About
Previously test bench. Now cloud systems.
I help industrial product engineering organizations modernize how they develop products so they can innovate faster and use AI effectively.
From product engineering to AI readiness
My career has followed the same shift industrial organizations are now facing.
- 01
Automotive Engineering
Understanding how products are designed, validated and delivered.
- 02
Test Engineering
Improving engineering workflows through data and automation.
- 03
Data Engineering
Turning engineering data into reusable digital capability.
- 04
Cloud Engineering
Building platforms that enable scalable software, data and AI solutions.
- 05
Strategic Advisory
Helping product engineering organizations become AI-ready.
Why organizations work with me
A bridge between engineering, software, data and transformation.
Most advisors understand technology. Most understand engineering. Few have worked extensively in both.
With a background spanning automotive R&D, engineering data, cloud platforms and AI-enabled delivery, I help leaders navigate the organizational changes required for modern product development.
As a native German speaker, I am especially well positioned to work with engineering and transformation leadership teams across the DACH region.
My focus is not AI tools. My focus is building engineering organizations that can continuously leverage new technologies.
How I help
Strategy close enough to execution to become real.
Leadership & transformation
- Assess AI readiness
- Identify organizational bottlenecks
- Define modernization priorities
- Align leadership around a target operating model
- Build practical transformation roadmaps
Team enablement & execution
- Engineering data foundations
- Cloud and platform capabilities
- Workflow automation
- Software and data practices
- AI-enabled engineering workflows
- Team mentoring and capability development
Unlike traditional strategy consulting, I stay close enough to execution to ensure transformation becomes reality.
Core belief
AI readiness is not primarily a technology challenge.
It is an organizational capability challenge. Organizations that succeed build the foundations that allow AI to compound over time.