AI product design for workflows people can understand and control.

I design AI-assisted products around the work users are actually trying to complete. That means turning open-ended generation into clear inputs, useful controls, understandable system states, review steps and outputs that fit into a real product workflow.

AI UX needs more than a prompt box.

The product has to help users form intent, understand what the system is doing, evaluate the result and decide what happens next. I structure those moments as a coherent flow instead of treating AI as an isolated feature.

Frame the intent

Turn an open-ended task into guided choices, useful defaults and inputs that help users express what they need.

Make state visible

Loading, generation, errors, limits and completion states should tell users what is happening without making them guess.

Support review and control

Give users a clear way to inspect outputs, compare alternatives, refine a result and recover when the system misses.

Connect the workflow

Design what happens before and after generation so AI becomes part of a useful product journey rather than a demo.

AI behavior becomes usable through product structure.

AI products combine uncertain outputs with familiar interface expectations. Strong UX creates enough structure, feedback and control for users to trust the workflow without pretending the system is perfectly predictable.

Guided generation

Structured inputs, presets and progressive controls that reduce prompt-writing burden.

Human-in-the-loop review

Review, refinement and approval states that keep important decisions with the user.

Product states

Clear feedback for processing, success, failure, limits and next actions across the experience.

Scalable UI systems

Reusable components, responsive behavior and developer-ready Figma for products that continue to evolve.

AI and complex product workflows in context.

PerfectMockup shows a guided AI generation workflow. OntarioLandlord shows how complex SaaS tasks become structured product flows. MiamiGo shows connected mobile and operational journeys across multiple user roles.