I Build AI Tools That Work
A personal portfolio of AI systems built end-to-end — RAG pipelines, AI agents, document processing, and automation tools. Self-hosted, Dockerised, and running in production.
A personal portfolio of AI systems built end-to-end — RAG pipelines, AI agents, document processing, and automation tools. Self-hosted, Dockerised, and running in production.
Capabilities
Real systems solving real problems. Each one designed, built, and running in production.

Staff asks a question, AI finds the answer across all your files — with the exact source. SOPs, manuals, contracts, policies.
Built: CompliBot — 38 endpoints, handles 1000s of documents

An AI model that knows your products, your brand, your processes. Not generic — trained specifically for your business.
Built: Custom models for image generation and content

Email comes in, AI classifies it, routes to the right person, drafts a response. No manual steps.
Built: 100+ automated workflows across 20 applications

Generate, process, and publish content automatically. Product descriptions, video summaries, report generation — hands-free.
Built: Video pipeline processing 100s of files per batch

Add AI to the software you already use. Smart search in your CRM, AI insights in your dashboard, automated reports.
Built: AI integrated into 7 different business applications

Your AI tool runs on secure European servers. We handle hosting, updates, monitoring, and backups. You just use it.
Running: 20+ applications on secure Hetzner infrastructure

Every tool we build follows enterprise security standards. Encrypted data, access controls, audit trails — not bolted on after.
Built: FwChange — live security SaaS at fwchange.com

I build a working prototype in about a week per tool — every system in this portfolio started that way. Shipped in Docker, self-hosted, runs end-to-end.
Available: Try our live demos — no signup required
About
This site is my personal AI lab — no client work, no commercial product. 20+ systems built on the side: document AI, RAG pipelines, fine-tuning, meeting copilot, offline voice dictation. Each runs in production, used daily, and stays publicly visible — with one live SaaS product, fwchange.com, as reference.
17 years building secure infrastructure for DACH enterprises. The same reliability standards as a bank's firewall, applied to every system in this portfolio.
Document search, data extraction, workflow automation, content generation — 20+ systems built, deployed, and running in production on my own infrastructure.
Every system runs on my own Hetzner VPS — no US cloud APIs. Docker containers in isolated networks, Caddy reverse proxy, automated health checks, automatic recovery.
Most AI agencies build prototypes.
Most dev shops don't understand your operations.
I build tools that run from day one.
AI-102
Azure AI Engineer
AZ-500
Azure Security
CEH
Ethical Hacker
ISO 27001
Lead Implementer
TOGAF 9
Enterprise Architecture
CCIE Security
Cisco (Written)
FAQ
Browse 20+ production AI systems — each one built end-to-end, self-hosted, and running today. Case studies, technical deep dives, and live demos.
Contact
Have a project in mind? Tell me what you need.