Cross-Media Workouts App

Cross-Media Workouts App

Cross-Media Workouts App

Cross-Media Workouts App

AI-driven Warehouse Operations Platform

.My Contribution

UX Design, Product Design, UX Research

.Team

Shan Wang - PM
Xianxian Lu - Product Leader
Shiying Sun - Engineer

.Our Users

Fitness community.

.Timeline

05.2022- 09.2023

.Overview

Designing a fitness app and Vision Pro viewing experience for a startup redefined how users connect with fitness and community. Aligned with the startup's growth objectives, I led the high-level design, introducing referral strategies, asynchronous competition, and personalized fitness features. This approach not only delighted users but also drove viral growth, strengthened community bonds, and turned the app into a profitable venture.

Revenue structure

Revenue structure

Revenue structure

Revenue structure

Treadmill sales currently account for approximately 60% of total revenue, making it our most stable and scalable core business.

Business goal

Business goal

Business goal

Business goal

The running experience is currently our most powerful monetization domain. We are focusing this quarter on expanding treadmill-related features to unlock new opportunities in software subscriptions, content services, and accessory sales, laying the foundation for a more sustainable and resilient revenue model.

Roadmap

Roadmap

Roadmap

Roadmap

From launching core features to building viral loops and preparing for market expansion, this roadmap captures how we evolved the product from MVP to a scalable fitness ecosystem. Every phase was grounded in real user feedback and growth experiments.

Deep interviews

Deep interviews

Deep interviews

Deep interviews

We interviewed 10 users who completed 3+ workouts over at least one week. Participants ranged from casual joggers to fitness-focused users.

Persona

Persona

Persona

Persona

The running experience is currently our most powerful monetization domain. We are focusing this quarter on expanding treadmill-related features to unlock new opportunities in software subscriptions, content services, and accessory sales, laying the foundation for a more sustainable and resilient revenue model.

User journey map

User journey map

User journey map

User journey map

We organized the interview notes and used affinity mapping to categorize key insights into major dimensions such as interface, communication, and operations. We analyzed influencing factors and the number of affected users.

Survey analysis – Quantitative data

Survey analysis – Quantitative data

Survey analysis – Quantitative data

Survey analysis – Quantitative data

I faciliated retrospectives with PMs and engineers, bringing my insights to the discussion. Based on our collective insights, we brainstormed and ultimately decided to focus on two key challenges for new features, particularly in optimizing picking time and exception handling.

Problem definition

Problem definition

Problem definition

Problem definition

We organized the interview notes and used affinity mapping to categorize key insights into major dimensions such as interface, communication, and operations. We analyzed influencing factors and the number of affected users.

Benchmark

Benchmark

Benchmark

Benchmark

We organized the interview notes and used affinity mapping to categorize key insights into major dimensions such as interface, communication, and operations. We analyzed influencing factors and the number of affected users.

Design goal

Design goal

Design goal

Design goal

We organized the interview notes and used affinity mapping to categorize key insights into major dimensions such as interface, communication, and operations. We analyzed influencing factors and the number of affected users.

User flow

User flow

User flow

User flow

We organized the interview notes and used affinity mapping to categorize key insights into major dimensions such as interface, communication, and operations. We analyzed influencing factors and the number of affected users.

Timeline

We organized the interview notes and used affinity mapping to categorize key insights into major dimensions such as interface, communication, and operations. We analyzed influencing factors and the number of affected users.

Marketing strategy

01

Give users clear tasks

Competition point system: for who can access treadmill

02

Existing users enjoy sharing, and new users are catching attention.

Existing users enjoy sharing, and new users are catching attention.

03

Shared experience engagement.

Shared experience engagement.

Shared experience engagement.

Customized sending profile

Spectator mode: for who can not access treadmill

The features of "Point system" and "customized sending profile" stood out - internal tests found them helpful, so I created more detailed flows with low-fidelity wireframes.

Tech constrain

Tech constrain

Tech constrain

Tech constrain

I led in-depth interviews with 18 users across three key roles—Support Associate, Inventory Control Specialist, and Order Picker.

Material/ Texture: On-site voice library access enables real-time adjustments for better item retrieval.

Color tone: Streamlines operations without requiring a computer.

Color tone: Streamlines operations without requiring a computer.

Visual hints: On-site voice library access enables real-time adjustments for better item retrieval.

Color tone: Streamlines operations without requiring a computer.

Color tone: Streamlines operations without requiring a computer.

Info architecture

Info architecture

Info architecture

Info architecture

I led in-depth interviews with 18 users across three key roles—Support Associate, Inventory Control Specialist, and Order Picker.

Visual hints: On-site voice library access enables real-time adjustments for better item retrieval.

Color tone: Streamlines operations without requiring a computer.

Color tone: Streamlines operations without requiring a computer.

9

Final Design

01

Give users clear tasks

Visual hints: On-site voice library access enables real-time adjustments for better item retrieval.

Color tone: Streamlines operations without requiring a computer.

Color tone: Streamlines operations without requiring a computer.

01

Give users clear tasks

Visual hints: On-site voice library access enables real-time adjustments for better item retrieval.

Color tone: Streamlines operations without requiring a computer.

Color tone: Streamlines operations without requiring a computer.

01

Give users clear tasks

Visual hints: On-site voice library access enables real-time adjustments for better item retrieval.

Color tone: Streamlines operations without requiring a computer.

Color tone: Streamlines operations without requiring a computer.

To enhance ChatAI's capability as a versatile internal tool for various business units, I addressed integration challenges across teams.

I collaborated with technical teams to develop a universal design pattern but faced issues like data security concerns and siloed management between overseas and local teams.
To resolve this, I designed three card solutions: a comprehensive option requiring broader data permissions and collaboration, and a basic option for teams preferring minimal resource and data involvement.


The three bundles offer flexibility tailored to team preferences and resource commitments.

To understand the core reasons behind these problems, we conducted a deep dive into field operations.

I led in-depth interviews with 18 users across three key roles—Support Associate, Inventory Control Specialist, and Order Picker.

To understand the core reasons behind these problems, we conducted a deep dive into field operations.

I led in-depth interviews with 18 users across three key roles—Support Associate, Inventory Control Specialist, and Order Picker.