This AI workshop evaluated the performance of various search providers, using Langchain and a custom Python framework to compare their accuracy and efficiency across multiple queries. The workshop leveraged Langsmith for tracking experiments, generating evaluation datasets, and visualizing results, providing a comprehensive analysis of LLM performance.