For decades companies paid for two different things under one word. AI makes one of them nearly free and the other scarce. What that means for structure, leadership and risk — with data, not forecasts.







of studied GenAI pilots produced no measurable bottom-line effect. The models did not fail. The organizations around them did.
MIT Project NANDA · preliminary, not peer-reviewedmore often employees confirm their organization works differently when their manager actively backs AI. In Germany, 21% experience that.
Gallup · US survey and German Engagement Indexlonger experienced developers took with AI — while believing they were 20% faster. They discarded more than half the output.
METR · randomized trial, snapshot of 2025All five hang on the same distinction: coordination can be replaced, judgement cannot. Each topic works as a keynote, panel, guest article or podcast — length and depth to fit the occasion.
AI initiatives fail on missing organizational context, not on the model. The talk shows how to tell that your knowledge foundation will not hold — and why one fifth of teams decides whether any of it lands.
Demographics as an operational risk. How organizations identify critical roles and secure experience before the calendar decides — and why the layer where judgement forms is being cut right now.
Middle management is the amplifier of every AI rollout. In German companies that amplifier is switched on in roughly one fifth of teams. The talk explains why this is not an attitude problem — and what to do instead.
A market hunting for juniors with senior judgement it stopped producing itself. You cannot buy judgement when nobody provides the years in which it forms.
A person's error rate does not change with AI. Their throughput does. Approving fifty drafts a day without being able to judge one means making fifty decisions you never made.
We have twelve pilots running and none of them at scale. After the talk it was clear we had been asking the wrong question — it was never about the model.
Two consecutive appearances at the Handelsblatt conference “Work in Progress”, a Future Stage slot at the Accelerate Tomorrow AI Summit — plus a steady stream of interviews in business media, HR trade press and podcasts. Most coverage is in German.
Handelsblatt
Frankfurter Allgemeine Zeitung
WirtschaftsWoche
Haufe
Mannheimer Morgen
Persoblogger
Versicherungsbote
Basic Thinking
2025
2026
06/25
10/25
08/26
10/25
10/25Coordination and judgement were never paid for separately. Now they have to be thought about separately.
Where in your own company does a sign-off sit with someone who cannot judge the content?
Rejection rate instead of adoption rate — measurable from next week, without budget.
Every keynote is tailored to the occasion, the audience and the intended effect. Also available as a guest article, feature or podcast conversation. A prep call is always part of it.
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