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Crunchy Data
Managed PostgreSQL service with pgvector integration for hybrid SQL+vector search on existing Postgres infrastructure. Provides ACID transactions and enterprise features, offering cost-effective alternative to dedicated vector databases.
pg_embedding
Postgres extension adding HNSW vector search (5-30x faster than pgvector IVFFlat), for hybrid SQL+vector with ACID on existing Postgres. Superior performance vs dedicated VDBs for Postgres users.
pgai
Postgres extension for automated embedding gen/sync in hybrid SQL+vector RAG apps with ACID txns on existing infra.
Timescale Vector
PostgreSQL extension stack (pgvector + pgvectorscale + pgai) adding StreamingDiskANN for hybrid SQL+vector search with ACID transactions on existing Postgres infra. 11x QPS advantage over Qdrant at scale; cost-effective vs dedicated VDBs.
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