NannyML

NannyML is a Belgium-based machine learning monitoring platform founded in 2020. The company focuses on post-deployment data science, helping data scientists estimate model performance in production without needing access to ground truth data. NannyML specializes in detecting data and concept drift, addressing the challenges of silent model failures and performance degradation.

NannyML offers a dual-product strategy that includes an open-source Python library, NannyML OSS, and a cloud-based SaaS platform, NannyML Cloud. The OSS tool is model-agnostic and supports various tabular use cases, while the cloud platform provides advanced observability, automated alerting, and interactive visualizations. NannyML integrates with Amazon SageMaker and works with multiple machine learning frameworks, making it suitable for data science teams across different industries. The platform is designed for enterprises that require continuous model observability to support informed business decisions.