Evidently AI

Evidently AI is an AI evaluation and LLM observability platform that helps ensure AI systems are production-ready. It offers tools for testing LLMs, monitoring performance, and validating multi-agent workflows.

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At a glance

Pricing

Open Source · Enterprise

Free tier

Yes

API

Skill level

Technical

About

What is Evidently AI?

Evidently AI provides a comprehensive platform for evaluating, testing, and monitoring AI systems, including LLMs, RAG systems, and multi-agent workflows. Built on an open-source Python library, it offers over 100 metrics for automated evaluation of output accuracy, safety, and quality. The platform enables users to generate synthetic data for testing edge cases and adversarial inputs, and provides continuous testing with live dashboards to track performance and detect drift or regressions. Key features include LLM evaluation, RAG testing, adversarial testing, and ML monitoring, helping teams ensure their AI is reliable and safe before and after deployment.

Best used for

Ideal for developers and MLOps engineers who need to ensure their AI systems are reliable, safe, and production-ready. Especially valuable for testing LLMs, preventing hallucinations in RAG systems, and continuously monitoring ML models for data drift and performance degradation.

Common actions

evaluate AI models

monitor AI performance

test LLM quality

detect data drift

validate AI agents

Capabilities

Key features

LLM testing platform
RAG testing
Adversarial testing
ML monitoring
AI agent testing
Automated evaluation
Synthetic data generation

Target Audience

developer

Integrations

Not yet documented

Pricing & Plans

Open Source · Enterprise

Not publicly disclosed. Check evidentlyai.com for current pricing.

FAQs

What types of AI systems can Evidently AI evaluate?

Evidently AI can evaluate a wide range of AI systems, including Large Language Models (LLMs), Retrieval Augmented Generation (RAG) systems, multi-agent workflows, and traditional machine learning models like classifiers and recommenders. It helps ensure their quality, safety, and performance in production environments.

Is Evidently AI an open-source tool?

Yes, Evidently AI is built on an open-source Python library. This allows for transparency, extensibility, and community contributions. The platform leverages this open-source foundation while also offering enterprise-grade features and support for larger organizations.

How does Evidently AI help with continuous testing?

Evidently AI supports continuous testing by providing live dashboards to track AI performance across every update. This enables early detection of data drift, regressions, and emerging risks, ensuring that AI systems maintain their quality and reliability over time in dynamic production environments.

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