comparing the performance of the OpenAI Assistant API and LlamaIndex in the context of RAG (Retrieval-Augmented Generation). The aim was to evaluate various RAG systems using Tonic Validate, a platform for RAG assessment and benchmarking, along with the open-source tool tvalmetrics.