Pinecone offers a scalable service for managing vector embeddings, which are numerical representations of data. These embeddings are often used in applications like semantic search, recommendation systems, and other machine learning tasks that require similarity measurement. By providing tools for efficient querying and storage, Pinecone enables developers to integrate vector similarity search seamlessly into their applications, improving both speed and precision over traditional database queries.