Evidently AI is an open-source Python library designed for monitoring machine learning models, and it supports the assessment of LLM-driven products ranging from RAGs to AI assistants. It offers monitoring for data drift, data quality, and production ML model performance, with over 20 million downloads and more than 5,000 stars on GitHub, making it a trusted monitoring tool in the machine learning domain.