
Overview
About Bubbly
Bubbly is an AI concept design project, focusing on quick design iterations on swift UI, creating a fun and delightful engagement with AI agent based decision making.
Mastering UI for AI
Created a cohesive, beautiful UI design system
Delightful & Engaging
Interactive bubbles that act as user's proxy
01/ Main Features
solution 4 - Curated Results
Deal maker!
No drama, no oversharing. Bubbly will curate options based on each proxy's unique preferences analyses.
solution 3- virtual discussions
Put your cards on the table ♣️
AI will express your preferences for you, making it easier for the group to decide together.
solution 2- Edit your proxy
Talk to fine-tune your trip taste
Interact with AI to adjust preference weights or receive recommended tags.
solution 1 - Make your proxy
Create your proxy with bubbles
Make trip planning fun. Set preferences and weights through playful bubbles and build your AI trip proxy.
02/ Problem
what sparked this idea
We have AI agents. Why not make them help group decision-making?
1
Current AIs are built for individuals, not groups
Today’s AI can plan a trip, recommend our next favorite movies. But when it comes to making decisions together, we’re still on our own, using non-AI tools.
2
Group decisions are messy and difficult
We all have different needs, priorities, and preferences. So often, we give up what matters to us just to keep things simple. But what if AI could help us find a better middle ground, for all?
Competitive Analysis
How do current travel platforms use AI, and do they support collaborative group decision-making?
With an initial hypothesis that current AI services won't support group decision making, I tested a scenario of [planning a trip to Santa Fe with 3 friends who have different travel preferences and budgets].
No AI feature for groups
Even when AI was used, it was 1 person recommendation system and it didn't work in group decision-making.
No dynamic, group-aware preference setting
None of the platforms allows let users collaborately set filters/ preferences. There’s no way to balance or weigh inputs across group members.
Weak decision-making support
Airbnb has up/down voting, and TripAdvisor has comments. But neither helps users toward a shared decision.

Airbnb
Airbnb had the most usable & transparent voting feature to support group decision making.

Tripadvisor
Tripadvisor also had a group wishlist, but lacked additional features to share opinions beyond text-based comments.
03/ Ideation
Initial brainstorming
What are design opportunities?
Through competitive analysis, I discovered design opportunities for this AI concept.
AI for a group, not just individuals
I envisioned a recommender system that can interpret and reconcile inputs from multiple users, generating suggestions that reflect the "group" perspective.
Enable dynamic preference input
The new design should allow users to set filters collaboratively, and adjust individual priorities and preferences.
Lower the inconvenience, raise the fun
By leveraging criteria-based recommender, we can ease the burden of manual compromise and negotiation, unlike the current reliance on text-based comments.
Concept
Bubble-inspired, playful trip planning!
Inspired by Apple’s Image Playground, I created a moodboard for an interaction that combines a glass-like aesthetic with flexible, dynamic behavior.

Wireframes
Quickly sketching out the main flows.
Considering components, and the overall design system, I quickly sketched the main flows of (1) editing preferences, (2) group-AI curation process, and (3) voice/image-based AI interactions.

Flow 1
1. Edit preference for my proxy 2. Adjust weight of each preferences 3. Share my proxy with friends

Flow 2
1. Add trip details 2. AI analyzes each proxy's preferences. 3. AI suggests curated destinations, by prioritizing diffent preferences.

Flow 3
1. Chat with AI to adjust preference weight or receive recommended tags. 2.Upload images to get more personalized or related keywords (bubbles).
4/ Design Iterations
Detail 1
Aesthetic UI touch to increase the "AI" feel

Gradient UI
1
I tried to add gradient "just right amount" to increase the feel of interactiveness.
Liquid glass aesthetic
2
Although we were building our product earlier, one of our golas was to explore the glass UI. With the ios26 release, we could integrate new UI into ours super neatly.
Detail 2
Small tweaks to increase the fun!

Card- placing UI
1
As each member’s preference is highlighted, the results are displayed in a card deck format. This turns the stress of group decision-making into a moment of fun, like card games!
Detail 3
Novel interactions for profile editing
Engaging bubble interactions
1
Setting up different proxies for each trip can feel tedious. With simple touch-based weight adjustments and bubble-like physical traits, users can seamlessly engage with the bubble ecosystem.

