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Demonstration environment. Fabric IQ, Work IQ, Foundry IQ, API Center, Purview, Citadel and Entra ID are simulated.
Discovery layer · demonstration
Claire Dubois
Pricing Manager · Specialty Polymers (EU)
Discover · OntologyRFP § 4.3–4.4

Metadata knowledge graph

Every asset, KPI, glossary term, owner, agent and column, linked by meaning. The engine finds these links, discovery reasoning follows them, and data atoms are composed into governed information atoms. What you see is trimmed to Claire Dubois's access.
Ontology Engine · run
01
Ingest catalogs
Fabric IQ · Work IQ · Foundry IQ · API Center · Purview · Entra
02
Extract entities
Schema + glossary harvesting
03
Align to ontology
Column → class classifier
04
Infer relationships
Lineage, semantics, joins, similarity
05
Validate against policy
Entra · Purview · Citadel
06
Publish graph
Knowledge graph v2026.10
Catalog assets
0
Data atoms
0
Ontology classes
0
Relationships
0
Inferred (method-tagged)
0
Steward review
0
Information atoms
0
Ontology classSensitivity labelKPIGlossary termInformation atomAssetData atomPerson— declared┄ inferred / learned
Ontology · 0Meaning · 6Information atoms · 3Assets · 14Data atoms · 19People · 0synonym_of · declared · 1 Purview business glossary synonymsynonym_of · declared · 1 Purview business glossary synonymmeasures · declared · 0.95 KPI tagged in Fabric IQ ontologymeasures · declared · 0.95 KPI tagged in Fabric IQ ontologyderives_from · declared · 0.99 Purview lineagederives_from · declared · 0.99 Purview lineagemeasures · declared · 0.95 KPI tagged in Fabric IQ ontologyderives_from · declared · 0.99 Purview lineagederives_from · declared · 0.99 Purview lineagemeasures · declared · 0.95 KPI tagged in Fabric IQ ontologymeasures · declared · 0.95 KPI tagged in Fabric IQ ontologymeasures · declared · 0.95 KPI tagged in Fabric IQ ontologymeasures · declared · 0.95 KPI tagged in Fabric IQ ontologymeasures · declared · 0.95 KPI tagged in Fabric IQ ontologyvisualizes · declared · 0.99 Purview lineagevisualizes · declared · 0.99 Purview lineagemeasures · declared · 0.95 KPI tagged in Fabric IQ ontologymeasures · declared · 0.95 KPI tagged in Fabric IQ ontologyvisualizes · declared · 0.99 Purview lineagevisualizes · declared · 0.99 Purview lineagevisualizes · declared · 0.99 Purview lineagemeasures · declared · 0.95 KPI tagged in Fabric IQ ontologydefined_by · declared · 0.98 Finance-approved glossary documentmeasures · declared · 0.95 KPI tagged in Fabric IQ ontologymeasures · declared · 0.95 KPI tagged in Fabric IQ ontologydocuments · inferred · 0.95 Shared KPI; 2 shared termsdocuments · inferred · 0.85 Shared KPI; 1 shared termsdocuments · inferred · 0.95 Shared KPI; 3 shared termsdocuments · inferred · 0.85 Shared KPI; 1 shared termsdocuments · inferred · 0.95 Shared KPI; 2 shared termsdocuments · inferred · 0.75 2 shared termsdocuments · inferred · 0.75 Redactedhas_attribute · declared · 1 Schema harvested by Fabric IQhas_attribute · declared · 1 Schema harvested by Fabric IQhas_attribute · declared · 1 Schema harvested by Fabric IQhas_attribute · declared · 1 Schema harvested by Fabric IQhas_attribute · declared · 1 Schema harvested by Fabric IQhas_attribute · declared · 1 Schema harvested by Fabric IQhas_attribute · declared · 1 Schema harvested by Fabric IQhas_attribute · declared · 1 Schema harvested by Fabric IQhas_attribute · declared · 1 Schema harvested by Fabric IQhas_attribute · declared · 1 Schema harvested by Fabric IQhas_attribute · declared · 1 Schema harvested by Fabric IQhas_attribute · declared · 1 Schema harvested by Fabric IQhas_attribute · declared · 1 Schema harvested by Fabric IQhas_attribute · declared · 1 Schema harvested by Fabric IQhas_attribute · declared · 1 Schema harvested by Fabric IQhas_attribute · declared · 1 Schema harvested by Fabric IQhas_attribute · declared · 1 Schema harvested by Fabric IQhas_attribute · declared · 1 Schema harvested by Fabric IQhas_attribute · declared · 1 Schema harvested by Fabric IQcomposed_of · inferred · 0.9 Ontology Engine compositioncomposed_of · inferred · 0.9 Ontology Engine compositioncomposed_of · inferred · 0.9 Ontology Engine compositioncomposed_of · inferred · 0.9 Ontology Engine compositioncomposed_of · inferred · 0.9 Ontology Engine compositionanswers · inferred · 0.88 Formula aligns to KPI definitioncomposed_of · inferred · 0.9 Ontology Engine compositioncomposed_of · inferred · 0.9 Ontology Engine compositioncomposed_of · inferred · 0.9 Ontology Engine compositionanswers · inferred · 0.88 Formula aligns to KPI definitioncomposed_of · inferred · 0.9 Ontology Engine compositioncomposed_of · inferred · 0.9 Ontology Engine compositionanswers · inferred · 0.88 Formula aligns to KPI definitionGross MarginGMgross profitContribution MarginNet SalesPrice RealizationSales Unified ViewSAP SD Billing Lakehouse …Customer Master Golden Re…Price Waterfall DatasetForecast Data MartHistorical Sales 2019-202…Commercial Semantic ModelPricing Performance Dashb…Customer 360 ReportMargin Analysis Workbook …KPI Glossary: Gross Margi…Pricing Playbook 2026WithheldKPI Explainer Agentinvoice_idcustomer_idgbunet_sales_eurcogs_eurgross_margin_eurinvoice_datesales_attrhistory_attrlegacy_attrsemantic_model_measurekpi_measuremeasure_measurepricing_measuredashboard_measurereport_measuremargin_measuregross_margin_measurereport_measureGross Margin % by Custome…Gross Margin EUR by GBULegacy Margin Baseline
Node inspector
Asset
KPI Glossary: Gross Margin Definition
doc · Work IQ
Access grantedOpen passport →
Relationships · 9
Sales Unified View
SAP SD Billing Lakehouse Table
Customer Master Golden Record
Price Waterfall Dataset
Historical Price Lists
Forecast Data Mart
Historical Sales 2019-2023 (Legacy)
AI Leads Table
Opportunities Pipeline
Commercial Semantic Model
Pricing Performance Dashboard
Demand Forecasting Dashboard
Growth & Transparency Dashboard
Customer 360 Report
Margin Analysis Workbook (Personal)
Atom Forge
net_sales_eurcogs_eurcustomer_idINFOATOM
Suggested KPI
Gross Margin
Inherited sensitivity
Confidential
Formula
GM = Net Sales − COGS ; GM% = GM / Net Sales
Trust
89
Joins
Single source
Owner
Finance Controlling
Sensitivity is the strictest label of its inputs. PII inputs make the atom Restricted.