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Evidently AI

Model Evaluation

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About Evidently AI

Evidently AI is an open-source library and platform for evaluating, testing, and monitoring machine learning and LLM systems. It offers 100+ built-in metrics, drift detection, interactive reports and a platform for no-code/CI-driven evaluations and production monitoring.

Key Features

  • Open-source evaluation library — 100+ built-in metrics for data, model and LLM evaluation
  • Drift detection & monitoring — feature, target and prediction drift checks with visual reports
  • Interactive reports & dashboards — Jupyter/HTML/Streamlit reports and platform UI
  • Platform features — dataset management, tracing, synthetic data, and CI/continuous tests

Use Cases & Best For

Data scientists and ML engineers who want an open-source evaluation library and visual reports
Teams integrating evaluation and drift checks into CI/CD or production monitoring workflows

About Model Evaluation

Test and evaluate AI models