Personalized AI Fashion Generation

Reimagining fashion intelligence where data meets taste to craft truly experiences personalized styling intelligence for brands

Role

Role

Founding Product Designer

Team

Team

Johnny Huang | Product Designer
PM
Eng
BP
UXR

Platform

Platform

Desktop

Industry

Industry

AI, Fashion, B2B

Company

Company

MirrorMirror AI

Context

As summer 2024 approached, a close friend launched an AI fashion startup and I had the opportunity to join as the founding designer.

Collaborating directly with the CEO and AI researchers, in just three months, I played a pivotal role in shaping the product’s vision and bringing the inaugural release to life transforming the concept into a tangible product, driving the project from zero to one.

The Product

A powerful AI tool that empowers stylists to create hyper-personalized fashion recommendations, tailored to each client’s unique style and existing wardrobe.

Key Design Principles

As a zero-to-one product under a fast environment, I needed create solutions fast, while ensuring:

  1. Creating a system that can communicate the AI technology to a human user through intuitive interactions and response.

  1. To ensure a swift release, balancing the design with limited front-end engineering effort without compromising the experience.

  1. The design framework shipped now could scale to large use cases for the future.

Progress so far: The product successfully launched with active integration and adoption by paying customers, demonstrating its immediate value and real-world impact.

Design

The vision began with delivering personalized fashion editorials directly to consumers but quickly pivoted to developing a B2B tool. From concept to launch, we brought the first release to market within just three months.

I led the design efforts, creating prototypes that effectively demonstrated the technology to investors. I also developed a scalable design system to support future growth and ensured seamless integration of the technology for paying clients and future usecases.


Outfit Generation

Use progress indicator as visual feedback to reassure users that the system is processing their input

Wardrobe

Profile Settings

Photo Creations

Intuitive Interaction

To demystify AI for unfamiliar users, I designed intuitive interactions that felt familiar and approachable, ensuring a seamless user experience that bridged complex technology with everyday usability.

Wardrobe Extraction Process: Offering clear explanations for AI-driven decisions and use visual feedback to assure users that the system is actively processing their input.


Partnership between users and AI by allowing users to guide, correct, or refine AI outputs. Ensure users feel in control and empowered rather than replaced by the technology.

Partnership between users and AI by allowing users to guide, correct, or refine AI outputs. Ensure users feel in control and empowered rather than replaced by the technology.

Communicating Artificial Intelligence:

A key design element for communicating AI to unfamiliar users was implementing a clear feedback loop for every action taken.


When users took an action that required AI processing, I ensured the interface provided real-time feedback, reassuring them that the system was actively generating results. This approach built trust and enhanced the user’s understanding of the technology’s functionality.

Designing for AI

As a zero-to-one product under a fast environment, I needed create solutions fast, while communicating:

Transparency and Trust
Clearly communicate how the AI works, its capabilities, and limitations. Provide explanations for AI decisions and offer visual feedback to reassure users that the system is processing their input.

Human-AI Collaboration
Design for a partnership between users and AI by allowing users to guide, correct, or refine AI outputs. Ensure users feel in control and empowered rather than replaced by the technology.

Iterations, Error Handling and Recovery
Anticipate AI errors and provide clear, actionable paths for users to correct or recover from mistakes. Make the system forgiving and flexible to avoid frustration.

Progress so far: The product successfully launched with active integration and adoption by paying customers, demonstrating its immediate value and real-world impact.

Design System

I created a scalable design system is essential for ensuring consistency, efficiency, and adaptability as products evolve. It establishes a cohesive visual language and reusable components, enabling faster iteration, seamless collaboration, and smooth integration of future features, all while maintaining a polished and unified user experience

Every great product starts with a conversation

Designed and built by Johnny Huang 2025

Linkedin

Mail

Instagram

Every great product starts with a conversation

Designed and built by Johnny Huang 2025

Linkedin

Mail

Instagram

Every great product starts with a conversation

Designed and built by Johnny Huang 2025

Linkedin

Mail

Instagram