> For the complete documentation index, see [llms.txt](https://docs.umbraco.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.umbraco.com/ai-in-umbraco/testing-and-evaluation.md).

# Testing and Evaluation

- [Overview](https://docs.umbraco.com/ai-in-umbraco/testing-and-evaluation/tests.md): AI Testing and Evaluation framework for validating prompt and agent outputs.
- [Concepts](https://docs.umbraco.com/ai-in-umbraco/testing-and-evaluation/concepts.md): Core concepts of the AI Testing and Evaluation framework.
- [Getting Started](https://docs.umbraco.com/ai-in-umbraco/testing-and-evaluation/getting-started.md): Create and run your first AI test.
- [Graders](https://docs.umbraco.com/ai-in-umbraco/testing-and-evaluation/graders.md): Built-in graders for evaluating AI test outputs.
- [Variations](https://docs.umbraco.com/ai-in-umbraco/testing-and-evaluation/variations.md): A/B testing with variations across models and configurations.
- [API](https://docs.umbraco.com/ai-in-umbraco/testing-and-evaluation/api.md): Management API endpoints for AI Testing and Evaluation.
- [List](https://docs.umbraco.com/ai-in-umbraco/testing-and-evaluation/api/list.md): List all tests.
- [Get](https://docs.umbraco.com/ai-in-umbraco/testing-and-evaluation/api/get.md): Get a test by ID or alias.
- [Create](https://docs.umbraco.com/ai-in-umbraco/testing-and-evaluation/api/create.md): Create a new test.
- [Update](https://docs.umbraco.com/ai-in-umbraco/testing-and-evaluation/api/update.md): Update an existing test.
- [Delete](https://docs.umbraco.com/ai-in-umbraco/testing-and-evaluation/api/delete.md): Delete a test.
- [Run](https://docs.umbraco.com/ai-in-umbraco/testing-and-evaluation/api/run.md): Execute a single test and get results with metrics.
- [Run Batch](https://docs.umbraco.com/ai-in-umbraco/testing-and-evaluation/api/run-batch.md): Execute multiple tests in a batch.
- [Run by Tags](https://docs.umbraco.com/ai-in-umbraco/testing-and-evaluation/api/run-by-tags.md): Execute all tests matching specified tags.
- [List Runs](https://docs.umbraco.com/ai-in-umbraco/testing-and-evaluation/api/runs.md): List test runs with filtering.
- [Compare](https://docs.umbraco.com/ai-in-umbraco/testing-and-evaluation/api/compare.md): Compare test runs and variations for regression detection.


---

# Agent Instructions
This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com.

## Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the following URL with the `ask` and `goal` query parameters:

```
GET https://docs.umbraco.com/ai-in-umbraco/testing-and-evaluation.md?ask=<question>&goal=<user_goal>
```

`ask` is the immediate question: it should be specific, self-contained, and written in natural language.
`goal` is what the user is ultimately trying to achieve, the reason they need the answer. Sharing it helps GitBook give you a better, more relevant answer. A goal is most helpful when it describes the outcome the user wants rather than restating the question. For example, with `ask=how do I create an API token`, a goal like `build a script that syncs our docs to a CMS` lets GitBook tailor the answer to that use case.

The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.