Close to the business
Fifteen years in the Vienna real-estate market, about 90 brokered properties, and decisions in an environment where responsibility and timing have real economic weight.


Under this motto, I am your interface between AI hype and application reality.
If you already use AI, you have learned that island solutions are not solutions — they are patchwork.
You need someone who can read business, risk, processes, and technology at the same time.
Someone who understands when AI makes sense — and when it does not.
That is the intersection where I work: with 15 years of market experience, entrepreneurial practice, and several thousand hours of practical AI work.
Just like buying a property: one decision, long-term effect.
Fifteen years in the Vienna real-estate market, about 90 brokered properties, and decisions in an environment where responsibility and timing have real economic weight.
More than 3,000 hours of hands-on work with LLMs, workflows, memory, and prototypes — not as an abstract market opinion, but in daily use.
I sit between business model and technology. Exactly where leaders need someone who can make the mechanics understandable without drifting away from the actual decision questions.
Learning and exchange do not happen only at the desk, but in direct contact with platforms, vendors, and communities shaping the market right now.
My own pain point put me in the position to support you with AI-assisted decision processes and with the adoption and reliable use of AI.
What was the pain point?
In short: context loss across multiple chats and LLMs. Plus traceability.
These problems kept bothering me to the point that I could no longer let them go, and I began to think about what a sensible solution might look like.
Once I had an idea of what the solution could be, I knew: I had to build it. Now, nearly a year and a half later, the patent office is in the examination phase.
Since my first prompt more than three years ago I have learned, in countless sessions, tutorials and on-site meetings with the professionals in the field, how AI actually works.
What does it take for reliable results? And above all: how do you notice when AI starts inventing content — and arranging it so it sounds as if it were true?
Exactly on this narrow ridge lies the greatest danger in applying AI.
Do not be deceived. Make AI your digital brain that no longer forgets — so decisions can be made in minutes instead of days.
I help you do that. I pass on, first-hand, what I learn from the professionals in the field — whether at the Oracle AI World Tour London, an Agents Night in London or an AgentCon in Vienna.
I learn every single day.
