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2024 · AI assistant

RAG prototyping for a travel agency's tour catalogue

an Umrah and Hajj travel agency · Ai/ML engineer

The problem

A travel agency needed a chat assistant that answers questions about tours and visas, only from its own catalogue, in English and Turkish.

What I built

I built a retrieval based prototype that finds the right catalogue entries and lets a language model answer from them only.

The result

The agency could see a grounded assistant working before committing to build it fully.

Main tools

  • Amazon Bedrock
  • Claude
  • LanceDB
  • LangChain
  • Flask

This is the short version. The full case study is available on request.

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