@prefix :       <https://www.databricks.com/blog/next-generation-databricks-genie#> .
@prefix schema: <https://schema.org/> .
@prefix skos:   <http://www.w3.org/2004/02/skos/core#> .
@prefix rdfs:   <http://www.w3.org/2000/01/rdf-schema#> .
@prefix rdf:    <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix owl:    <http://www.w3.org/2002/07/owl#> .
@prefix xsd:    <http://www.w3.org/2001/XMLSchema#> .
@prefix dbo:    <http://dbpedia.org/ontology/> .
@prefix org:    <http://www.w3.org/ns/org#> .

# ─────────────────────────────────────────────
# Lightweight Ontology
# ─────────────────────────────────────────────

:GenieCapability a rdfs:Class ;
    rdfs:label "Genie Capability"@en ;
    rdfs:comment "A feature or capability of the Databricks Genie platform."@en .

:DataConnector a rdfs:Class ;
    rdfs:label "Data Connector"@en ;
    rdfs:comment "An integration enabling Genie to access an external knowledge store or enterprise system."@en .

:GovernanceLayer a rdfs:Class ;
    rdfs:label "Governance Layer"@en ;
    rdfs:comment "A component providing data governance, access control, or compliance within the Genie ecosystem."@en .

:UserExperienceChannel a rdfs:Class ;
    rdfs:label "User Experience Channel"@en ;
    rdfs:comment "A delivery surface through which business users access Genie."@en .

:hasAdoptionMetric a rdf:Property ;
    rdfs:label "has adoption metric"@en ;
    rdfs:range xsd:string .

:hasAvailability a rdf:Property ;
    rdfs:label "has availability"@en ;
    rdfs:range xsd:string .

# ─────────────────────────────────────────────
# Main Article
# ─────────────────────────────────────────────

:article a schema:BlogPosting ;
    schema:name "The next generation of Databricks Genie"@en ;
    schema:headline "The next generation of Databricks Genie"@en ;
    schema:description "A new version of Genie that answers questions beyond Genie Spaces, connects to external knowledge stores, and provides a globally unified home for business users across web, iOS, and Android."@en ;
    schema:url "https://www.databricks.com/blog/next-generation-databricks-genie" ;
    schema:datePublished "2026-04-26"^^xsd:date ;
    schema:inLanguage "en" ;
    schema:author :authorKenWong, :authorDillonMorrison, :authorRichardTomlinson ;
    schema:publisher :databricks ;
    schema:about :genie, :genieSpaces, :unityCatalog, :mobileApp, :enterpriseConnectors ;
    schema:keywords "Databricks Genie, agentic AI, natural language analytics, Genie Space, Unity Catalog, MCP, enterprise data, business intelligence, mobile app, Databricks One"@en ;
    schema:isAccessibleForFree true ;
    schema:hasPart :faqSection, :glossarySection, :howtoSection .

# ─────────────────────────────────────────────
# Authors & Publisher
# ─────────────────────────────────────────────

:authorKenWong a schema:Person ;
    schema:name "Ken Wong"@en ;
    schema:worksFor :databricks .

:authorDillonMorrison a schema:Person ;
    schema:name "Dillon Morrison"@en ;
    schema:worksFor :databricks .

:authorRichardTomlinson a schema:Person ;
    schema:name "Richard Tomlinson"@en ;
    schema:worksFor :databricks .

:databricks a schema:Organization ;
    schema:name "Databricks"@en ;
    schema:url "https://www.databricks.com" ;
    schema:address "160 Spear Street, 15th Floor, San Francisco, CA 94105"@en ;
    schema:telephone "1-866-330-0121" ;
    schema:identifier "https://www.databricks.com" ;
    owl:sameAs <http://dbpedia.org/resource/Databricks> .

