Truniverse — AI Hotel Discovery Prototype

Truniverse is a frontend prototype exploring how structured, transparent, and AI-readable hotel data can improve hotel discovery.

The concept is a hotel knowledge layer that allows AI systems to retrieve and reason over factual hotel information instead of relying solely on conventional OTA filters and rankings.

Features

• Hotel search with client-side filters
• Structured hotel data in JSON
• Verified information and transparent costs
• Hotel detail pages with neighborhood and transport context
• Direct booking links to hotel websites
• AI-readable attributes such as vibe, amenities, accessibility, and hotel type

Tech Stack

• HTML5
• CSS3
• Vanilla JavaScript
• JSON

Current Scope

This is a static proof of concept. It currently has:

• Frontend UI
• Client-side filtering
• Structured hotel data

Not yet implemented:

• Backend/API
• Live hotel data
• AI/RAG pipeline
• Automated verification
• Booking infrastructure

Run Locally

Open index.html in a browser.

Navigation:

index.html → search.html → hotel.html

Data

Hotel information is stored in:

data/hotels.json

The schema is designed to support future natural-language search and AI-based hotel recommendations.

Future Direction

• Backend and database
• Natural-language hotel search
• RAG-based retrieval
• Automated data verification
• Hotel onboarding
• Production deployment

Author: Nia Racheva

Status: Prototype / Proof of Concept