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.

Website

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

Claim Evidently to unlock →

Something wrong with this listing — dead link, not a real product, wrong info?

Try Matchbox with your own problem

Describe what is not working - we’ll show you whether Evidently (or something else) actually fits.

Try a problem