# ─────────────────────────────────────────────
# Genie Platform
# ─────────────────────────────────────────────

:genie a schema:SoftwareApplication ;
    schema:name "Databricks Genie"@en ;
    schema:description "The next-generation Databricks AI assistant for business users — answers questions beyond Genie Space boundaries, connects to enterprise knowledge stores, and replaces Databricks One as the primary business user interface."@en ;
    schema:url "https://www.databricks.com/product/genie" ;
    schema:applicationCategory "Business Intelligence, AI Assistant"@en ;
    :hasAdoptionMetric "1.5 million Genie Spaces created in 2026"@en ;
    schema:hasPart :unifiedChat, :genieSpaces, :enterpriseConnectors, :mobileApp,
                   :identityManagement, :domainOrganisation, :customURLs, :businessSemantics .

:genieSpaces a :GenieCapability ;
    schema:name "Genie Spaces"@en ;
    schema:description "Curated AI experiences where teams apply guardrails: dedicated knowledge stores, benchmarking, and verified metric logic for specific domains. Over 1.5 million created in 2026."@en ;
    :hasAdoptionMetric "1.5M created in 2026"@en .

:unifiedChat a :GenieCapability ;
    schema:name "Unified Chat Interface"@en ;
    schema:description "Single chat interface drawing on the most relevant and trusted assets — certified Genie Spaces, governed dashboards, and Databricks Apps — reusing logic already embedded there. Powered by the latest reasoning models and new agent architecture."@en ;
    schema:hasPart :agenticReasoning .

:agenticReasoning a :GenieCapability ;
    schema:name "Agentic Reasoning"@en ;
    schema:description "Genie's most profound capability: synthesising distant, non-obvious relationships across the entire data ecosystem. Enables answering questions that span multiple data domains without new context layers or lengthy model buildouts."@en .

# ─────────────────────────────────────────────
# Enterprise Connectors & Knowledge Stores
# ─────────────────────────────────────────────

:enterpriseConnectors a :GenieCapability ;
    schema:name "Enterprise Knowledge Store Connectors"@en ;
    schema:description "Built-in connectors and MCP connections enabling Genie to access unstructured enterprise sources and take actions that connect insight to execution."@en ;
    schema:hasPart :googleDriveConnector, :sharepointConnector, :mcpConnections .

:googleDriveConnector a :DataConnector ;
    schema:name "Google Drive Connector"@en ;
    schema:description "Enables Genie to access documents and knowledge stored in Google Drive."@en ;
    schema:identifier "https://drive.google.com" .

:sharepointConnector a :DataConnector ;
    schema:name "SharePoint Connector"@en ;
    schema:description "Enables Genie to access documents and knowledge stored in Microsoft SharePoint."@en ;
    schema:identifier "https://www.microsoft.com/sharepoint" .

:mcpConnections a :DataConnector ;
    schema:name "MCP Connections"@en ;
    schema:description "Support for Model Context Protocol connections, enabling Genie to connect to additional enterprise systems and take actions beyond read-only queries."@en ;
    rdfs:seeAlso <http://dbpedia.org/resource/Model_Context_Protocol> .

# ─────────────────────────────────────────────
# Unity Catalog & Governance
# ─────────────────────────────────────────────

:unityCatalog a :GovernanceLayer ;
    schema:name "Unity Catalog"@en ;
    schema:description "Unified governance layer for all data, analytics, and AI assets in Databricks. All Genie connections are managed through the Unity Catalog AI Gateway to ensure they are simple to use and well governed."@en ;
    schema:hasPart :unityCatalogAIGateway, :businessSemantics .

:unityCatalogAIGateway a :GovernanceLayer ;
    schema:name "Unity Catalog AI Gateway"@en ;
    schema:description "The governance surface through which all Genie external connections are managed — ensuring consistent governance, access control, and auditability."@en .

:businessSemantics a :GovernanceLayer ;
    schema:name "Business Semantics"@en ;
    schema:description "Trusted metric definitions powering both Genie assets and unified chat — ensuring business logic developed over years is reused rather than re-derived."@en .

# ─────────────────────────────────────────────
# Global Business User Experience
# ─────────────────────────────────────────────

:databricksOne a schema:SoftwareApplication ;
    schema:name "Databricks One (now Genie)"@en ;
    schema:description "Previous name for the streamlined business user experience aggregating dashboards, apps, and Genie. Renamed to Genie; /one URL maintained for compatibility."@en ;
    schema:supersededBy :genie .

