organization
type: Organization
name: KM4AI
url: https://km4ai.org/
description: Independent, vendor-neutral hub at the intersection of Knowledge Management and Artificial Intelligence.

knowledge-graph.jsonld
type: Dataset
type: ContentGraph
name: KM4AI content knowledge graph
description: Linked relationships between KM4AI guides, glossary terms, and tools. Dogfoods the mission: expose internal content relationships as linked data.
license: https://creativecommons.org/licenses/by/4.0/
date modified: 2026-07-17
creator: organization
distribution: DataDownload
  encoding format: application/ld+json
distribution: DataDownload
  encoding format: application/json
distribution: DataDownload
  encoding format: text/csv
distribution: DataDownload
  encoding format: application/json
distribution: DataDownload
  encoding format: text/csv

rag-readiness.md
type: TechArticle
type: Guide
name: Preparing a document repository for RAG
description: Audit, cleanup, chunking, and metadata so a document repository is retrieval-ready.
is part of: km4ai.org
about: rag.md
about: chunking.md
about: embedding.md
about: metadata-schema.md
about: ai-readiness.md
mentions: repository-integrators
mentions: pipeline-engine
mentions: pagefind

taxonomies-ontologies-llm.md
type: TechArticle
type: Guide
name: Taxonomies and ontologies for LLM applications
description: How controlled vocabularies and formal models improve LLM filtering, grounding, and curation.
is part of: km4ai.org
about: taxonomy.md
about: ontology.md
about: folksonomy.md
about: metadata-schema.md
mentions: ai-metadata-taggers

knowledge-graphs-101.md
type: TechArticle
type: Guide
name: Knowledge graphs 101 for KM teams
description: Entity-relationship models for KM practitioners adopting AI search and reasoning.
is part of: km4ai.org
about: knowledge-graph.md
about: ontology.md
about: semantic-search.md
about: embedding.md
mentions: datagrid
mentions: quickview

ai-assisted-curation.md
type: TechArticle
type: Guide
name: AI-assisted content curation workflows
description: Human-in-the-loop tagging, cleanup, and enrichment for knowledge bases that feed AI.
is part of: km4ai.org
about: content-governance.md
about: tacit-knowledge.md
about: expertise-location.md
about: folksonomy.md
mentions: ai-metadata-taggers
mentions: decap-cms

measuring-km-impact.md
type: TechArticle
type: Guide
name: Measuring KM impact in AI projects
description: KPIs and evaluation approaches for knowledge quality in AI initiatives.
is part of: km4ai.org
about: ai-readiness.md
about: knowledge-management.md
about: provenance.md
mentions: pipeline-engine

governance-provenance-permissions.md
type: TechArticle
type: Guide
name: Governance, provenance, and permissions for AI-consumed knowledge
description: Access control, audit trails, and ownership when knowledge feeds copilots and RAG.
is part of: km4ai.org
about: content-governance.md
about: provenance.md
about: grounding.md
about: datamesh.md
mentions: compliance-guardians
mentions: repository-integrators
mentions: datagrid

rag.md
type: DefinedTerm
name: RAG
description: Retrieval-Augmented Generation — retrieve relevant knowledge before an LLM answers.
related: chunking.md
related: embedding.md
related: grounding.md
related: hallucination.md
related: vector-database.md
citation: rag-readiness.md

embedding.md
type: DefinedTerm
name: Embedding
description: Numerical vector representation of content for semantic similarity.
related: rag.md
related: vector-database.md
related: semantic-search.md
related: chunking.md
citation: rag-readiness.md
citation: knowledge-graphs-101.md

ontology.md
type: DefinedTerm
name: Ontology
description: Formal model of concepts and relationships in a domain.
related: taxonomy.md
related: knowledge-graph.md
related: metadata-schema.md
citation: taxonomies-ontologies-llm.md
citation: knowledge-graphs-101.md

folksonomy.md
type: DefinedTerm
name: Folksonomy
description: Emergent user tagging vocabulary; needs governance before AI use.
related: taxonomy.md
related: ontology.md
related: content-governance.md
citation: taxonomies-ontologies-llm.md
citation: ai-assisted-curation.md

tacit-knowledge.md
type: DefinedTerm
name: Tacit knowledge
description: Know-how held by people that is hard to document.
related: knowledge-management.md
related: expertise-location.md
citation: ai-assisted-curation.md
citation: measuring-km-impact.md

knowledge-graph.md
type: DefinedTerm
name: Knowledge graph
description: Network of entities and relationships for structured organizational knowledge.
related: ontology.md
related: taxonomy.md
related: semantic-search.md
citation: knowledge-graphs-101.md

grounding.md
type: DefinedTerm
name: Grounding
description: Tying AI outputs to verifiable source material.
related: rag.md
related: hallucination.md
related: provenance.md
citation: rag-readiness.md
citation: governance-provenance-permissions.md

hallucination.md
type: DefinedTerm
name: Hallucination
description: Confident but incorrect AI output not supported by sources.
related: grounding.md
related: rag.md
related: content-governance.md
citation: rag-readiness.md
citation: governance-provenance-permissions.md

chunking.md
type: DefinedTerm
name: Chunking
description: Splitting documents into coherent retrieval units.
related: rag.md
related: embedding.md
related: metadata-schema.md
citation: rag-readiness.md

