Pinecone is an AI-driven tool that helps in creating and managing machine learning models for vector search, which is crucial for personalized recommendations, semantic search, and anomaly detection. Key features of Pinecone include data transformation and indexing, large scale vector search, and real-time processing. It also provides a fully-managed and serverless infrastructure which allows seamless scaling of machine learning applications.