CASE STUDY 01
Bringing structure and scalability to a complex conversational design system.
Role
Lead UX Designer
Timeline
2025–2026
Platforms
Desktop + Mobile Web · iOS + Android Apps

Overview
I took design ownership of ANDi, a virtual assistant, during a team transition and inherited a complex ecosystem of Figma files, legacy components, conversational flows, and evolving design-system standards.
My role went beyond designing individual experiences. I helped organize, maintain, modernize, and scale the Figma system behind them, while supporting the evolution of ANDi and Legacy Search into Fusion, the unified search experience spanning desktop and mobile web, and iOS and Android apps.
The Challenge
ANDi had years of existing work spread across multiple Figma files, component libraries, and Lucidchart architecture.
At the same time, the broader Flagship design system was evolving alongside the development of a new component library.
I needed to quickly understand what existed, maintain active work, and help move designs forward without introducing more inconsistency or unnecessary duplication.
What I Did
01
Navigated extensive legacy files and libraries, cleaned up and organized working files, and created clearer structures for ongoing design work.
02
Updated legacy ANDi components, created reusable patterns where needed, and leveraged existing components instead of repeatedly creating one-off UI.
03
Recreated legacy Lucidchart artifacts in Figma, translated outdated patterns into modern Flagship design-system components and proposed new components where existing patterns didn't meet the needs of the experience.
04
Looked beyond individual screens to identify recurring conversational patterns, states, and behaviors that could be standardized across flows.
05
Translated complex conversational architecture from Lucidchart into structured, customer-facing Figma experiences.
06
Created end-to-end experiences and high-fidelity prototypes using consistent components and patterns so stakeholders could review the experience as a system rather than a collection of screens.
Design-System Evolution
A major part of the work involved navigating multiple generations of design patterns. Rather than treating migration as a visual reskin, I focused on preserving useful interaction patterns while reducing unnecessary variation and aligning new work with the evolving design system.
Legacy ANDi components
Audit + organize
Reusable conversational patterns
Flagship design-system components
Fusion components
Designing at Scale
The component system supported conversational experiences across multiple customer needs. Working across multiple flows made consistency especially important, components needed to behave predictably while supporting different content, customer states, and conversational paths.
New end-to-end flows
Enhanced existing experiences
MOVING TO FUSION
Fusion brought together Legacy Search and conversational assistance into an AI-enhanced experience spanning web, mobile web, and iOS & Android apps.
As the experience evolved, I helped bridge legacy ANDi & ANDi 2.0 patterns with newer Flagship components, maintaining continuity while moving the system toward its next generation.
Impact
Quickly learned and navigated a large legacy Figma ecosystem while maintaining active delivery.
Used reusable components and established patterns across multiple conversational experiences.
Recreated outdated artifacts and transitioned existing designs toward current design-system standards.
Considered components, states, patterns, and reuse, not just individual screens.
Created organized flows and prototypes that made complex experiences easier for designers, product partners, developers, and stakeholders to understand.
Helped bridge an established virtual assistant and its legacy components into the newer AI-enhanced ANDi 2.0 ecosystem.
Prototyping With the System
I used the component system to create multiple high-fidelity conversational prototypes under tight deadlines. Because the underlying patterns were reusable, I could rapidly assemble complete experiences while maintaining visual and interaction consistency.
The prototypes helped teams identify gaps, understand behavior, align on design intent, and make decisions faster.
This work was recognized with a Connection Award for contributions to ANDi + Fusion designs and high-fidelity prototypes.