> 03 ai adoption

AI that lands in daily work, not in a drawer.

I help teams put AI to productive use: from use-case identification to tool selection to running automations in marketing and operations. Certified as a manager for applied AI transformation (IHK) and building with AI every day.

Most AI initiatives never get past the pilot.

A chatbot here, a prompt workshop there, and three months later the team works like before. What's missing: concrete use cases with business value, clean tool integration, and people who actually use it.

How I work

  • AI audit & use cases

    Where does your team lose time? We identify the 3–5 use cases with the biggest leverage and prioritize by effort and impact.

  • Tool setup & integration

    Selection and rollout of the right tools: assistants, agents, automations in CRM, content, and customer ops. Privacy considered from day one.

  • Enablement

    Hands-on sessions with your team until it sticks. Including guidelines for responsible use.

Why me

I don't just talk about AI, I build with it: my own tools, automations, prototypes. Plus the formal foundation: IHK certificate in AI transformation, AI Engineer Path.