Countryside Resort RAG Guest Assistant
A resort-specific AI assistant that answers guest questions from property documents, routes live-information requests, and returns concise responses through an embeddable chat widget.
Status:Functional portfolio application
View source on GitHub (opens in a new tab)- Services
- AI Automation, Machine Learning
- Stack
- Python, FastAPI, LangChain, FAISS +3 more
01
Our solution
A FastAPI chatbot retrieves resort knowledge from FAISS, uses Hugging Face embeddings and Groq-hosted Llama 3.3 for grounded responses, and maintains short per-thread conversation history.
02
The outcome
Demonstrates how a hospitality business can convert its own information into a consistent, always-available guest support experience.
03
Best for
Hotels, resorts, tourism businesses, property-information assistants, and domain-specific RAG chatbots.
Technology
The stack behind it
- Backend
- Python
- FastAPI
- AI & ML
- LangChain
- FAISS
- Hugging Face
- Groq
- Llama 3.3