# RAG Collections

Enhance knowledge retrieval with **Retrieval-Augmented Generation** (**RAG) Collections**, enabling designers to create and configure collections from external data sources. 

RAG collections help designers efficiently manage and organize data from files and URLs using AI-powered semantic analysis for more relevant retrieval. They serve as a structured data source in FlowGenie Studio, enhancing Genies' ability to access and use information.

* **External Data Sources**: Upload files, or URLs, with automatic data extraction and storage.
* **FlowGenie Integration:** Genies use RAG collections for better data retrieval, with configurable match thresholds and limits.
* **Enhanced Insights:** AI-driven analysis improves question-answering with precise, context-aware responses.
* **External System Support:** APIs and data connectors enable seamless data exchange.
* **Automation:** Files added through processes are automatically stored in RAG collections, streamlining workflows.

{% embed url="<https://demos.processmaker.com/demo/cm8l1ou9e00yfzb0ipgrs47vx>" %}

{% hint style="success" %}

#### <mark style="color:green;">Learn More</mark>

* [**ProcessMaker Knowledge Cente**~~**r**~~](https://docs.processmaker.com/docs/rag-collections): Find detailed product documentation.
* [**ProcessMaker University**](https://university.processmaker.com/course/view.php?id=305): Enroll in free courses to learn how to use ProcessMaker Platform.
  {% endhint %}