Arize and Neptune are MLOps tools that aim to improve connected, but different parts of your ML pipeline and ML workflow. Arize helps you visualize your production model performance, understand drift & data quality issues. Neptune logs, stores, displays, and compares all your MLOps metadata for better experiment tracking.