:identityManagement a :GenieCapability ;
    schema:name "Automated Identity Management"@en ;
    schema:description "Keeps access continuously in sync via Entra (Microsoft) and Okta integrations."@en ;
    schema:hasPart :entraIntegration, :oktaIntegration .

:entraIntegration a :DataConnector ;
    schema:name "Microsoft Entra Integration"@en ;
    schema:description "Automated identity synchronisation via Microsoft Entra (formerly Azure AD)."@en .

:oktaIntegration a :DataConnector ;
    schema:name "Okta Integration"@en ;
    schema:description "Automated identity synchronisation via Okta."@en .

:domainOrganisation a :GenieCapability ;
    schema:name "Domains"@en ;
    schema:description "Groups assets by business concept (e.g. supply chain or marketing) rather than by workspace, enabling intuitive navigation for business users."@en .

:customURLs a :GenieCapability ;
    schema:name "Custom URLs"@en ;
    schema:description "A single, memorable entry point such as mycompany.databricks.com for unified access to all Genie assets."@en .

:unifiedLogin a :GenieCapability ;
    schema:name "Unified Login"@en ;
    schema:description "Removes friction as users move across workspaces; scales to more than 100,000 users."@en ;
    :hasAvailability "Supports 100,000+ users per workspace"@en .

# ─────────────────────────────────────────────
# Mobile App
# ─────────────────────────────────────────────

:mobileApp a :UserExperienceChannel ;
    schema:name "Genie Mobile App"@en ;
    schema:description "Native iOS and Android app delivering the full Genie experience — dashboards, apps, and chat — powered by the same governed data and logic as the web experience."@en ;
    schema:operatingSystem "iOS, Android"@en ;
    schema:hasPart :iosApp, :androidApp .

:iosApp a :UserExperienceChannel ;
    schema:name "Genie iOS App"@en ;
    schema:operatingSystem "iOS"@en ;
    schema:description "Native iPhone/iPad app for full Genie access."@en .

:androidApp a :UserExperienceChannel ;
    schema:name "Genie Android App"@en ;
    schema:operatingSystem "Android"@en ;
    schema:description "Native Android app for full Genie access."@en .

# ─────────────────────────────────────────────
# Customer Quotes
# ─────────────────────────────────────────────

:arthrexQuote a schema:Review ;
    schema:name "Arthrex Testimonial"@en ;
    schema:reviewBody "The most profound aspect of Genie's unified chat is its agentic reasoning. It doesn't just find assets, it synthesises distant, non-obvious relationships across the entire ecosystem in a way that is nothing short of astounding."@en ;
    schema:author :anthonyTaylor ;
    schema:itemReviewed :genie .

:anthonyTaylor a schema:Person ;
    schema:name "Anthony Taylor"@en ;
    schema:jobTitle "Data Engineer"@en ;
    schema:worksFor :arthrex .

:arthrex a schema:Organization ;
    schema:name "Arthrex"@en ;
    schema:identifier "https://www.arthrex.com" .

:premierQuote a schema:Review ;
    schema:name "Premier Inc Testimonial"@en ;
    schema:reviewBody "By combining Premier's curated, AI-ready data with the Databricks platform, Genie lets even non-technical users dive into our data and ask questions in everyday language without missing a beat."@en ;
    schema:author :timRiddle ;
    schema:itemReviewed :genie .

:timRiddle a schema:Person ;
    schema:name "Tim Riddle"@en ;
    schema:jobTitle "Senior Product Director"@en ;
    schema:worksFor :premierInc .

:premierInc a schema:Organization ;
    schema:name "Premier Inc"@en ;
    schema:identifier "https://www.premierinc.com" .

# ─────────────────────────────────────────────
# FAQ
# ─────────────────────────────────────────────

:faqSection a schema:FAQPage ;
    schema:name "FAQ: Next Generation Databricks Genie"@en ;
    schema:mainEntity :q1, :q2, :q3, :q4, :q5, :q6, :q7, :q8, :q9, :q10, :q11, :q12 .

