Superwise is a monitoring platform for high-scale machine learning operations that provides model observability and out-of-the-box metrics on production behavior, enabling teams to address drift, data quality issues, and other problems before they impact the business. The Superwise integration with Datadog automatically generates metrics based on specific data entities, allowing immediate visualization of trends without manual configuration. This platform offers flexible policy building for monitoring model drift and other issues, automated incident detection, and integrated model visibility with insights, making it easier to track performance, data quality, and drift alongside other services in the infrastructure.