FROM EXPERIMENT TO PRODUCTION
I help you find out where AI pays off, and I take the applications that make sense safely into production: connected to your processes, data and existing systems.
Experience from projects for mid-sized companies, industry and corporations.
References from more than 25 yearsWHERE I CAN HELP
ChatGPT, Copilot and the first agents are quickly rolled out. The real work starts afterwards. Do you recognize one of these situations?
You don’t want to introduce yet another tool. You want to know which process actually improves. We start with the problem and do the math before technology comes into play. “This doesn’t need AI” is a valid result, too.
Where to start: AI Impact CheckA prototype, an agent or a workflow, built with Claude, Copilot or n8n. Good: then we don’t start from scratch. Together we review what is ready for production and what still needs to be secured.
Where to start: Prototype CheckYour AI can answer. Can it also work with your company? I connect it to your data, processes and existing applications: with approvals in the right places and without an unnecessary rebuild.
Where to start: Blueprint & Implementation SprintAnd it should. To keep this from turning into uncontrolled sprawl, your team gets a clear software architecture, standards and guardrails that let it work fast and under control.
Where to start: AI Architecture AdvisoryA THOUGHT EXPERIMENT
Monday, 8:17 a.m. Two companies receive the same request: a customer needs a replacement by Thursday for a part that is no longer available.
COMPANY A
The AI sped up the email.
Not the process.
COMPANY B
The customer orders.
Their work can go on.
The order didn’t go to the better AI.
It went to the company that could turn its information into a reliable commitment faster.
Then both reply quickly, and speed alone no longer sets anyone apart. That is why the question “Where can we use AI?” isn’t enough. The more important one is:
“When the others catch up: what remains your good reason to be chosen?”
That is exactly what we clarify first. Sometimes it takes AI. Sometimes a clean interface is enough. Sometimes the process has to be sorted out first.
Start with the AI Impact CheckThe example is fictitious and serves as an illustration.
OFFERS WITH A CLEAR RESULT
No open-ended hourly account to begin with: every step has a fixed scope and a tangible result. After that, you decide whether we expand, change course or stop.
Find the right starting pointIn this order. Not the other way round.
Scope and price are fixed before we start.
A well-founded “stop” is a good result, too.
ANALYSIS · FIXED PRICE
One specific process, one verifiable benefit, one well-founded decision. In a few workshops we clarify where AI pays off for you and where it doesn’t.
Your result: A prioritized assessment with business case, risks and the simplest solution that makes sense.
Request the AI Impact CheckANALYSIS · FIXED PRICE
For applications, agents and workflows you have built yourself. I review architecture, security, data and data protection, quality of results, costs and operations.
Your result: A clear statement on production readiness and a concrete action plan.
Request the Prototype CheckDESIGN & IMPLEMENTATION
For one selected use case: first the target architecture, then the implementation within a few weeks. Built by me or together with your team.
Your result: A solution that runs in your systems: tested, monitored and properly handed over.
Discuss implementationONGOING SUPPORT
I support your AI architecture on fixed days each month: roadmap, architecture decisions, reviews and guardrails for your team.
Your result: One dedicated contact who holds your AI initiatives together technically.
Request advisory supportOWN PRODUCTS & INSIGHTS
My own products and offerings. They show how I approach solutions: starting from the problem and built by myself.
Make dependencies, outage scenarios and measures visible. Personal consulting combined with an AI-supported cockpit.
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Connect chats, agents and workflows with your company knowledge. Self-hosted on your server, with your team in control.
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Plan the work of your team and AI agents in one system. Prioritized by the Pareto principle, with an eye on resources and costs.
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From Excel lists and manual workflows to your own application. Start with a prototype and develop it step by step.
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Clarify requirements, weigh options and accompany the implementation with expertise. An experienced sparring partner for your project.
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Keep purchases, receipts and important deadlines in view in one place. For home and for your own business.
Visit site (German)ADVISE. DESIGN. DELIVER.
Neustadt an der Donau, Bavaria, Germany
years between
code and clients.
With AI, I care less about the demo
than about whether it holds up in daily work.
I come from more than 25 years of hands-on software development and software architecture: legacy systems, rollouts, unclear requirements and users who use software differently than planned. That is why I think about AI from the perspective of operations, not of the presentation.
My role sits between management, business departments and IT. I talk to you about business value, to the departments about processes, to data protection about data and to your developers about interfaces. And where it makes sense, I build the solution myself.
This is how I close the gap between consulting that doesn’t build and demos that underestimate everyday business. You work directly with me: from the first question to the handover.
.NET / C# · JavaScript · Cloud · APIs · Databases · LLMs · RAG · Agents · Automation
By AI slop I mean results that look finished quickly but pass their quality problems on to the next colleague or to the customer. A quick draft is valuable. It becomes a problem when nobody distinguishes between a draft and a reliable result anymore.
I look at the whole process, including review, follow-up questions and rework. Not at how much an AI produces.
Important statements have identifiable sources. Missing information and limits become visible instead of being glossed over.
It is defined what a solution may do on its own, when a human reviews and who acts when problems occur.
And we agree beforehand how we will recognize a good result. You don’t have to take my word for quality. You can verify it.
THE FIRST STEP IS A CONVERSATION
Tell me briefly where you stand: with an idea, a pilot or a solution you built yourself. I will get back to you personally. In a free initial call we clarify your situation and a sensible next step.