Pinecone is a cloud-based service that provides a managed solution for vector similarity search, which is a technique used in machine learning to find items in a large dataset that are similar to a given query. In vector similarity search, items are represented as mathematical vectors, which are a set of numbers that capture important characteristics of the item. Pinecone allows developers to create and manage these vectors, and then search through them to find similar items.