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

# Welcome

Introduction of the RagaAI - An end to end testing platform for GenerativeAI and DiscriminativeAI models - LLM, Computer Vision, NLP and Tabular Data.

<figure><img src="https://1811327582-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FYbIiNdp1QbG4avl7VShw%2Fuploads%2FHx8owZV2zlLE8WngoOV8%2Fimage.png?alt=media&amp;token=b0aa2a9a-b95e-4e43-8ea6-863bd9960830" alt=""><figcaption></figcaption></figure>

Welcome to RagaAI, a comprehensive AI testing platform that automatically detects issues, identifies root cause and empowers users to fix them effectively. This leads to a 3x acceleration in AI development lifecycle while reducing AI risk exposure by 90% in production.&#x20;

RagaAI is a multi-modal platform that supports testing for Generative AI, Discriminative AI and Agentic Application:

* RagaAI Catalyst: Automated Test and Fix platform for  LLM applications
* RagaAI Neo: Assess the performance, reliability, and effectiveness of Agentic AI systems
* RagaAI Prism: Multi-modal platform that supports testing for all compuster vision applications

### RagaAI Catalyst - Public Sandbox

RagaAI Catalyst  is an automated Test and Fix platform for  LLM applications. The RagaAI Catalyst Sandbox is publicly available [here](https://catalyst.raga.ai/signup)[.](https://catalyst.raga.ai/signup) The [Quickstart ](/ragaai-catalyst/user-quickstart.md)is  available to help you navigate the platform and see its capabilities firsthand.&#x20;

{% embed url="<https://www.youtube.com/watch?v=C-Gf4cb3QlE>" %}

### RagaAI Prism - Public Sandbox

The RagaAI Prism is a comprehensive AI testing platform for Computer Vision appplications that automatically detects issues, identifies root cause and empowers users to fix them effectively. The RagaAI Prism Sandbox is publicly available [here](/ragaai-prism.md). The [Quickstart](/ragaai-prism/quickstart.md) and the [Sandbox Guide](/ragaai-prism.md) are also available to help you navigate the platform and see its capabilities firsthand.&#x20;

{% embed url="<https://youtu.be/-u3smcUU28A>" %}


---

# 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.raga.ai/readme.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.
