Find the right opportunities
Explore your workflows, assess feasibility, and decide where AI is worth using—and where it isn't.
You leave with a prioritized use-case map and a practical roadmap.
Explore the opportunitiesIndependent AI transformation consultant & builder
I help teams find worthwhile AI opportunities, build working solutions, and bring people along—from the first use case to everyday work.
Strategy. Implementation. Team enablement.
The person behind the work
Enterprise experience.Independent delivery.
Consultant, developer, and your direct collaborator.
My background spans enterprise systems at SAP and Siemens, customer-facing products at Enpal, and business processes at HARTING.
You work directly with me—from understanding the problem to building the solution and handing it over. I connect the technical decisions with the people doing the work.
Best fit: product and operations teams with a concrete workflow to improve.
Four ways to move forward
A clear first step.Something to build on.
Explore your workflows, assess feasibility, and decide where AI is worth using—and where it isn't.
You leave with a prioritized use-case map and a practical roadmap.
Explore the opportunitiesBuild a focused pilot with real context and clear success criteria before committing to a wider rollout.
You leave with a working pilot and evidence for the next decision.
Plan a pilotConnect the workflow to your tools and data, with appropriate access, human review, and reliable operation.
You leave with an integrated workflow with evaluation and clear ownership.
Discuss integrationHelp people use the system confidently through practical workshops, documentation, and hands-on handover.
You leave with a team equipped to use, maintain, and improve the workflow.
Talk about your teamSelected professional experience
Technology in context.People in the picture.
Backend development & GenAI workshops
Enterprise systems + team enablement
Product Compliance and Environment, Health & Safety: complex enterprise workflows with real operational constraints.
Full-stack development
A clearer customer journey
A solar customer portal: helping customers navigate a complex product and service journey.
Mobile apps & dashboards
Operational data, made usable
Developed mobile applications and operational dashboards that brought live data into the team's day-to-day decisions.
Data, web & ERP
Software inside business processes
Integrated data-science tools, web applications, and SAP ERP into business processes across the web shop and operations.
Small, falsifiable studies into systems with explicit constraints and correction paths. Research, not a claim of general AI safety.
A bounded investigation into selective learning updates and what it takes to measure them honestly.
A compact game about noticing patterns, testing hypotheses, and learning to ask one better question.
A visual instrument for rehearsable, responsive worlds—an intersection of engineering and creative practice.
Simulation · replay
Incentives + fragile signals
A paper-only simulator for exploring incentives, lag, and fragile signals. No live trading or real-money results.
Selected professional roles. Company names describe experience, not freelance client endorsements.
How we'll work together
Learn before scaling.Build with the team.
Start with the people, the workflow, and what's getting in the way. Agree on what a better outcome means.
Choose one use case. Check the data and risks, build a pilot, and compare it with the current way of working.
Connect tools and models where they earn their place. Add evaluation, clear permissions, and human review.
Train the people using it. Document decisions, hand over ownership, and agree on how to measure and improve it.
Your next step
Which workflow is slow, repetitive, or difficult? Tell me what you'd like to improve. You don't need a finished AI brief to start a conversation.
A direct conversation with me. A practical next step for your team.