Prototype with speed
I use LLMs and AI coding assistants to explore interactions, generate working options and test ideas early. The result is a faster route to something a team can see and discuss.
AI and product work
Better tools.
Clearer thinking.
I use AI to help prototype, design and build interfaces. The work still starts with understanding the people, data and decisions behind the product.
My approach
Use AI where it
improves the process.
Keep judgement in the loop
Generated output still needs a clear brief, accurate context and review. I check usability, accessibility, code quality and whether the interface actually helps its users.
Design understandable AI
When a product includes AI-assisted features, I focus on transparent output, clear controls and ways for people to inspect or correct a result.