Vector databases have become essential tools for managing high-dimensional data in AI applications. As of 2026, they are central to powering retrieval systems, semantic search, and AI workflows that rely on large embeddings. Choosing the right database can significantly impact performance and costs, making it important to understand the options available today. Leading Managed and