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