cozy hostl

• 

Inspiration

What it does

How we built it🏠 About the Project — Cozy Hostel

Managing hostels is still largely manual—students depend on notice boards, WhatsApp groups, and office visits to get basic information about rules, timings, room availability, or to raise complaints. This leads to confusion, repeated questions, delayed responses, and unnecessary workload for hostel staff.

Cozy Hostel was inspired by this everyday problem. We wanted to build a single, intelligent interface where students can get instant, accurate answers and hostel administrators can reduce repetitive support tasks.

To solve this, we built a context-specific AI assistant that understands and responds only using verified hostel data such as rules, facilities, room details, notices, and FAQs. Unlike generic chatbots, Cozy Hostel does not hallucinate—it retrieves relevant information from a structured knowledge base and generates controlled, trustworthy responses.

🛠 How We Built It

We used a Retrieval-Augmented Generation (RAG) architecture to ensure accuracy.

Hostel documents, rules, and FAQs are converted into embeddings and stored in a vector database.

When a user asks a question, the system retrieves the most relevant hostel context and passes it to the LLM for response generation.

The frontend provides a simple, chat-like experience for students, while the backend ensures secure and scalable data handling.

📚 What We Learned

How to design and implement context-aware AI systems

Practical use of RAG to reduce hallucinations

Integrating AI with real-world operational workflows

Balancing UX simplicity with backend intelligence

🚀 Impact

Cozy Hostel transforms hostel communication by:

Eliminating repeated queries

Improving response time

Reducing staff workload

Giving students a modern, frictionless experience

This project demonstrates how Generative AI can solve real operational problems when combined with the right context and constraints.

Challenges we ran into

Accomplishments that we're proud of

What we learned

What's next for cozy hostl

Built With

• react
• vite