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.
- 01
Limited documentation for advanced use cases
Official docs focus on basic usage; lack of examples for complex evaluations
- 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.
Get the badge
A small badge for OpenAI Evals’s README or site: its name, “Tracked on AI Navigator”, and the availability status and check month from this page. It updates as the catalog does.
Markdown
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