metadata-schema.md
type: DefinedTerm
name: Metadata schema
description: Defined fields describing content for filtering, governance, and retrieval.
related: taxonomy.md
related: content-governance.md
related: provenance.md
citation: rag-readiness.md
citation: taxonomies-ontologies-llm.md
citation: governance-provenance-permissions.md

taxonomy.md
type: DefinedTerm
name: Taxonomy
description: Controlled hierarchical classification of topics or entities.
related: ontology.md
related: folksonomy.md
related: knowledge-graph.md
citation: taxonomies-ontologies-llm.md

provenance.md
type: DefinedTerm
name: Provenance
description: Traceable history of source, ownership, and changes for knowledge items.
related: content-governance.md
related: grounding.md
citation: governance-provenance-permissions.md

knowledge-management.md
type: DefinedTerm
name: Knowledge management
description: Capturing, organizing, governing, sharing, and reusing organizational knowledge.
related: tacit-knowledge.md
related: content-governance.md
related: ai-readiness.md
citation: ai-assisted-curation.md
citation: measuring-km-impact.md

vector-database.md
type: DefinedTerm
name: Vector database
description: Store optimized for similarity search over embeddings.
related: embedding.md
related: rag.md
related: semantic-search.md
citation: rag-readiness.md

content-governance.md
type: DefinedTerm
name: Content governance
description: Ownership, quality, retention, and permission policies for knowledge assets.
related: provenance.md
related: metadata-schema.md
related: ai-readiness.md
citation: governance-provenance-permissions.md
citation: ai-assisted-curation.md

semantic-search.md
type: DefinedTerm
name: Semantic search
description: Search that matches meaning rather than exact keywords.
related: embedding.md
related: rag.md
related: knowledge-graph.md
citation: rag-readiness.md
citation: knowledge-graphs-101.md

expertise-location.md
type: DefinedTerm
name: Expertise location
description: Finding who knows what inside an organization.
related: tacit-knowledge.md
related: knowledge-graph.md
citation: ai-assisted-curation.md

ai-readiness.md
type: DefinedTerm
name: AI readiness
description: How prepared knowledge assets are for reliable AI use.
related: content-governance.md
related: rag.md
related: metadata-schema.md
citation: rag-readiness.md
citation: measuring-km-impact.md
citation: governance-provenance-permissions.md

datamesh.md
type: DefinedTerm
name: DataMesh
description: Governed access layer connecting platforms for authorized AI and human use.
related: content-governance.md
related: ai-readiness.md
related: provenance.md
citation: governance-provenance-permissions.md

gigo.md
type: DefinedTerm
name: GIGO
description: Garbage In, Garbage Out — AI quality is bounded by knowledge quality.
related: hallucination.md
related: grounding.md
related: content-governance.md
citation: rag-readiness.md
citation: ai-assisted-curation.md

repository-integrators
type: SoftwareApplication
type: Tool
name: Repository Integrators
description: Crawl and sync content from enterprise repositories into a governed pipeline.
url: https://km4ai.org/#Automated_Knowledge_Transformation
about: datamesh.md
about: ai-readiness.md
about: content-governance.md
citation: rag-readiness.md
citation: governance-provenance-permissions.md

ai-metadata-taggers
type: SoftwareApplication
type: Tool
name: AI Metadata Taggers
description: Assisted taxonomy and metadata tagging for trusted findability.
url: https://km4ai.org/#Automated_Knowledge_Transformation
about: metadata-schema.md
about: taxonomy.md
about: content-governance.md
citation: taxonomies-ontologies-llm.md
citation: ai-assisted-curation.md

pipeline-engine
type: SoftwareApplication
type: Tool
name: Pipeline Engine
description: Keeps AI knowledge stores current through controlled transformation steps.
url: https://km4ai.org/#Automated_Knowledge_Transformation
about: chunking.md
about: embedding.md
about: rag.md
about: vector-database.md
citation: rag-readiness.md
citation: measuring-km-impact.md

compliance-guardians
type: SoftwareApplication
type: Tool
name: Compliance Guardians
description: Flags outdated or risky content before AI consumption.
url: https://km4ai.org/#Automated_Knowledge_Transformation
about: content-governance.md
about: provenance.md
about: hallucination.md
citation: governance-provenance-permissions.md

datagrid
type: SoftwareApplication
type: Tool
name: DataGrid
description: Structured database layer for KM4AI DataMesh deployments.
url: https://km4ai.org/#DataMesh
about: datamesh.md
about: knowledge-graph.md
about: metadata-schema.md
citation: knowledge-graphs-101.md
citation: governance-provenance-permissions.md

quickview
type: SoftwareApplication
type: Tool
name: QuickView
description: Visualization companion for exploring knowledge structures in a DataMesh.
url: https://km4ai.org/#DataMesh
about: datamesh.md
about: knowledge-graph.md
about: expertise-location.md
citation: knowledge-graphs-101.md

pagefind
type: SoftwareApplication
type: Tool
name: Pagefind
description: Client-side static search for documentation sites.
url: https://pagefind.app/
about: semantic-search.md
about: ai-readiness.md
citation: rag-readiness.md

decap-cms
type: SoftwareApplication
type: Tool
name: Decap CMS
description: Git-based CMS for Markdown content with PR review workflows.
url: https://decapcms.org/
about: content-governance.md
about: provenance.md
about: knowledge-management.md
citation: ai-assisted-curation.md
citation: governance-provenance-permissions.md