Evidently

Open-source framework to evaluate, test, and monitor ML and LLM systems

PlatformWebfreemium

Evidently is an open-source framework for evaluating, testing, and monitoring machine learning and LLM-powered systems, from tabular models to generative AI. It provides 100+ built-in metrics — including data drift detection and LLM-as-judge evaluations — plus Reports, CI/CD-ready Test Suites, and a self-hostable Monitoring UI for tracking results over time. It's built for ML engineers and data scientists running models or AI pipelines in production.

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Full match profile

Behind the summary, Matchbox keeps a richer profile of Evidently - the signals our matcher actually reads to decide when to surface it. It stays private; claim the listing to see and control it.

Problem & pain-point mapping
Who we surface it to (audience fit)
What it's a strong alternative to
Trust & credibility signals

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