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Glossary Term
Data

Vector Store

A database designed to store and query vector embeddings, enabling semantic search and AI applications to retrieve relevant contexts.

Related Service: Custom Solutions

Vector stores: the retrieval layer for AI

A vector store is a system that stores embeddings and enables similarity search. Some vector stores are full databases; others are features layered on top of existing databases. In practice, “vector store” usually refers to the retrieval component used in RAG pipelines.

What matters in a vector store

  • Fast, accurate nearest-neighbour search at scale
  • Metadata filtering (e.g. only “policies” docs, only a tenant’s data)
  • Good chunking and indexing strategies

More Data terms

Browse related definitions in the same glossary category.

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Zero-Party Data

Data Enrichment

The process of enhancing existing data with third-party data to make it more useful and insightful.

Data Normalisation

Organising database tables to reduce redundancy and improve data integrity through structured relationships.

Data Warehouse

A centralized repository of integrated data from one or more disparate sources, used for reporting and data analysis.

ETL / ELT

Extract, Transform, Load - processes for moving and transforming data between systems. ELT loads raw data first, then transforms.

Event-Driven Architecture

A design pattern where systems communicate through events, enabling loose coupling and real-time processing.

Multi-Tenant Architecture

A system design where a single instance serves multiple customers (tenants) with data isolation.

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