Compliance at the Speed of AI: One Retail Hub
Each retailers' compliance assessments were eating 100+ hours of brands' time. One Retail Hub redesigned that experience around AI, where trust, not automation, drives every interaction.
Contribution
Product strategy ✺ Research ✺ Design system ✺ Prototyping ✺ Frontend implementation
Team
1 Product designer (me) ✺ 1 Product Director ✺ 1 Project Manager ✺ 1 UX Researcher ✺ 4 full-stack engineers
Timeline
Nov 2025 - Ongoing
The Problem
Fashion brands spend 100+ hours responding to each retailers' compliance assessments, answering the same questions repeatedly, in different formats, for every retailer that asks. There was no shared system, no memory, no way to work smarter.
What I did
Sole designer, 0 to shipped in 3 months.
I created an AI-augmented design-to-development framework with engineering, eliminating handoff in favor of shared ownership: a design constitution, AI prototyping, and direct code commits. Design fidelity reached ~95%. Alongside that, I built the design system foundation and scaled it to cover AI behaviors and interactions: the human-in-the-loop patterns that define how the product feels and build trust.
An AI prototype built during early validation closed a major European RFP before production even started.
Outcome
Reduced brand compliance response time from 100+ hours to 36 minutes. Shipped in 3 months, presented at an OECD conference, and now live as TrusTrace's free-tier product.
