> For the complete documentation index, see [llms.txt](https://docs-v3.activeloop.ai/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs-v3.activeloop.ai/examples/rag.md).

# RAG

## Deep Lake as a Vector Store for LLM Applications

* Store and search embeddings and their metadata including text, jsons, images, audio, video, and more. Save the data locally, in your cloud, or on Deep Lake storage.
* Build Retrieval Augmented Generation (RAG) Apps using our integrations with [LangChain](/examples/rag/langchain-integration.md) and [LlamaIndex](/examples/rag/llamaindex-integration.md)
* Run computations locally or on our [Managed Tensor Database](/examples/rag/managed-database.md)