Consulting
When it is not yet clear what the problem actually is
Many difficult situations do not begin with a clear question.
Technology, organization, interests, existing decisions, and human relationships interact. Different people see different problems. Explanations contradict one another. At the same time, the pressure to make a decision increases.
In situations like these, I help create clarity and structure.
Not by offering a solution as quickly as possible. Instead, we first work out what can actually be observed, which different models might explain the situation, where assumptions and interests have become entangled, and which decisions are actually at stake.
The goal is not complete certainty.
The goal is an orientation that makes meaningful decisions and action possible again.
Where I can help
You do not need to know yet whether your problem is technical, organizational, or human.
And in particular, you do not need to know yet whether it is an AI problem at all.
Typical starting points might be:
- An important decision needs to be made, but the situation is contradictory or difficult to understand.
- A technical initiative has also become an organizational question.
- AI is changing processes, roles, or decision paths, while the consequences are not yet clear.
- Different people involved are working with different ideas of what the actual problem is.
- A project is stuck even though there are good reasons behind each of the different positions.
- An organization feels pressure to change, but a premature strategy would claim more certainty than is currently justified.
In situations like these, I can work as an independent thinking partner, analyst, and technical sparring partner.
Sometimes a single conversation is enough. Sometimes it develops into a structured analysis or ongoing support over a longer period.
How I work
I try to separate observation from interpretation at first.
What facts do we know? Which assumptions are we already treating as facts? Which different models explain the same observations? Where do they contradict one another? What do we not yet know?
Contradictions do not have to be resolved immediately.
Often, new orientation emerges precisely because several plausible explanations are allowed to coexist for a while.
Only then does the question become interesting: which decision makes sense under the given conditions – and what would we need to observe in order to revisit that decision later?
This way of working is not tied to a particular method or technology.
My background in computer science, software and product development, and the design of complex technical and organizational systems allows me to consider technical and organizational questions together rather than separating them artificially.
AI and complex systems
Artificial intelligence intensifies many of these questions.
It changes more than individual tools. It changes which tasks can be automated, how knowledge becomes available, which roles humans and technical systems take on, and the conditions under which decisions are made.
That is why I am reluctant to turn every such question prematurely into an “AI project.”
Sometimes AI is an essential part of the solution.
Sometimes it merely makes an existing organizational problem more visible.
And sometimes the most important insight is that the decisive question lies somewhere else entirely.
I work intensively with current AI systems and personal agents myself. This allows me to bring their capabilities into the work in practical ways without making them the starting point of every problem.
What the outcome might be
The result of my work is not necessarily a concept, a presentation, or a new project.
It might be a clarified decision.
A more precise description of the problem.
A map of different positions and assumptions.
A technical or organizational model.
A concrete next step.
Or a well-founded decision not to do something for the time being.
What matters to me is that there is more orientation after our work together than there was before – and that it remains understandable what that orientation is based on.
A possible starting point
If you are dealing with a situation where the usual answers seem to come too early, we can start with a conversation.
You do not need a finished brief or a precise idea of what kind of consulting you need.