I
The Diagnosis
AI doesn't fail because of technology. It fails because of design debt. Once AI enters the system, the debt stops hiding.
The Structural Bottleneck · What an AI Augmented Organization Is (and Isn't)
A new book by Jurgen De Smet
You don't have an AI problem.
You have a structural bottleneck.
Most firms are doing AI. Licenses bought, pilots launched, decks printed. Nothing structural moves. This book reframes AI from a tooling conversation into an organizational design diagnosis.
You're in.
Chapter 1 is yours below: the reframe you can carry into a boardroom. We'll email you once more, the day the book goes on sale in late 2026.
Download Chapter 1Why AI stalls
The bottleneck is not in the machine. It is in the gap between what AI can produce and what your organization can absorb.
That gap has a name. Design debt. It lives in the org chart, the incentive plan, the governance model, and the career ladder. It is where billions in AI investment go to die. Once AI enters the system, it stops hiding.
5 symptoms of design debt
- Decision latency stays high despite the tooling.
- Incentives stay misaligned despite the dashboards.
- Governance stays theatrical despite the compliance automation.
- Power structures stay intact despite the transformation.
- The organization was never designed for the feedback AI provides.
What designing for AI looks like
- Decision rights redrawn for the speed AI enables.
- Incentives that reward AI-aligned behavior.
- Governance that is traceable, not theatrical.
- One learning loop, from signal to action in hours.
- Structure that amplifies AI instead of walling it off.
What's inside
5 parts. One argument that compounds.
From the problem, to the model, to its application across the enterprise, to the human layer, to the scoreboard. ~250 pages, 13 chapters, 2 diagnostic appendices.
II
The Core Model
The operating heartbeat and the structural preconditions: the Unified Value Loop, and the organizational design that decides whether AI amplifies or stalls.
The Unified Value Loop · Organizational Design for AI
III
The Enterprise Pillars
AI across functions. Not isolated tooling, but interconnected parts of one intelligent system: strategy, governance, finance, HR, operations.
Strategy · Governance · Financial Controlling · HR · Operations
IV
The Human Layer
Augmentation, not automation. Clear decision rights, escalation rules, and the culture that lets a system actually learn.
Human–AI Collaboration Patterns · The Cultural Dimension
V
The Scoreboard & Synthesis
How to know it's working: decision cycle time, insight-to-action latency, cost of delay. Then the compounding edge of designing for AI instead of merely using it.
Metrics of an AI Augmented Organization · Structural Leverage
Who it's for
Written for the room where transformation is actually sold.
High intelligence assumed. No over-explained basics, no motivational fluff. Confident, surgical, calm. Written as if the bullshit tolerance in the room is zero.
Senior partners & MDs
You sell transformation. Not training, not tooling, not theatre. You influence CEOs and you're not impressed by frameworks.
Transformation practice leads
You carry a portfolio and a reputation. You fear becoming irrelevant more than being wrong.
Internal change leaders
You're trying to move a real organization, and you're tired of watching copilots get bought while incentives stay broken.
What should go through your head as you read:
“Yes, I've seen this pattern.”
“This explains why that program failed.”
“I can use this in the boardroom tomorrow.”
“This reframes AI adoption entirely.”
About the author
Jurgen De Smet
Chief Simplification Officer and keynote speaker with 25+ years in organizational design and product development. A software engineer since 1996, he helps enterprises de-scale complexity instead of adding to it.
Creator of the H³ (Harvest · Hack · Harness) framework for AI adoption, he works with leadership teams on the structural moves that make AI compound rather than stall.
“AI capability moves too fast for plans. Only rhythm survives.”
Barco · KPN · Danske Bank · Heineken · Fluvius · Base Company · SoftNet · AccentJobs · Česká spořitelna
Get Chapter 1 free
Walk in with the instrument, not the slogan.
Leave your email. Get Chapter 1, The Structural Bottleneck, free right now. We'll email you once more: the day the book goes on sale, late 2026.
You're in.
Chapter 1 is yours below: the reframe you can carry into a boardroom. We'll email you once more, the day the book goes on sale in late 2026.
Download Chapter 1