New feature design for

New feature design for

PlayBuddy: An AI Companion for Smarter Movie Recommendations  

PlayBuddy: An AI Companion for Smarter Movie Recommendations  

The AI-Powered Movie Companion

Introduction

A Never-Ending Dilemma

A Never-Ending Dilemma

You open Netflix after a long day, hoping to unwind, but after scrolling endlessly, you still can’t decide what to watch. Sound familiar? You're not alone—millions of users face this paradox of choice daily. As a product designer passionate about enhancing user experiences, I wanted to explore this problem and design a smarter solution.

You open Netflix after a long day, hoping to unwind, but after scrolling endlessly, you still can’t decide what to watch. Sound familiar? You're not alone—millions of users face this paradox of choice daily. As a product designer passionate about enhancing user experiences, I wanted to explore this problem and design a smarter solution.

My Role

UX Research, UI Design & Interaction Design

Skills

Conversational UX, Interaction Design & Emotional Design

Tools Used

Figma, FigJam, ChatGPT & Jitter

Timeline

3 Weeks

Why is Choosing a Movie So Hard?  

Why is Choosing a Movie So Hard?  

Understanding the Problem

From my research, the biggest challenges users face when picking a movie are

From my research, the biggest challenges users face when picking a movie are

Decision Fatigue – Netflix alone has over 17,000 titles!  Too many choices lead to frustration and wasted time.


Lack of Personalisation – Existing recommendations rely on past watch history but fail to adapt to real-time moods and social context.


Time Sensitivity – Users may want different content depending on whether they have an entire evening or just an hour.

Decision Fatigue – Netflix alone has over 17,000 titles!  Too many choices lead to frustration and wasted time.


Lack of Personalisation – Existing recommendations rely on past watch history but fail to adapt to real-time moods and social context.


Time Sensitivity – Users may want different content depending on whether they have an entire evening or just an hour.

Research & Insights

Research & Insights

To understand how people select movies, I conducted a survey, and here’s what I found:

82%

said they struggle with movie selection frequently.  


67%

mentioned that they rely on friends or IMDb ratings to decide.  


90%

admitted they often end up watching nothing due to indecision.  


92.3%

would love an AI-based personalised recommendation system.  

Competitor Analysis

How Other Streaming Platforms Solve the Decision Dilemma

How Other Streaming Platforms Solve the Decision Dilemma

I studied how competitors like Disney+ Hotstar, Prime Video, ZEE5, Sony LIV and Jio Cinema tackle this problem. Most rely on generic trending lists or broad categories, but none provide a conversational, context-aware recommendation system.

I studied how competitors like Disney+ Hotstar, Prime Video, ZEE5, Sony LIV and Jio Cinema tackle this problem. Most rely on generic trending lists or broad categories, but none provide a conversational, context-aware recommendation system.

The Solution

PlayBuddy

PlayBuddy

A Conversational AI for Effortless Movie Selection

A Conversational AI for Effortless Movie Selection

The Glowing Floating Button

Placed in the bottom-right corner for easy thumb access, this button opens a chat-based interface for effortless content discovery. The subtle glow ensures visibility without distracting from the browsing experience, making it intuitive and accessible anytime.

Placed in the bottom-right corner for easy thumb access, this button opens a chat-based interface for effortless content discovery. The subtle glow ensures visibility without distracting from the browsing experience, making it intuitive and accessible anytime.

When you open Netflix, a floating button appears in the bottom-left corner, right within your thumb’s reach. Just tap it, and PlayBuddy is ready to assist.

When you open Netflix, a floating button appears in the bottom-left corner, right within your thumb’s reach. Just tap it, and PlayBuddy is ready to assist.

Initiating the Experience

New user

Simply start typing or let AI find the right questions for you.

Initiating the Experience

New user

Simply start typing or let AI find the right questions for you.

The Faster Way to Find Your Movie

Through research, we discovered that the three key factors in choosing a movie are

Time, Company, Mood.

PlayBuddy simplifies this by asking the right questions - so you get the perfect pick without endless scrolling.

The Faster Way to Find Your Movie

Through research, we discovered that the three key factors in choosing a movie are

Time, Company, Mood.

PlayBuddy simplifies this by asking the right questions - so you get the perfect pick without endless scrolling.

The Magic of AI Understanding

The Magic of AI Understanding

If you can’t define how you feel, PlayBuddy adapts. Instead of predefined choices, it chats with you—asking intuitive questions to detect your mood naturally.

If you can’t define how you feel, PlayBuddy adapts. Instead of predefined choices, it chats with you—asking intuitive questions to detect your mood naturally.

Tailored to Your Mood, Perfect for Your Night.

Tailored to Your Mood, Perfect for Your Night.

No generic lists—just personalised picks with insights like:
Why You’ll Love It - Mood Fit

No generic lists—just personalised picks with insights like:
Why You’ll Love It - Mood Fit

The Feedback Loop

The Feedback Loop

By tracking your preferences, it fine-tunes future suggestions—making every pick better than the last.

By tracking your preferences, it fine-tunes future suggestions—making every pick better than the last.

A Quick Comparison

Why This Works Better Than Netflix’s Current System

Why This Works Better Than Netflix’s Current System

Content Discovery

Content Discovery

Netflix - Endless scrolling, overwhelming choices

Netflix - Endless scrolling, overwhelming choices

PlayBuddy - Chat-based AI makes selection quick & easy

PlayBuddy - Chat-based AI makes selection quick & easy

Decision Making

Decision Making

Netflix - Manual searching, hit-or-miss picks

Netflix - Manual searching, hit-or-miss picks

PlayBuddy - AI-driven, precise recommendations

PlayBuddy - AI-driven, precise recommendations

Mood Adaptation

Mood Adaptation

Netflix - No emotional intelligence

Netflix - No emotional intelligence

PlayBuddy - Understands your mood & suggests accordingly

PlayBuddy - Understands your mood & suggests accordingly

Social Context

Social Context

Netflix - Doesn’t consider who you’re watching with

Netflix - Doesn’t consider who you’re watching with

PlayBuddy - Adapts recommendations based on company

PlayBuddy - Adapts recommendations based on company

Time Sensitivity

Time Sensitivity

Netflix - No quick-watch suggestions

Netflix - No quick-watch suggestions

PlayBuddy - Recommends based on your available time

PlayBuddy - Recommends based on your available time

Feedback Loop

Feedback Loop

Netflix - Relies on past watch history

Netflix - Relies on past watch history

PlayBuddy - Learns & evolves with your taste

PlayBuddy - Learns & evolves with your taste

Got a Vision?

Let’s bring It to life

Copyright © 2025 Rajat Jangir

Got a Vision?

Let’s bring It to life

Copyright © 2025 Rajat Jangir