Raw Code

Darnytsia

Retrieval-Augmented Generation Chatbots

Context-aware chatbots that combine ChatGPT with a retrieval layer so answers are grounded in the client's own reference material.

A chatbot interface on a phone screen

What we built

  • Python backend combining NLP with retrieval-augmented generation
  • Retrieval layer for real-time access to source documents
  • Dockerized deployment on Azure App Service

Delivered by Pavlo Holubchykov, Raw Code's Lead ML/AI Developer.

Outcome metrics for this project haven't been independently verified yet — figures will be added here once confirmed rather than estimated.

More work

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