Document-Oriented Agents: A Journey with Vector Databases, LLMs, Langchain, FastAPI, and Docker

Leveraging ChromaDB, Langchain, and ChatGPT: Enhanced Responses and Cited Sources from Large Document Databases

Luís Roque
Towards Data Science
11 min readJul 5, 2023

--

Introduction

Document-oriented agents are starting to get traction in the business landscape. Companies increasingly leverage these tools to capitalize on internal documentation, enhancing their business processes. A recent McKinsey report [1] underscores…

--

--

Founder & Partner @ ZAAI | VP Data & AI @ Marley Spoon | AI Advisor @ CableLabs | Ph.D. Researcher AI @ LIACC | Cofounder & ex-CEO @ HUUB (acquired by Maersk)