Structured advisory, prototyping, and infrastructure services tailored for forward-thinking organizations, consultancies, and technical operations teams.
AI Opportunity Assessment & Implementation Plan
n8n Automation & API Integration
For SME leaders and operations directors exploring high-impact AI adoption without introducing unmanageable technical debt.
For operations and engineering units seeking reliable data synchronization across disconnected webhooks, databases, and business tools.
I evaluate existing manual workflows, assess software interoperability, and identify prioritized automation targets. Deliverables include a feasibility analysis, architectural roadmap, and responsibility matrix.
I engineer resilient n8n automation flows and connect REST interfaces. Deliverables include deployed integration workflows, automated error handling mechanisms, and API payload documentation.
AI Assistants for Documents & Internal Knowledge
AI Agent Prototypes & MCP Tools
For consultancies and technical teams requiring accurate information retrieval from internal repositories without leaking company data.
For product managers and innovation teams evaluating agentic tool-use protocols to solve multi-step operational challenges.
I set up private RAG architectures using Qdrant vector databases, embeddings, AnythingLLM, Open WebUI, Ollama, and LiteLLM. Deliverables include a working retrieval pipeline and search quality benchmarks.
I build functional agent prototypes configured with Model Context Protocol (MCP) integrations. Deliverables include an executable prototype environment, custom MCP connectors, and evaluation logs.
Self-Hosted AI Infrastructure Setup
Document & Data Preparation for AI
For privacy-conscious enterprises and technical partners needing complete sovereignty over model execution and infrastructure costs.
For businesses with legacy documentation and tabular records that need cleaning before ingestion into AI systems.
I configure production-grade Linux, Docker, and Coolify installations on Netcup or Hetzner servers. Deliverables include containerized runtime environments, security configurations, and operations runbooks.
I parse, clean, and structure unstructured DOCX, CSV, and XLSX files for semantic processing. Deliverables include normalized datasets, extraction scripts, and structured ingestion guidelines.
Marketing Automation & Content Production
AI Workshops & Team Enablement
For agency leads and marketing departments looking to scale content operations with deterministic quality controls.
For interdisciplinary operational teams seeking practical technical fluency with local models, prompt systems, and agents.
I establish automated pipelines connecting content repositories, generative models, and publishing tools. Deliverables include multi-step generation workflows, review checkpoints, and publishing schemas.
I deliver focused technical sessions centered on internal workflow automation and tool usage. Deliverables include workshop curriculum, interactive sandbox environments, and ongoing reference documentation.
From Problem Definition to Production
Clarify & Plan
Prototype & Evaluate
Integrate & Hand Over
We analyze your operational bottlenecks, audit system APIs, outline architectural dependencies, and establish a clear integration plan with explicit milestones.
We construct an explainable working prototype using your actual data, testing model accuracy, latency, and tool reliability before wide organizational rollout.
We deploy hardened self-hosted or cloud pipelines, connect live business software, verify operational stability, and transfer full ownership to your team.
Request a Project Discussion
Outline your operational bottlenecks, current software stack, or prospective AI initiative to schedule an initial technical conversation.