
Vector Databases & Vector Search Explained: Embeddings, Similarity Search, and the Top Vector DBs in 2026
A vector database stores embeddings and finds the most similar ones fast. Here is how embeddings, ANN/HNSW search, and hybrid search work, when you actually need a vector DB, and a neutral 2026 comparison.









