A Vector Database is a specialized database designed to handle vector data efficiently. By Vector data, we refer to the form of embeddings generated by machine learning models, which can be complex data like images, text, and audio in a high-dimensional space.
We chose Pinecone because it covers most of the use cases.
The most valuable features of the solution are similarity search and maximal marginal relevance search for retrieval purposes.