. It won't tell you if that answer is right — or what happens when it isn't. Solo, Engagement, Team delivery: where the consequences land determines which discipline applies. That is the question nobody else asks.

Accountability in three levels →

Voice-to-structure

Most valuable conversations disappear within an hour. We teach voice recording as primary AI input — a meeting, a reflection, a client session becomes structured documents the same day. It is a layer nobody else talks about.

From recording to structured decisions →

Why this works

1

Right discipline for the right level

Context determines the method

Solo, Engagement, Team delivery — three accountability levels with three different disciplines. Solo work can be fully production-ready and still allow more flexibility. Engagement delivery requires understanding every line. Team delivery requires named commit ownership and a shared AI policy. What sets us apart: we know which discipline applies in which context.

The accountability levels explained →
2

Proven in production

Not theory

Not theory. We're actively building with these methods and training organizations right now. Methods refined through real implementations, not conference talks.

Beyond prototypes →

The fine print

What gets left out of the sales pitch.

Context window economics

Free tier gives you about 3 A4 pages of context. That's why your AI 'forgets' mid-conversation. The million-token marketing? Mostly irrelevant for real work.

Read the full analysis →

The pricing trap

Testing costs almost nothing. Production costs 10-100x more. Nobody mentions this until you've committed. We show you the real numbers upfront.

See real numbers →

Security is your problem

Where does your data go when you use AI? Who trains on it? Multi-component AI creates complex security surfaces. Your responsibility, not the vendor's.

Understand the risks →

Four workshop tracks

From boardroom understanding to hands-on building

1

Leadership & critical thinking

Executives, board members, decision makers

2-8 hours

What does AI actually cost? Where does your data go? What can't it do? We give you facts, not sales pitches. You'll leave knowing what questions to ask.

2

Document management

Consultants, researchers, legal professionals

4-6 hours

The richest knowledge in your organization lives in conversations — meetings, client sessions, workshops. Most of it disappears within an hour. Track 2 trains professionals to capture, structure, and extract that knowledge systematically: from recording to structured deliverable the same day.

3

Developer training

Development teams, technical leads

8 hours

The core track. Three approaches to AI development — vibe coding, structured balance, hardcore planning — give your team a methodology that fits real work. Voice-to-structure turns conversations into specifications and documentation. Context window mastery and confidence scoring turn ideas into production code. One foundation, four pillars, one work loop — in practice.

The work loop in detail →
4

Testing, migration & governance

Senior developers, CTOs, architects

7-9 hours

Testing strategies that actually work with AI. Legacy modernization. The team delivery policy layer — the eleven questions every team needs to answer about AI data, commit ownership, and automation limits — is embedded in this track. Governance frameworks your organization can live with.

Interested in a workshop?

Claude Cowork Workshop — From conversation to action. 3 hours hands-on with your own material.

Learn more
Entry point — before the tracks

Not sure where to start?

Diagnostic — one day, one structured output

You have a strategy meeting, a leadership offsite, or a situation where you know something is not working but cannot name exactly what. We facilitate the day, record the conversation, and deliver a structured document before everyone goes home. No preset agenda. No generic recommendations. Your organization, your words, made useful.

Du äger varje rad kod. AI är bara verktyget.

You own every decision. AI is just the tool.

Tomas André

Developer, architect, trainer. Three decades of building.

Let's talk about what you actually need

We'll tell you what will work and what won't — before you commit to anything.