Evidently AI
Open-source ML monitoring and testing framework for data drift and model performance
Opens evidentlyai.com in a new tab.
How the 7.6 was reached
- Quality of output8/10
7,944 GitHub stars, 935 forks, active pushes, Apache-2.0, 40M+ downloads claimed; 322 open issues. Source: github.com
- Ease of use8/10
One-line pip or conda install, docs and a live demo. Source: github.com
- Pricing value8/10
Free Apache-2.0 library and a cloud free tier; paid cloud from $299/month is in line with the category. Source: docs.evidentlyai.com
- API and integration quality7/10
Python library with custom metrics interface, JSON/dict/HTML export, self-hosted monitoring UI or cloud. Source: github.com
- Solves the problem it claims to solve7/10
Active, widely used project that covers LLM, RAG and ML evaluation and drift; claim breadth is mostly vendor-described. Source: github.com
7.6/10 is the average of the five criterion scores above. The evidence comes from 2 different sources.Scores come from public evidence (the tool's own pages and documentation, and independent reviews); we do not test every tool hands-on. Scored 29 September 2026, on version 1 of our five-criteria scoring method.
Pricing
- ML model monitoring
- Data drift detection
- Model performance tracking
- Interactive reports
- Hosted platform
- Team collaboration
- Advanced analytics
- Enterprise support
For the full list of what each plan includes, and current prices, see docs.evidentlyai.com.
Key Features
- ML model monitoring
- Data and target drift detection
- Model performance evaluation
- Interactive HTML reports
- Integration with MLOps tools
Pros & Cons
Pros
- Strong open-source community
- Comprehensive drift detection capabilities
- Easy integration with existing ML pipelines
- Detailed visual reports
Cons
- Limited documentation for advanced features
- Cloud pricing not transparent
- Requires technical ML knowledge
- Setup can be complex for beginners
Evidently AI provides solid ML monitoring capabilities with strong drift detection features. The open-source version offers good value, though the commercial offering lacks pricing transparency.
Added to scored.tools on
For the Evidently AI team: put this score on your website
A small image (a badge) that shows this score and links back to this page. Free for any tool, at any score. It always shows the current score, so it changes when the score does. Copy this code into your website where you want the badge:
<a href="https://scored.tools/tools/evidently-ai/"><img src="https://scored.tools/badge/evidently-ai.svg" alt="Evidently AI on scored.tools: 7.6/10" width="160" height="40"></a>Do you work for Evidently AI? Claim this page: prove you work there, then confirm the facts, correct a mistake or add a short reply. It is free and never changes the score.
Evidently AI Comparisons
Head-to-head comparisons featuring Evidently AI.
Competitors to Evidently AI
Other tools in the Coding category worth comparing.
More Articles Featuring Evidently AI
Best Open Source ML Monitoring & Observability Tools 2026
Eight open source ML monitoring and observability tools ranked by what actually catches drift, broken traces, and silent regressions in production.
roundupBest AI Data Analysis Tools 2026: Honest Rankings
Eight AI-native data analysis tools ranked by what actually holds up in production — notebooks, AutoML, workflow engines, and the analytics database powering all of it.
reviewEvidently AI Review 2026: Honest ML Monitoring Tool Assessment
Honest review of Evidently AI's ML monitoring capabilities, pricing, and real-world limitations for data teams.