# Vector Database In order to use your own private data to build a knowledge base question answering system, you must first convert your documents into plain text, and then embed the text into the Vector database for indexing to improve subsequent search efficiency. ## Memory vector datbase `MemVecDb` is a lightweight memory vector database provided by BotSharp for rapid development and testing. It is not recommended to be used in the actual production environment.