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Glossary Term
AI & LLM

Vector Database

A database optimised for storing and querying high-dimensional vectors (embeddings), enabling semantic search and AI applications.

Related Service: Custom Solutions

Vector databases: search by meaning

A vector database stores embeddings (vectors) and supports fast similarity search. Instead of matching keywords, vector search retrieves items that are semantically similar - useful for RAG, recommendations, clustering, and semantic search across large content libraries.

Common use cases

  • Semantic search across docs, guides, and FAQs
  • Retrieval for grounded AI answers (RAG)
  • Deduplication and content clustering

More AI & LLM terms

Browse related definitions in the same glossary category.

Previous Term

Tool Calling

AI Grounding

Techniques to anchor AI outputs in verified sources and facts, reducing hallucinations and improving reliability.

AI Hallucination

A phenomenon where a large language model generates false or illogical information but presents it as fact.

Citation Confidence

A measure of how accurately an AI model attributes information to its original source.

Content Provenance (C2PA)

Technical standards for verifying the origin and authenticity of digital content, increasingly important for AI-generated media.

Embeddings

Numerical representations of text, images, or other data that capture semantic meaning, enabling similarity search and machine learning.

Fine-Tuning

Adapting a pre-trained AI model to a specific task or domain by training it on additional specialised data.

Where this term is applied

Related GEO services, audits, and frameworks that operationalise Vector Database in commercial execution.

GEO Services

Core implementation model for AI-first search visibility.

GEO Audit Service

Identify and prioritise visibility blockers.

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