Services: from an idea to a running AI and web product

I build AI and web products from idea to operation: UX, frontend, backend, database, deployment. Everything here is backed by my own products and notes on this site, not by promises.

Five services

AI prototype and MVP

An idea becomes a working prototype with a clear scope: the essentials first, so you get real feedback early. A tightly scoped prototype typically takes about 3–6 weeks; we settle the exact effort after the first call.

Proof: MeisterMeld (voice-first software for tradespeople) and PflegeOasis.

AI integration with human oversight

Building language models into existing workflows without giving up control: a draft by AI, review and approval by a person. This also fits the transparency duties of the EU AI Act.

Proof: AI content with human-in-the-loop, AI Act Article 50 and the AI routine-work calculator.

Web product with backend and SEO

Landing pages, UX flows, database and backend, local search engine optimisation, payment logic and a sensibly cut MVP scope from one pair of hands.

Proof: this website with automatic deployment and the products MeisterMeld and PflegeOasis.

Servers, deployment and operations

Your own server or a VPS with CI/CD, secure access and backups whose restore has been tested. Anyone who does not want everything in the big providers’ cloud will find a practical route here.

Proof: leaving the cloud, zero trust for the homelab and backup the 3-2-1 way.

Website modernisation

Upgrading the existing websites of small businesses: a price calculator or enquiry route, fast loading and a clean structure for search engines and AI assistants (FAQ and HowTo markup, llms.txt). I measure before and after and show both.

Proof: Kernbohr-Expert, a pilot project for a Dresden company.

How working together goes

First call (30 minutes): goal, users, constraints. You can book a slot directly on the home page.
Fix the scope: what goes into the first version and what deliberately does not? In writing and short.
Build and show a prototype: in short steps, so you see early whether the direction is right.
Go live and operate: deployment, backups, monitoring; documentation of the processes on request.

What I am not

I work alone, not an agency with a large team. That keeps coordination short but limits the volume.
I quote prices after the first call because they depend on scope. No flat offers without knowing the project.
Legal questions (for example on the CRA, NIS2 or the AI Act) are for legal counsel; I show what belongs on the technical side.

For employers

I am also looking for a permanent IT job, with DevOps and platform engineering as the best fit. My background, open gaps and evidence are summarised in career change into DevOps in Germany; the CV is available as a PDF (English).

Discuss a project

Send me a short note on what it is about, or book a 30-minute call.

Contact and booking Case study MeisterMeld Case study PflegeOasis Case study Kernbohr-Expert