Evidently AI is an open-source machine learning monitoring platform that enables users to track and monitor the performance of their machine learning models in production. It provides real-time metrics, alerts on the model's performance, detects data drift and offers visualization tools. It helps to keep track of the performance of the models, and to make sure they still work as expected.