Redesign the work system.
Don’t just accelerate the task.
Sellhausen Consulting helps regulated and large-enterprise organizations redesign outcome-producing work systems for AI — roles, coordination, authority, expertise, and evidence — not just the activity the model touches.
Start with the free AI Transformation Field Guide, or talk about a work system that already feels the strain.
Built from three vantage points
Former FDIC risk management examiner. Former Army Observer/Controller-Trainer. Former Fortune 50 AI and data product leader.
Three careers spent standing between powerful capabilities and the people they affect — and keeping them honest about reality.
What changes
Task faster is not proof the system got better.
Most AI rollouts make one activity faster and call it transformation. The task runs quicker. But the roles, coordination, authority, and expertise that produce the outcome stay the same.
Real transformation changes the work system — the whole production function that turns inputs into outcomes. That system includes people, process, tools, governance, and evidence. AI is one lever inside it. Not the whole story.
The unit of AI transformation is the outcome-producing work system — not the task where AI enters.
The method
Seven steps from understanding the real work to governing a human–AI system.
Seven steps that move from understanding the real work to running a governed, improvable human–AI system. Each step is a chapter in the Field Guide.
- 01Understand the Work
- Map work-as-done, not work-as-imagined. Surface the real system: roles, coordination, expertise, queues, exceptions.
- 02Decide What Should Change
- Use the AI Work Fit Canvas to determine what should change, what should stay, and what AI should not touch.
- 03Redesign the Work
- Redesign roles, coordination, authority, and expertise for human–AI collaboration — not just task handoffs.
- 04Design the Human–AI System
- Define the boundary: what AI does, what humans do, how decisions get made, who answers when something goes wrong.
- 05Prove It Works
- Build the evidence that the redesigned system produces better outcomes, not just faster tasks.
- 06Govern It
- The decision, not the system, is the unit of governance. Applicability, controls, evidence, and accountability.
- 07Operate and Adapt
- Run, monitor, and improve. Treat the human–AI system as a living system that learns.
Free resource
AI Transformation Field Guide
A complete, free guide to redesigning work systems for AI. Seven chapters. No gates, no drip, no fake unlock. The full body is public. Use it directly or use it to decide if you want to work together.
- →Hub + 7 chapters + tools (Canvas, Authority Test)
- →Practical, not theoretical — built from real deployments
- →Governance as step 6, not the whole story
This tracks if you have
AI pilots that impress but don't stick
The demo worked. Leadership is excited. But the operating model won't absorb it.
Coordination that breaks under AI
You added AI to a task. Now nobody knows who owns the decision.
Governance pressure without a path
Regulators, auditors, or procurement want evidence you can't produce yet.
Task faster, system unchanged
Local metrics look fine. Outcomes barely moved. Something's missing.
Talk about a work system
If you have a work system that feels the strain — consequential decisions, regulatory exposure, coordination that doesn’t scale — the first conversation costs nothing.
No pitch. Just clarity on where you are, what outcome you need, and whether the Field Guide or a direct engagement makes sense.