Vespa

Vespa is the open-source AI search engine that powers Yahoo's homepage, mail, and ad systems, spun out as an independent company (Vespa.ai). Unlike narrow vector databases, Vespa unifies tensor/vector search, classical lexical (BM25) search, structured filtering, and machine-learned ranking in one engine — which is what real production RAG and recommendation systems need once you scale past a prototype.