WhyLabs AI Observatory

WhyLabs is an AI observability platform that prevents data quality or model performance degradation by allowing you to monitor your data pipelines and machine learning models in production. It is designed to detect and fix data and ML issues faster, deliver continuous improvements, and avoid costly incidents.

• AI Observability: WhyLabs is a leading observability platform that controls the behavior of ML and data applications.
• Data Quality Monitoring: The platform provides model monitoring to surface and resolve data quality issues, data bias, and concept drift.
• Privacy-Preserving: WhyLabs has strong data privacy due to their aggregation of data before consumption and very fast ingestion.
• Community-Driven: WhyLabs is a community-driven platform that values user feedback.

• Model Monitoring: WhyLabs provides all the core model monitoring functionalities including a straightforward presentation of results, outlier detection, histograms, data drift monitoring, and missing feature values.
• Data Utilization: The platform can utilize existing data from various sources such as Notion, Google Docs, and websites to create chatbots.
• User-Friendly Interface: WhyLabs offers a user-friendly interface that makes it easy for users to create and manage their chatbots.

• Data Quality Monitoring: WhyLabs can be used to continuously monitor any data-in-motion for data quality issues.
• Model Performance Monitoring: The platform can be used to detect model accuracy degradation by continuously monitoring key performance metrics.
• Data Drift Detection: WhyLabs can be used to pinpoint data and model drift.

WhyLabs operates on a tiered pricing model. They offer a free Starter plan for individuals, which includes one user, up to two projects, up to 200 features or columns per project, five segments per project, and 10M predictions per month. For small and growing teams, they offer the Expert plan at $125 per month, which includes up to five users, one organization, up to 200 features or columns per project, five segments per project, and 100M predictions per month. For advanced scale, security, and support needs, they offer the Enterprise plan with custom pricing.

Some of the top AI alternative products to WhyLabs include SAP HANA Cloud, Databricks Data Intelligence Platform, Saturn Cloud, and Vertex AI.