AI & Data Strategy
Frameworks that survive contact with reality. Designed at Siemens across multiple Business Units, adapted to your context.
Consulting
From concept to measurable impact.
Selective engagements with startups and corporates — AI strategy, data roadmaps, and validated proofs-of-concept. Grounded in academic rigor, sharpened by industry execution.
What I do
Where engagements typically focus.
Proof-of-Concept Design
End-to-end PoCs that reduce hours of manual work to minutes — and a clear path from prototype to production.
Trust & Explainable AI
Industry-oriented design guidelines for AI that users actually trust — informed by peer-reviewed research.
UX Research for AI
Multi-method UX research to validate that the AI you're building solves the problem your users actually have.
How we'd work
A simple shape.
1 · Conversation. Tell me what you're trying to do and what's blocking it.
2 · Diagnosis. A short, written read of the problem and the cleanest path forward.
3 · Engagement. Either an advisory cadence or a focused build sprint, depending on what you need.