What are the best Evidently alternatives in 2026?
The best open-source Evidently alternatives in 2026 are MLflow, Promptfoo, DeepEval, DVC, Ragas. These tools cover the same use cases as Evidently — ml and llm monitoring and evaluation platform — with the advantage of being open-source, free to self-host, and backed by active communities. Top picks are ranked by GitHub stars and community adoption, so you can find a drop-in replacement that fits your workflow.
Platform for ML lifecycle: tracking, registry, deployment
Test and evaluate LLM outputs and prompt quality
Unit testing framework for LLM outputs and RAG pipelines
ML experiments and data version control system
Evaluation framework for RAG pipelines
Framework for evaluating language models on NLP tasks
Data-centric AI library for finding and fixing dataset issues
AI observability platform for LLM tracing and evaluation
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Last updated: Aug 28, 2026 · Curated by AI Tools Hub Editorial · About · Contact · Privacy