Citation Graph
● Authority Citation Graph A Citation Graph is a network of mentions, references and source relationships between entities and content. These structures help AI systems evaluate authority, trustworthiness and contextual…
Content Chunking
● Retrieval & Context Content Chunking Content Chunking refers to the division of content into smaller, semantically consistent information units. This improves AI processing, retrieval precision and citation accuracy. MechanicsHow…
Embeddings
● Foundation Embeddings Embeddings are mathematical representations of language, content or entities within a semantic vector space. They allow AI systems to recognize contextual similarity and semantic relationships between pieces…
RAG (Retrieval-Augmented Generation)
● Retrieval & Context RAG (Retrieval-Augmented Generation) RAG describes an AI architecture in which a language model retrieves external knowledge sources before generating a response. This allows answers to be…
LLMs.txt
● Retrieval & Context LLMs.txt An llms.txt file is a structured website file that provides guidance to Large Language Models regarding which content is relevant, quotable or preferred for AI…
Semantic Clarity
● Understanding Semantic Clarity Semantic Clarity refers to the clear, consistent and machine-readable meaning of content. The more explicitly topics, entities and relationships are defined, the easier they can be…
Semantic Content Markup
● Understanding Semantic Content Markup Semantic Content Markup describes the structured annotation of content so that machines can understand its meaning and context. This includes structured data, semantic HTML elements…
Structured Data
● Knowledge Infrastructure Structured Data Structured Data refers to machine-readable information used to clearly describe and classify content. It helps search engines and AI systems interpret meaning, relationships and contextual…
JSON-LD
● Knowledge Infrastructure JSON-LD JSON-LD is a format for embedding structured data on websites. It enables machine-readable description of entities, relationships and contextual information and is commonly used for Schema.org…
Semantic Brand Architecture
● Knowledge Infrastructure Semantic Brand Architecture Semantic Brand Architecture describes the structured semantic relationship between a brand, its topics, entities and digital signals. It ensures that AI systems consistently associate…