Current, not trend-driven
I continuously evaluate new tools and capabilities, then focus on what is genuinely useful, reliable, and relevant to your work.
Approach
ChatGPT, Claude, Gemini, Grok or something else entirely? What's a harness and which one do I use? What combination of tools provides the best value? Can I use these tools to automate my daily work? There are answers to all of these questions and I will help you find them.
I continuously evaluate new tools and capabilities, then focus on what is genuinely useful, reliable, and relevant to your work.
We work directly with the tools and apply them to real tasks. The average training ends with a completed project or an implemented feature. The goal is practical capability—not another presentation that gets forgotten.
I explain where AI helps, where it falls short, and what to consider around privacy, cost, maintenance, and adoption. No hype, no fear, no bullshit.
Experience
More than a decade of industry experience—from close-knit product teams to large corporations. That perspective connects AI’s possibilities with the systems, constraints, and people that determine whether it succeeds in practice.
The best tool on paper is not always the right tool in practice. I consider technical fit, security, governance, existing skills, and day-to-day adoption before recommending a direction.

Methods
Every engagement is adapted to your goals, technical comfort, and day-to-day work. The focus stays on practical application, useful questions, and outcomes you can continue using independently.
Practical, tailored sessions focused on your goals—building confidence with AI tools, improving workflows, and solving real tasks together.
Interactive sessions for teams and groups, combining concise explanations, live demonstrations, guided exercises, and space for questions.
Focused support for evaluating tools, shaping responsible AI workflows, and making clear implementation decisions without unnecessary complexity.