Useful questions.
Working answers.

I approach AI with a creative director’s perspective: understand the problem, make the workflow tangible, and keep a person responsible for the decisions.

How I approach the work

How I approach
the work.

Product direction & AI-assisted building

Frame the problem.

Start with the real task and the person doing it. Define the useful outcome before choosing the tools.

Build to learn.

Direct AI-assisted implementation, test the journey, and use what becomes visible to improve the product.

Make review part of it.

Show uncertainty and evidence. Design clear human decisions, stopping points, and honest project boundaries.