Evaluation & Testing

OpenAI Evals

Evaluate language model performance with this open-source library.

Status
Generally available
Last checked
Checked · Oct 10, 2026
License
Open source
Pricing
Free tier · from $0

What it is

An open-source library for evaluating task performance of language models and prompts. It helps developers understand how well their models are performing on specific tasks, aiding in the refinement and improvement of AI systems.

OpenAI Evals offers a comprehensive, open-source approach to evaluating the performance of language models and prompts, making it an essential tool for developers and researchers looking to refine their AI systems.

When it fits — and when it doesn’t

A good fit for

  • Developers who need a standardized way to measure and compare different language models

  • Data scientists working on refining AI systems for specific tasks

  • Research teams evaluating the effectiveness of various prompts in language models

Look elsewhere if

  • Teams needing real-time performance evaluation (evaluations are typically batch-processed)

  • Projects requiring a web-based UI for model testing and comparison

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Limited documentation for advanced use cases

    Official docs focus on basic usage; lack of examples for complex evaluations

  2. 02

    Performance issues with large datasets

    Evaluation processes can be slow and resource-intensive when handling extensive data sets

What it does well

  • Evaluates task performance of language models and prompts

  • Provides a standardized way to measure model effectiveness

  • Supports various evaluation metrics for different tasks

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

How Fast Is It?

Set up OpenAI Evals

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →
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OpenAI Evals — tracked on AI Navigator

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