Evidently AI

Introduction to Evidently AI

Evidently AI is an advanced platform designed to test, evaluate, and monitor AI systems, including large language models (LLMs), retrieval-augmented generation (RAG) systems, and multi-agent workflows. Built upon the open-source Evidently Python library, which boasts over 25 million downloads and more than 6,000 GitHub stars, Evidently AI offers a comprehensive suite of tools for AI quality assurance.

Key Features

• Automated Evaluation: Instantly assess output accuracy, safety, and quality with detailed, shareable reports pinpointing specific response issues.
• Synthetic Data Generation: Create realistic, edge-case, and adversarial inputs tailored to your use case, ranging from harmless prompts to hostile attacks.
• Continuous Testing: Monitor performance across every update using a live dashboard to detect drift, regressions, and emerging risks early.
• Customizable Evaluation Metrics: Utilize a library of over 100 built-in metrics or design your own evaluations, combining rules, classifiers, and LLM-based assessments.
• Adversarial Testing: Proactively identify vulnerabilities by testing for PII leaks, jailbreaks, and harmful content before deployment.
• RAG Evaluation: Ensure retrieval accuracy and prevent hallucinations in RAG pipelines and chatbots.
• AI Agent Testing: Validate multi-step workflows, reasoning, and tool usage in AI agents to ensure reliable and safe operations.

How to Use Evidently AI

Getting started with Evidently AI is straightforward:

1. Create an Account: Sign up for a free account on the Evidently AI platform.
2. Set Up Your Project: Define your AI system’s parameters and upload necessary data.
3. Run Evaluations: Choose from pre-configured evaluation templates or customize your own tests.
4. Analyze Results: Review detailed reports and dashboards to assess performance and identify areas for improvement.
5. Iterate and Monitor: Continuously test and monitor your AI system to ensure ongoing reliability and safety.

Pricing

Evidently AI offers a tiered pricing model to accommodate various needs:

• Free Plan: Includes unlimited local evaluations and up to 10,000 traces per month, with no credit card required.
• Developer Plan: Adds features like synthetic data generation and advanced evaluation capabilities.
• Pro and Enterprise Plans: Offer full access to all features, including enhanced collaboration tools, priority support, and additional storage options.

For detailed pricing information and to choose the plan that best fits your requirements, visit the pricing page.

Frequently Asked Questions

• What types of AI systems can I evaluate with Evidently AI? Evidently AI supports a wide range of AI systems, including LLMs, RAG pipelines, AI agents, and traditional ML models.
• Can I customize the evaluation metrics? Yes, you can use the library of over 100 built-in metrics or design your own evaluations tailored to your specific needs.
• Is there support for synthetic data generation? Synthetic data generation is available on certain plans and allows you to create realistic test scenarios for your AI system.
• How do I monitor my AI system’s performance over time? Use the live dashboard to track performance metrics, set up alerts, and detect issues like data drift and regressions early.
• Is Evidently AI suitable for both small startups and large enterprises? Yes, Evidently AI is designed to scale with your needs, offering solutions for both small teams and large organizations.