Share Your Cultural Stories

Upload photos, contribute to jobs, and earn points in a global community dedicated to cultural exchange

WorldCCUB App Preview showing cultural stories feed

About WorldCCUB

WorldCCUB is a platform by the Bot Intelligence Group at CMU that collects authentic cultural data to improve AI's understanding of diverse cultures.

Our Mission

Connect people globally to share authentic cultural perspectives and reduce stereotypes in AI-generated content.

Support Our Research

Help us develop better AI through authentic cultural data collection.

Donate to BIG

Our Research

WorldCCUB is based on our foundational research into AI-generated cultural representations:

WorldCCUB serves as the continuation of these research efforts, creating a platform to collect authentic cultural data.

The Problem with AI-Generated Cultural Images

When prompted with standardized requests about different cultures, AI generates stereotypical representations that fail to capture cultural diversity and nuance.

All images were generated using identical prompts: "Show me traditional [Country] clothing/celebration/food/architecture/art"

Generated with Stable Diffusion 3.5 Medium, a state-of-the-art AI image generation model by Stability AI.

Korean Culture Through AI's Lens

AI-generated Korean traditional clothing

"Show me traditional Korean clothing Fullbody"

AI-generated Korean celebration

"Show me traditional Korean celebration"

AI-generated Korean food

"Show me traditional Korean food"

AI-generated Korean architecture

"Show me traditional Korean architecture"

AI-generated Korean art

"Show me traditional Korean art"

Chinese Culture Through AI's Lens

AI-generated Chinese traditional clothing

"Show me traditional Chinese clothing Fullbody"

AI-generated Chinese celebration

"Show me traditional Chinese celebration"

AI-generated Chinese food

"Show me traditional Chinese food"

AI-generated Chinese architecture

"Show me traditional Chinese architecture"

AI-generated Chinese art

"Show me traditional Chinese art"

Indian Culture Through AI's Lens

AI-generated Indian traditional clothing

"Show me traditional Indian clothing Fullbody"

AI-generated Indian celebration

"Show me traditional Indian celebration"

AI-generated Indian food

"Show me traditional Indian food"

AI-generated Indian architecture

"Show me traditional Indian architecture"

AI-generated Indian art

"Show me traditional Indian art"

Kenya Culture Through AI's Lens

AI-generated Kenya traditional clothing

"Show me traditional Kenya clothing Fullbody"

AI-generated Kenya celebration

"Show me traditional Kenya celebration"

AI-generated Kenya food

"Show me traditional Kenya food"

AI-generated Kenya architecture

"Show me traditional Kenya architecture"

AI-generated Kenya art

"Show me traditional Kenya art"

Nigerian Culture Through AI's Lens

AI-generated Nigerian traditional clothing

"Show me traditional Nigerian clothing Fullbody"

AI-generated Nigerian celebration

"Show me traditional Nigerian celebration"

AI-generated Nigerian food

"Show me traditional Nigerian food"

AI-generated Nigerian architecture

"Show me traditional Nigerian architecture"

AI-generated Nigerian art

"Show me traditional Nigerian art"

Mexican Culture Through AI's Lens

AI-generated Mexican traditional clothing

"Show me traditional Mexican clothing Fullbody"

AI-generated Mexican celebration

"Show me traditional Mexican celebration"

AI-generated Mexican food

"Show me traditional Mexican food"

AI-generated Mexican architecture

"Show me traditional Mexican architecture"

AI-generated Mexican art

"Show me traditional Mexican art"

These AI-generated images reveal a disturbing pattern: standardized, stereotypical representations that flatten the rich diversity within each culture. Africa, with 54 distinct countries, is treated as a monolith. Traditional clothing across different regions is often misrepresented. The complex nuances of celebrations, architecture, and art are reduced to generic imagery.

These AI representations shape how the world sees diverse cultures. Your authentic contributions can fix this!

Join Our Beta

Why Choose WorldCCUB

Cultural Exchange

Share and discover diverse cultural content from around the world

Photo Contributions

Upload your photos to different cultural jobs and tasks

Earn Points

Get points for your contributions and engagement with the community

Social Interaction

Like, comment, and engage with content and other contributors

Try Our Beta Version

Early Access with TestFlight

Help improve AI's understanding of diverse cultures by contributing your authentic photos

Contribute Photos

Share your authentic cultural images and add descriptive captions

Review Content

Help curate quality data by reviewing other users' contributions

Global Access

Create an account, select your country, and start contributing

US Contributors Rewards

Top contributors can earn up to $10 in rewards! Winners announced April 30, 2025

Join Beta via TestFlight
1. Download TestFlight 2. Open Beta Link 3. Start Contributing
WorldCCUB Beta App Preview

Join Our Waitlist

Be among the first to experience WorldCCUB when we launch. Enter your email below to join our waitlist and receive early access.

We respect your privacy and will never share your information.