This lesson demonstrates building a document extraction system using Langchain and LangSmith to extract key data from 10-K reports, evaluating its accuracy and efficiency with various LLMs. The process involves data loading, prompt engineering, model selection, and performance analysis using LangSmith's evaluation tools, highlighting the trade-offs between accuracy, speed, and cost.