Chat with your data using LangChain, Pinecone, and Airbyte
Hi HN, A few of our team members at Airbyte (and Joe, who killed it!) recently played with building our own internal support chat bot, using Airbyte, Langchain, Pinecone and OpenAI, that would answer any questions we ask when developing a new connector on Airbyte. As we prototyped it, we realized that it could be applied for many other use cases and sources of data, so... we created a tutorial that other community members can leverage [http://airbyte.com/tutorials/chat-with-your-data-using-opena...] and the Github repo to run it…
In plain words
This tutorial demonstrates how to build a chat interface that answers questions about custom data using Airbyte, LangChain, Pinecone, and OpenAI. It is for developers who want to create conversational AI applications. The tutorial covers extracting unstructured data from various sources with Airbyte, loading data into a vector database, and integrating that database with ChatGPT. A GitHub repository provides working code to implement the approach for different data sources and use cases.
written from the facts on this page · September 2026
From the sources
In the maker’s words, at launch
Hi HN, A few of our team members at Airbyte (and Joe, who killed it!) recently played with building our own internal support chat bot, using Airbyte, Langchain, Pinecone and OpenAI, that would answer any questions we ask when developing a new connector on Airbyte. As we prototyped it, we realized that it could be applied for many other use cases and sources of data, so... we created a tutorial that other community members can leverage [http://airbyte.com/tutorials/chat-with-your-data-using-opena...] and the Github repo to run it [https://github.com/airbytehq/tutorial-connector-dev-bot] The tutorial shows: - How to extract unstructured data from a variety of sources using Airbyte Open Source - How to load data into a vector database (here Pinecone), preparing the data for LLM usage along the way - How to integrate a vector database into ChatGPT to ask questions about your proprietary data I hope some of it is useful, and would love your feedback!
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