Audit
Map the primary task, broken states, duplicated patterns and trust risks.
AI PRODUCT DESIGN
I help AI-native startups and SaaS teams turn fast-built interfaces into products with clear flows, complete states, reusable rules and trustworthy AI behavior.
WHEN TO USE THIS
SCOPE
Map the primary task, broken states, duplicated patterns and trust risks.
Fix the smallest flow that can change perceived product quality.
Turn decisions into components, tokens, states and implementation notes.