Nova
Nova
A Conversational Personalization Experience for Samsung One UI



“How can the OS orchestrate adaptive, user-defined routines across devices?”
Role
Product Design Intern
Timeline
12 Weeks
Team
Aditi Misaal
Soumyadeep Roy
The Opportunity
Gen Z faces fragmented digital experiences and inconsistent habit formation. Apps personalize in silos, breaking continuity and trust.
Nova explores how an OS-level framework could integrate goals across devices with transparency and control.

Key Outcomes
Designed a personalization framework that feels intelligent, consistent, and in sync with its user.
Continuity → Unified experiences across phone, watch, and tablet.



Privacy & Control → Transparent, contextual permissions and full user control.
Identity & Self-Expression → Personalization that adapts to the individual, not predefined labels.
System Flow
We created a unified, adaptive experience that continuously evolves with the user’s context.
👋
Onboarding
Goal Refinement
🔒
Permissions
📱
Widget & Notifications
📊
Feedback Dashboard
A conversational interface invites users to articulate their goals.
Follow-up questions clarify and narrow down vague aspirations.
Clear prompts request the necessary data access for personalization.
The dynamic home screen widget and notifications adapts in real time—showing different content throughout the day.
📱
Ecosystem Continuity
A continuous, complementary and consistent experience for the user across all their Samsung devices.
Visual metrics track progress and reinforce habit formation.
Solution
Goal Setup Flow
Lightweight onboarding introduces Nova and its benefits, then lets users set goals flexibly by tapping chips or typing while Nova adapts and keeps routines clear.

User taps a smart chip, which instantly becomes their response bubble.

1.1 Prompt

1.2 Interaction
User types their own answer, and Nova interprets it seamlessly just like a chip.

2.1 Prompt

2.2 Interaction
Dynamic Widgets & Notifications
Adaptive content throughout the day, such as suggesting cultural events or reading time based on context.
Nova
Take a look at this art exhibition


Jahangir Art Museum
You could even pay a visit next week!
Nova
Play the

Arcane Official Playlist
for this workout on Spotify?
Nova
Take a look at this article


Breaking news: Security Personnel deployed outside the
till you reach home.
Dynamic widgets surface timely suggestions and updates directly on the home screen.
Nova
9:22 am
Read the latest from WHO
Read this article on the World Health Organization’s latest proceedings.

Read the latest from WHO
9:22 am
Read this article on the World Health Organization’s latest proceedings.

Context-aware notifications deliver the right prompt at the right moment without disrupting flow.

Cross-Device Continuity
Seamless transitions, e.g. resuming a book on smartwatch audio after pausing on tablet.
Play Arcane Season 2 playlist for this workout session?
Would you like to continue listening to Man’s search for meaning?
Delivers quick, contextual suggestions on the watch for seamless continuity.
Nova
Continue reading the news where you left off till your order arrives


Breaking news: Security Personnel deployed outside the Eiffel Tower
Tablet widgets extend personalization across devices, letting users pick up activities seamlessly from phone to larger screens.
🧠
Behavioral Data
Reading session is paused on the tablet
🧿
Signal Source
Tablet reading app
Smartwatch audiobook app
🗂️
Context Data
User transitions from stationary reading to moving (e.g., going for a walk)
Feedback Dashboard
Tracks progress over time and offers insights that reinforce motivation and habits.

Clear progress charts show overall activity trends.

Goal-specific insights highlight achievements and areas of growth.
Goals
Users define and manage their goals, which shape the suggestions Nova provides.

Users create and manage their personal goals with a maximum limit of 3 goals.

Each goal links to active and suggested features for personalization.

A single goal can be expanded and toggled on or off with full clarity.
Features
Features let users decide what kinds of suggestions Nova provides and how they’re powered.

Users toggle different suggestion types like apps, media, and calendar events.

Turning on a feature triggers a contextual permission prompt with clear choices.

Once enabled, users choose specific sub-options to tailor suggestions to their goals.
Metrics
How success would be measured if Nova were deployed at scale.
Setup completion rate → How many users finish goal + permission setup.
Permission opt-in/opt-out → Tracks trust and user comfort with data sharing.
Cross-device follow-through → Percentage of tasks continued across phone, tablet, and watch.
Interruption deflection → How well Nova avoids disturbing users during DND, meetings, or driving.
Fallback success → Frequency that offline/low-data routines still deliver relevant support.
Reflection
Nova reframed personalization from being an app feature to a system-level service built into the OS. It taught me how to design for scale, continuity, and trust across multiple devices.
More importantly, I learned to balance ambition with user agency — ensuring personalization feels transparent, adaptive, and always under user control.
Explore the research & insights that drove this project.
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