> For the complete documentation index, see [llms.txt](https://karini-ai.gitbook.io/karini-ai-documentation/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://karini-ai.gitbook.io/karini-ai-documentation/recipes/knowledgebase-recipe.md).

# Knowledgebase Recipe

**Knowledgebase recipes** use a data processing workflow to create knowledgebases for Generative AI applications. They **ingest data** from configured sources and datasets, generate vector embeddings, and persist them in a vector store (for example, OpenSearch). The resulting knowledgebase can then be consumed by downstream workflows to retrieve relevant context for user queries.