The Index · AI Categories · Vector DBs & RAG

Vector DBs & RAG

Vector databases, embedding stores, retrieval-augmented generation (RAG) infrastructure, and AI-native search. The retrieval layer behind LLM apps.

Tools indexed
15
Reviewed by our editors
Edition
Vol. 4 · Iss. 19
Last reviewed 2026-05-30
Status
Live
Reviewed each edition
Editorial
See alternatives to Glean
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3 featured
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Glean vector dbs & rag tool logo

Glean

Enterprise search & knowledge discovery solution for modern teams

Paid - Inquire
4.92
507
Redis vector dbs & rag tool logo

Redis

Redis is an in-memory data store used as a vector database, semantic cache and memory layer for AI and agent applications.

Freemium
4.92
490
Neo4j vector dbs & rag tool logo

Neo4j

Neo4j is a graph database that powers knowledge graphs and GraphRAG so AI apps can ground answers in connected, verifiable relationships.

Freemium
4.91
470
turbopuffer vector dbs & rag tool logo

turbopuffer

Serverless vector and full-text search built on object storage — powers Cursor, Notion AI, Linear, Superhuman. 95% cost reduction vs traditional vector DBs.

Paid - Inquire
4.92
420
Weaviate logo

Weaviate

Open-source vector database for storing data objects and vector embeddings

Freemium
4.91
400
Qdrant vector dbs & rag tool logo

Qdrant

Open-source vector database and search engine.

Freemium
4.85
380
Pinecone AI

Pinecone

Pinecone: Transforming Vector Search for Enhanced Data Retrieval

Paid - Inquire
4.84
380
MongoDB database company green leaf logo brand mark

MongoDB Atlas Vector Search

MongoDB Atlas Vector Search adds semantic vector search to your database for RAG and AI agents.

Freemium
4.85
320
LanceDB vector dbs & rag tool logo

LanceDB

AI-native multimodal lakehouse and serverless vector DB — embedded retrieval for production-scale generative AI, open source, YC-backed.

Freemium
4.84
305
Milvus vector dbs & rag tool logo

Milvus

High-performance, cloud-native open-source vector database for scalable ANN search — built by Zilliz, Apache 2.0, the most-deployed OSS vector DB in production.

Freemium
4.81
243
Vald Logo

Vald

Scalable distributed vector search engine

Free
4.76
240
Marqo vector dbs & rag tool logo

Marqo

Multimodal vector search engine for unstructured data

Paid - Inquire
4.7
190
Hebbia vector dbs & rag tool logo

Hebbia

AI for enterprise search and document processing.

Paid - Inquire
4.83
178
Chroma vector dbs & rag tool logo

Chroma

AI-native open-source embedding database for efficient data handling.

Free
4.6
164
Vespa.ai vector dbs & rag tool logo

Vespa.ai

Open-source vector search engine for large-scale AI applications

Free
4.35
116
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Vol. 4 · Issue 19 · Last reviewed 2026-05-30

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