Taste – What You Love Says Who You Are

🌱 Inspiration

It began with a simple question during a brainstorming session:
How can we reimagine recommendations in a truly personal and meaningful way?

There are already countless platforms suggesting songs, movies, or places—but we wanted to create something deeper.
What if we brought everything—music, movies, books, food, travel—together into one culturally intelligent ecosystem?

That’s when we discovered Qloo—and it changed everything.
As data scientists, we’ve always craved more context-rich datasets. Qloo’s real-time cultural graph offered just that: rich, cross-domain insight into global taste.
It wasn’t just “more data,” it was living insight.

"What could we build if we understood taste as a network of connections?"

We quickly built a POC. Once we saw archetypes, recommendations, and taste overlaps come alive—it clicked.
That’s how Taste was born.


🎯 What Taste Does

Taste is a cultural companion that helps users discover their unique taste-based archetype, connect with like-minded users, and explore meaningful recommendations across domains.

🔑 Key Features:

  • 🏅 Unlock badges for maintaining daily cultural streaks
  • 💬 Join archetype-based community chats to vibe with like-minded explorers
  • 📊 Vote in weekly cultural polls—winning picks become the Tribe’s Featured Choice
  • 🧭 Connect with your Top 5 Taste Twins for deep cultural conversations
  • 🎲 Get cross-domain recommendations (movies, music, books, food, travel) using the Qloo API
  • 🌐 Discover Unexpected Overlaps between different archetypes for broader connection
  • 🫂 Add friends, blend your preferences, and get shared recommendations you’ll both love

🌐 Next Feature: Spaces (Coming Soon)

We’re excited to take Taste to the next level with our upcoming feature: Spaces
A bold step beyond recommendations—Spaces will transform Taste into a vibrant, real-world cultural community.

✨ What We're Planning:

  • 🎬 Host or join meetups – from indie film nights and food trails to book swaps and cultural salons
  • 🎧 Virtual audio conversations – dive into shared cultural topics with your archetype tribe
  • 📍 Event suggestions – powered by Qloo’s geo-cultural heatmaps and your unique archetype
  • 🤝 Real-world connections – discover, connect, and meet your local Taste Twins

We’re designing the UX, infrastructure, and Qloo integrations that will power this feature—and we're super hyped to bring it to life.


💡 Powered by Qloo

Qloo’s cultural intelligence fuels everything in Taste. Once a user completes their quiz and receives their archetype, we map their preferences and call Qloo’s API to get dynamic suggestions across domains:

🌍 Cross-Domain Recommendations:

  • 🎶 Music – Artists, genres, and playlists aligned with your archetype’s mood and aesthetic
  • 🎥 Film & Series – Cross-cultural picks based on directors, themes, and storytelling styles
  • 📺 TV Shows – Serialized stories and formats that resonate with your narrative and cultural preferences
  • 🎮 Video Games – Curated titles that reflect your taste in gameplay, art direction, and immersive storytelling
  • 🎙️ Podcasts – Conversations, storytelling, and insights that match your archetype’s curiosity and vibe
  • 📚 Books & Travel – Literary matches and culturally resonant destinations to explore

Qloo’s cross-domain intelligence helps us build recommendations that are not just similar, but emotionally resonant.


🧠 System Architecture

🧭 User Flow:

Taste Quiz → Archetype Mapping → Gemini API (starter cultural seed) → Qloo-based Personalization

🧪 Tech Stack

Frontend:

  • ⚛️ React Native – Seamless, cross-platform mobile experience
  • 💬 Real-time chat, archetype UI, polls, and interactive cultural components

Backend:

  • 🐍 Flask + Python – Business logic, archetype workflows, API orchestration
  • 🔗 Qloo API – Personalized, multi-domain cultural recommendations
  • 🧠 Gemini AI – Intelligence pipeline that:
    • Receives the user's archetype label
    • Generates a curated cultural identity narrative
    • Suggests a starter movie or vibe
    • Queries Qloo to surface relevant cross-domain content

Infrastructure:

  • 🔥 Firebase –
    • Real-time database for chat, polls, and user data

🧩 Challenges We Overcame

We’ll be honest—UI/UX wasn’t our strength when we started.
But we listened, learned, and iterated.

What We Tackled:

  • 🔁 Combining recommendations with real-time social features
  • 🎨 Designing emotionally resonant interfaces
  • ⚖ Balancing scale and intimacy
  • 🧠 Managing sessions, auth states, and live interactions smoothly

Watching the culture come alive was beautiful.


🏆 What We're Proud Of

Taste wasn’t just code or features.
It was pure teamwork, built from scratch with curiosity, resilience, and heart.

Highlights:

  • 🌈 Cultural Archetypes that feel authentic and deeply human
  • 🔗 Taste Twins – real friendships through shared cultural DNA
  • 💞 Blend – merge your tastes for shared recommendations
  • 🌀 Unexpected Connections – spark new bonds through surprising overlaps
  • 📈 High engagement – users return daily for connection, not just content
  • 🛠️ Learning by doing – from chat to geolocation to cultural feeds

Taste is a living example of what happens when a team builds something that truly matters.


📚 What We Learned

This journey reshaped how we think about users, culture, and collaboration.

Lessons Learned:

  • 🎨 UI/UX Fundamentals – Designing emotionally impactful interfaces
  • 🧭 User Flow Design – Guiding users through discovery, not just features
  • 🛠️ App Development – Building features that work and feel good
  • 🔥 Firebase Ecosystem – Auth, database, cloud functions, and notifications
  • 💡 Iterate or die – Every rework brought us closer to something we believed in

This wasn’t just about tech—it was about building something real, for real people.


💬 Final Words

We didn’t set out to build a social app.
We set out to understand people through what they love.

What we ended up with is Taste—a platform where recommendation becomes identity, and identity becomes community.

Discover your archetype.
Find your tribe.
Create your cultural story.
Let Taste show you the world—through you.

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