This lesson compares various LLMs' performance on Optical Character Recognition (OCR) tasks, using a standardized dataset and LangSmith for tracking and evaluation. The analysis also explores the challenges of building Retrieval Augmented Generation (RAG) systems, highlighting common failure points and offering case studies.