Skip to main content
Vibgrate Graph: over 24% fewer tokens, same results
Back to Tags

Vector Database

9 items tagged with "vector-database"

Filter by type:

Best Practices1

Best Practice

Vector Database Best Practices

A vector database stores embeddings and serves fast similarity search for AI features like RAG and semantic search; best practices cover indexing, metadata, and freshness.

Blueprints1

Blueprint

Keyword Search to RAG Platform Blueprint

Build a retrieval-augmented generation platform over your corpus with embeddings, a vector database, and grounded LLM answers replacing keyword search.

Reference Architectures2

Reference Architecture

Retrieval-Augmented Generation Platform on AWS

A reference design for a production RAG system on AWS that grounds LLM answers in private documents using a managed vector store and Bedrock models.

Reference Architecture

Vector Database Platform on Kubernetes

A reference design for a self-hosted, multi-tenant vector database platform on Kubernetes that powers semantic search and RAG retrieval at scale.

Stacks1

Stack

LlamaIndex + Qdrant

A RAG and data-framework stack pairing LlamaIndex for LLM data ingestion and querying with Qdrant as a high-performance vector database.

Comparisons3

Comparison

Pinecone vs Weaviate

Pinecone is a fully managed vector database; Weaviate is open source with managed and self-hosted options. The split shapes control, operations, and feature flexibility.

Comparison

Weaviate vs Qdrant

Weaviate and Qdrant are open-source vector databases. Weaviate emphasizes a modular, feature-rich platform; Qdrant emphasizes a lean, performant Rust-based engine.

Comparison

pgvector vs Dedicated Vector Database

pgvector adds vector search to PostgreSQL; a dedicated vector database is purpose-built. The choice trades operational simplicity against scale and specialized features.

FAQs1

FAQ

What is a vector database?

A vector database stores and searches high-dimensional vector embeddings, the numeric representations of text, images, or other data produced by machi...