Security & Governance · Reviewed June 1, 2026

Evidently AI

Evidently AI: Open-source platform for ML monitoring and observability.

Pricing
Paid
Rating
4.83/ 5 · 151 reviews
Last reviewed
June 1, 2026
Channels
Evidently AI's dashboard showcasing ML monitoring
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Overview

Evidently AI: The Open-Source ML Observability Platform

Evidently AI is a groundbreaking platform that offers tools to evaluate, test, and monitor ML models from validation to production. Catering to a wide range of data types, from tabular data to NLP and LLM, it's designed for data scientists and ML engineers. With over 3,800 GitHub stars and 3+ million downloads, Evidently AI has established itself as a trusted solution in the ML community.

Key Features:

  • Comprehensive ML monitoring dashboard
  • Tools for data quality, data drift, and model performance
  • Support for NLP and LLM monitoring
  • Over 100+ metrics for understanding, visualizing, and tracking
  • Community-driven with over 2,000 members

Ideal Use Case:

Evidently AI is perfect for data scientists, ML engineers, and businesses that need to ensure the reliability and performance of their ML systems in production. It offers tools for both ad hoc checks and complete monitoring.

Why use Evidently AI:

  • Open-source platform with a consistent API and metrics
  • Tools to build comprehensive reports for data and ML model quality
  • Capabilities to test pipelines before shipping and validate in production
  • Proactive monitoring to catch and resolve production model issues
  • Strong community support with active Discord community

tl;dr:

Evidently AI offers a comprehensive open-source platform for ML observability, enabling users to evaluate, test, and monitor their ML models effectively.

FAQ

Q: What is Evidently AI? A: Evidently AI: Open-source platform for ML monitoring and observability.

Q: How is Evidently AI priced? A: Pricing varies by plan. Visit the Evidently AI pricing page for current tiers and details.

Q: Who is Evidently AI for? A: Evidently AI is commonly used by security and compliance teams.

Q: What competes with Evidently AI? A: Top alternatives to Evidently AI include Nightfall AI, Rubrik, and CrowdStrike. See our directory for in-depth comparisons.

Related

Looking for more options? Browse the Security & Governance directory or read our best AI security tools listicle. Evidently AI is also tracked on Crunchbase.

02

Why Use Evidently AI

Rating
4.83
Across 151 verified reviews
Saved
320
By ToolDirectory readers
Pricing
Inquire
Paid · publisher-listed
Listed
Since 2026
Continuously re-reviewed by editors
Category
Security & Governance
Primary listing
Verified by editors during the most recent review · ToolDirectory.AI
03

User Reviews

4.83
Out of 5 · 151 ratings
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