
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.
01/ Main Features
02/ Problem
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?
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
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.


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

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.

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!
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.

