Matthias Hamann

I help companies translate AI initiatives into concrete products, processes, and measurable business impact.

As an engineer and software specialist with over 15 years of experience, I combine strategic thinking with technical depth – and bring AI not just into concept, but into implementation.

My focus is on developing concrete use cases from technologies such as LLMs, RAG, or Custom AI and making them quickly verifiable.

• Development and prioritization of AI use cases (Pain Point Mapping)

• Conception of AI-based products and platforms

• RAG and LLM-based systems (incl. Agentic AI & MCP)

• Integration of Generative AI into existing processes and systems

• Development of AI roadmaps and decision-making bases (Build vs. Buy vs. Partner)

• Bridge between business, product, and technology

• Clear AI roadmaps instead of buzzword strategies

• Quick validation of AI use cases (prototypes, MVPs)

• Reduction of risk in technology decisions

• Translation of complex AI technologies into concrete business applications

• Acceleration of innovation and product development processes

· Access to a network of over 15+ experts for the implementation of AI-driven digitalization projects

I have been working with AI technologies in various projects since 2018.

Some practical highlights:

• Computer Vision & Machine Learning (e.g., image analysis, defect detection)

• Retrieval-Augmented Generation (RAG) and knowledge systems

• Conception and implementation of Custom AI Solutions

• Integration of AI into platforms, products, and workflows

• Automation and AI-supported processes (e.g., with n8n, Make, SAP Build, or AI Agents)

I have worked on projects for the following renowned clients:

Eurowings, Lufthansa Technik, Kuka Group, item Industrietechnik, Deutsche Marine, ATS Industrial Automation, as well as numerous other medium-sized companies and hidden champions