Vector Databases store embeddings for semantic similarity. Scraped corpora become searchable by meaning, powering retrieval‑augmented generation, deduplication, clustering, recommendation, anomaly detection, and cross‑modal queries using approximate nearest neighbor indexes HNSW.






