Shipped

Web App

Consumer AI

Zero to One

AI-Assisted Onboarding
for Lasting Engagement

Skipper is an AI-powered productivity web app that organizes your browser tabs for you.

Designed for knowledge workers, rooted in CMU research & backed by Menlo Ventures.

Overview

Problem

New users struggled to understand Skipper's value and how to organize their tabs, resulting in poor active engagement.

Solution

Redesigned onboarding with an AI-assisted folder creation flow that guides users through their first 'Skipper win' while clearly explaining key values.

Impact

63% → 96%

63% → 96%

63% → 96%

Onboarding completion rate

16% → 49%

16% → 49%

16% → 49%

Week 1 active engagement*

*Folder creation/organization, tab open from Skipper, etc.

AI assistance added

to all folder workflows in the product

Role

Head of Design (sole designer)

Responsibilities

UX/UI & Interaction Design

User Research

Prototyping & Testing

Scaling Design System

Facilitating Collaboration

Team

2 engineers + 1 PM

Timeline

1 month

Problem

Skipper's PMF depended on active engagement,
but it was stalling.

Q4 2024

Automatic Tab Save retention

→ 50% at week 8

Active engagement rate
(Tab Organization & Reopen)

6% at week 8

Business Problem from the Surface

We see a dip in active engagement and we don't know why.

Low active engagement for us means weak product-market-fit.

Uncovered User Problem

"As a new user, I don't know how to organize my tabs and can't envision Skipper's ongoing value for me."

Solution 1/2

Create your first folder, effortlessly.

AI-assisted folder creation

Skipper intelligently recommends tab folders based on the user's recent browsing history.

This was a new UI component introduced to the product.

1

Skipper recommends a folder title most likely to be used frequently based on user's browsing data.

2

Then it teaches users how to easily keep folders up-to-date by adding AI-recommended tabs to them.
Either by dragging & dropping…

… or by clicking the [+ Add] buttons.

Solution 2/2

Understand Skipper's key values in 2 mins.

Previous onboarding wasn't structured around the key values

Approach: Learn by doing

To help new users understand why they need Skipper, we broke down onboarding into 3 steps, each showcasing one of Skipper's core benefits.

  • Step 1. Configure & try your first Auto Save

    01

  • Step 2. Create your first folder with AI assistance

    02

  • Step 3. Learn how to reopen saved tabs

    03

More focused first "Save" experience

New experience eases users into Auto Save by teaching the minimal configuration & allowing them to choose which tab to keep open.

Care to give it a try?

Impact

From Passive to Active: 3x Growth

A/B test hinted a positive trend in onboarding completion & W1 engagement

The PostHog product analytics page for this experiment 3 weeks into the A/B test. The purple bar (far left) indicates the previous onboarding completion rate of 63%.

63% → 96%

Onboarding completion rate

Following our full launch, we observed a substantial increase in active engagement

16% → 49%

Week 1 active engagement*

*Folder engagement, tab open from Skipper, etc.

11% → 29%

Week 4 active engagement

Lastly, the AI-assistance was added to all folder organization flows.

So how did we get here?

We didn't know the key to long-term engagement
was in folder creation from the beginning…

Research

Teamwork to find leverage in qual & quant research

To uncover this problem…

Automatic Tab Save retention

→ 50% at week 8

Active engagement rate
(Tab Organization & Reopen)

→ 6% at week 8

I teamed up with ENG & Product to look for…

Opportunities in churned and inactive user interviews

Key behaviors to leverage from user data

Learnings from Interviews

Most churned users never experienced Skipper's value in organization or quick tab reopen. They either never created a folder or only created folders for tabs they rarely needed to revisit.

Learnings from Data Analysis

Users who've opened a tab from folders, even just once, showed extremely strong long-term engagement rate (50% after 5 months) and were 3x more likely to upgrade to a paid plan.

Hypothesis

If new users experience the value of folders upfront in the funnel,
more of them will stay engaged and retain longer.

Design & (in)validation

5 days, 3 working prototypes and
12 user tests

I ran a 5-day in-person design sprint where we…

Ideated and created prototypes

Conducted 12 user tests using 3 working prototypes

Invalidated 2 other concepts including a chat UI

Why not the Chat UI?
Learn more about why the chat UI was invalidated
and design iterations that led to the final design.

© 2025 Chaemin Ahn

Made with care and many oat lattes.