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Why We Exist
Fluree ITM is the taxonomy and ontology workspace where business users, taxonomists, and domain experts create, govern, and publish the controlled vocabularies that power your knowledge graph, your AI agents, your content tagging, and your data classification.
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Every system in your enterprise describes the world differently. Salesforce calls them "accounts," your ERP calls them "clients," billing calls them "customers." Nothing in your data stack knows they are the same entity.
Fluree ITM creates a shared, governed language for your business — preserving each system’s vocabulary while building crosswalks across all of them, so any application finds what it needs, whatever terms it uses. The result: a semantic foundation that brings your knowledge graph, AI agents, and data classification to near-human precision.
ITM is the workspace where business experts and taxonomists shape the meaning your knowledge graph and AI rely on.
Create
Tree view, whiteboard mode, search-first bulk editing, multilingual labels, and rich semantic relationships make model creation practical for business experts — not just engineers.
Govern
Maintenance workflows, candidate management, stable versus modified versions, lifecycle statuses, and complete audit trails keep the model trustworthy as it evolves.
Publish
Publish your semantic models to Fluree Core, guide extraction in CAM, drive classification in Sense, and expose your enterprise vocabularies through APIs and read-only portals.
Tree view for exploring hierarchies, whiteboard mode for visual concept-building, and search-first results for bulk edits. No SPARQL, no schema migration tickets — just a governed workspace where the people who know the language can shape it.
Tree view
Whiteboard mode
Concept
Customer
Synonym
Client
Relation
owns contract
Class
Organization
OIDC, OAuth 2.0, SAML 2.0, LDAP, workspace roles — and your choice of on-premises, cloud, or hosted deployment.
Enterprise IAM support covers OpenID Connect, OAuth 2.0, SAML 2.0, SSO/SLO, LDAP and AD federation, and two-factor authentication. Roles can be assigned per workspace so readers, contributors, editors, and administrators all get the right level of access.
Deployment
Deploy in your environment with dedicated infrastructure, controlled access, and architecture designed for enterprise governance needs.
Deployment
Run fully dockerized in AWS, Azure, or GCP with infrastructure control and enterprise IAM integration.
Deployment
Use a managed deployment model with dedicated environments and no shared tenant data paths.
ITM is purpose-built for enterprise vocabulary governance — not adapted from a project management tool or a spreadsheet.
| Feature | Fluree ITM | Spreadsheets | PoolParty / Semaphore | SharePoint |
|---|---|---|---|---|
| Visual no-code editing | Tree, whiteboard, and search-first editing | Manual cell editing | Partial | Basic forms |
| Governance workflows | Maintenance + candidate workflows | Email approvals | Basic approval | Document workflows only |
| Data model-driven architecture | UI, API, and validation derive from model | None | Limited | Form-specific customization |
| Inter-vocabulary alignment | Typed, scored mappings | Manual crosswalks | Available | Not native |
| Version control and diff reports | Native versioning with comparisons | File copies | Version history | Document versions |
| Audit trail | Every action, field, user, and timestamp | Limited | Basic | Document-centric |
| Multilingual support | Language-tagged labels and notes | Manual columns | Yes | Interface localization |
| Standards support | SKOS, RDF, OWL, ISO 25964 + extensions | None | Varies by product | Not semantic-native |
| Knowledge graph integration | Native publish to Fluree Core | Export and rebuild | Usually separate layer | External integration |
| AI pipeline integration | Directly powers CAM and Sense | None | Indirect | Not purpose-built |
Every other product in the Fluree stack — Sense, CAM, Core, Fluree AI — maps to the vocabularies governed in ITM. One source of meaning across the whole platform.
defines the language.
maps structured data into that model.
extracts knowledge from unstructured content against the same vocabulary.
persists the resulting graph as governed enterprise truth.
turns that connected knowledge into grounded assistants, retrieval experiences, and agent workflows.
Articles and whitepapers on taxonomy governance, ontology design, and vocabulary-driven AI accuracy.
Where each shape of vocabulary fits, and why most enterprises need both governed in the same workspace.
Read the articleWalk through your existing vocabularies with a Fluree solutions architect.
Why governed taxonomies are the missing layer that makes enterprise AI accurate.
DownloadHow a governed vocabulary turns fuzzy retrieval into grounded reasoning across every agent and copilot.
Read the articleThe knowledge graph is only as good as the vocabulary it’s built on. ITM is where that vocabulary is created, governed, and published — the semantic foundation your entire AI and data stack depends on.
