Component-Wise Evaluation

Just like in any machine learning system, the performance of individual components within the LLM and RAG pipeline has a significant impact on the overall experience. Ragas offers metrics tailored for evaluating each component of your RAG pipeline in isolation.


End-to-End Evaluation

Evaluating the end-to-end performance of a pipeline is also crucial, as it directly affects the user experience. Ragas provides metrics that can be employed to assess the overall performance of your pipeline, ensuring a comprehensive evaluation.