Talk to Salesforce Data Using OpenAI, Langchain & Chroma

This is blog post 2 in the AI series. In this blog post, I will share source code and a Video tutorial on using Open AI embedding with Langchain , Chroma vector database to talk to Salesforce lead data using Open with the concept known as RAG – Retrieval-Augmented Generation. . We would use the Chroma database to store embedding vectors and save API costs from Open AI.

Summary of demo and Source Code

• Get data from Salesforce in txt file
• Convert embedding of this text file and store in Chroma vector db
• When prompted, use Langchain to enrich prompt on basis of embedding available in chromadb
• OpenAI uses enriched prompt now to answer questions