Evidently AI

Description

Evidently AI is the leading open-source platform for ML and LLM observability, empowering teams to monitor, test, and debug AI systems in production. Featuring 100+ metrics—including data drift detection, hallucination checks, PII safeguards, and RAG relevance—it delivers actionable insights via interactive reports, test suites, and dashboards. Trusted by companies like Wise, Plaid, and Databricks, it's indispensable for data scientists and ML engineers ensuring reliable AI agents, predictive models, and retrieval pipelines.

Key capabilities

• Open-source framework for ML/LLM observability with 100+ metrics
• Data drift and quality monitoring
• LLM evals for hallucination, PII, factuality, and RAG
• Interactive reports, test suites, and dashboards
• Supports tabular data, text/LLMs, CI/CD integration

Core use cases

1. 1.Production ML model monitoring
2. 2.RAG evaluation and retrieval accuracy
3. 3.AI agent workflows, tool use, reasoning
4. 4.Adversarial testing and red-teaming
5. 5.Predictive systems, classifiers, summarizers

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