About

Designing for outcomes,
not outputs.

3+ years shipping across D2C, commerce, and AI-first products. I start with data, define the one metric that matters, and validate in rounds until the number moves. Craft follows direction — not the other way around.

01How I Work

Diagnose first

Funnels, replays, and interviews before the first frame.

Share early

Stakeholders see the reasoning continuously, not in one reveal.

Ship and measure

Launch is the start of learning. Every round is instrumented.

02What I Believe
01

The biggest design decision is which problem to solve.

02

Constraints are a gift. A hard limit forces the clever solution.

03

Users experience sequences, not screens. Design the path, not the state.

03My AI Design Framework

How I work with AI without losing my judgment as a designer.

From realusersAI's bestguessGrade

01

Grade the output

Tag AI output as real data, pattern, or best guess before it shapes the work.

“Make it fast”“Make it safe”tension

02

Catch the false clarity

AI averages and resolves tension into false consensus. Find the tradeoff it buried.

What if theuser is wrong?What's theopposite view?Where doesit break?

03

Own the decision

Push it from every angle — what breaks, what's the opposite view — then own what survives.

Read the resume or start a conversation.