With more than 23 years in IT, from software development to enterprise architecture, I’ve worked at different layers of technology transformation. Today, as a TÜV-certified AI Consultant, I focus on one critical question:
Where can AI create measurable, scalable value – and where will it not?
Over two decades, I’ve seen organizations invest heavily in technology that never delivered operational impact.
The result is what I call PoC Purgatory: activity without scale.
I conduct structured, on-site assessments to understand decision points, process friction, and operational reality before recommending any AI initiative.
Not every AI idea deserves funding. I identify the critical 20% of use cases that generate 80% of measurable value, eliminating vanity projects and focusing resources where impact is real.
With 23+ years in IT and extensive experience in Pharma and CPG, I understand the governance, compliance, and operational constraints that shape successful implementation.
As a TÜV-certified AI Consultant, I apply a disciplined, standards-based methodology to evaluate feasibility, compliance, and risk, ensuring every recommended use case is structured and defensible.
Move beyond the hype. Apply Speed with Rigor to turn your business strategy into a future-proof AI reality.