Own product

An LLM-orchestrated business platform

A platform where solo entrepreneurs do not click their business processes but describe them — and an AI-assisted pipeline does the rest.

Role Architecture, development, operations
  • Pipeline engine with over 80 node types instead of rigid workflows
  • Multi-tenant architecture, designed for hundreds of tenants
  • Multilingual from day one, EU AI Act and GDPR compliant by design
Own product

Feedback tool under an own umbrella brand

A self-hosted feedback tool embedded into arbitrary applications via a JavaScript snippet, evaluating responses with an LLM.

Role Concept, architecture, implementation
  • FastAPI backend, PostgreSQL, lightweight TypeScript widget
  • LLM evaluation through an own proxy — no direct provider access
  • Brought from idea to deploy in eight cleanly cut waves
Client engagement

Shop platform migration in retail

A retail company switches its shop platform and rebuilds a content system in parallel. I own the lion's share of the implementation.

Role Implementation, technical advice
  • Migration plan with clear phase cutting instead of big bang
  • Architecture alignment between several involved trades
  • AI-assisted development as an accelerator in the running engagement
Advisory field

AI adoption in development teams

A recurring pattern across several engagements: a team wants to use LLM assistance without code quality and maintainability suffering.

Role Advisory, enablement
  • Quality gates that mechanically catch LLM-typical error classes
  • Model routing as a cost lever — not every task needs the most expensive model
  • An operating doctrine that brings speed and discipline together

I am happy to name concrete references and contacts in a personal conversation — where a release exists.

Next step

A project that needs to hold?

Whether a concrete project, an architecture question, or the idea of bringing AI sensibly into development — a first conversation costs nothing but half an hour.