:q1 a schema:Question ;
    schema:text "What is new in the next generation of Databricks Genie?"@en ;
    schema:acceptedAnswer [ a schema:Answer ;
        schema:text "The new Genie answers questions beyond the boundaries of a single Genie Space, connects to external knowledge stores like Google Drive and SharePoint via MCP, features agentic reasoning across multiple data domains, offers native iOS and Android apps, and replaces Databricks One as the global home for business users."@en ] .

:q2 a schema:Question ;
    schema:text "What is a Genie Space?"@en ;
    schema:acceptedAnswer [ a schema:Answer ;
        schema:text "A Genie Space is a curated AI experience where teams apply guardrails — dedicated knowledge stores, benchmarking, and verified metric logic for specific domains. Customers created over 1.5 million Genie Spaces in 2026. The new Genie draws on multiple Genie Spaces from a single chat interface."@en ] .

:q3 a schema:Question ;
    schema:text "How does the new Genie unified chat maintain accuracy?"@en ;
    schema:acceptedAnswer [ a schema:Answer ;
        schema:text "It draws on the most relevant and trusted assets — certified Genie Spaces, governed dashboards, Databricks Apps — reusing business logic already vetted by analysts and engineers. Metadata guides routing so higher-trust sources take priority, without requiring new context layers or model buildouts."@en ] .

:q4 a schema:Question ;
    schema:text "What external knowledge stores can Genie now connect to?"@en ;
    schema:acceptedAnswer [ a schema:Answer ;
        schema:text "Google Drive, SharePoint, and other enterprise systems via built-in connectors and MCP connections. All connections are managed through the Unity Catalog AI Gateway to ensure governance and simplicity."@en ] .

:q5 a schema:Question ;
    schema:text "What is the Unity Catalog AI Gateway?"@en ;
    schema:acceptedAnswer [ a schema:Answer ;
        schema:text "The Unity Catalog AI Gateway is the governance surface through which all Genie external connections are managed — ensuring consistent access control, auditability, and simplicity for all data and AI connections within the Databricks platform."@en ] .

:q6 a schema:Question ;
    schema:text "What happened to Databricks One?"@en ;
    schema:acceptedAnswer [ a schema:Answer ;
        schema:text "The business-user-oriented experience previously known as Databricks One has been renamed to Genie, reflecting that Genie is now core to the entire Databricks business user experience. The /one URL is maintained for existing users to ensure compatibility."@en ] .

:q7 a schema:Question ;
    schema:text "What mobile platforms does Genie support?"@en ;
    schema:acceptedAnswer [ a schema:Answer ;
        schema:text "Genie is now available as a native app on both iOS and Android. The full experience — dashboards, apps, and chat — is available on mobile, powered by the same governed data and logic as the web experience."@en ] .

:q8 a schema:Question ;
    schema:text "How does Genie manage identity and access at scale?"@en ;
    schema:acceptedAnswer [ a schema:Answer ;
        schema:text "Automated identity management keeps access continuously in sync via Entra (Microsoft) and Okta integrations. Unified login removes friction across workspaces, which now scale to more than 100,000 users."@en ] .

:q9 a schema:Question ;
    schema:text "What are Domains in the new Genie experience?"@en ;
    schema:acceptedAnswer [ a schema:Answer ;
        schema:text "Domains group assets by business concept — such as supply chain or marketing — rather than by underlying Databricks workspace. This makes navigation intuitive for business users who should not need to know how data is organised behind the scenes."@en ] .

:q10 a schema:Question ;
    schema:text "What is agentic reasoning in Genie?"@en ;
    schema:acceptedAnswer [ a schema:Answer ;
        schema:text "Agentic reasoning is Genie's ability to synthesise distant, non-obvious relationships across the entire data ecosystem. Rather than just finding assets, Genie autonomously chains reasoning steps across multiple data domains to answer complex, open-ended questions — as described by Arthrex's Data Engineer as 'nothing short of astounding.'"@en ] .

:q11 a schema:Question ;
    schema:text "What is business semantics in Genie and why does it matter?"@en ;
    schema:acceptedAnswer [ a schema:Answer ;
        schema:text "Business semantics are trusted metric definitions that power both Genie assets and the unified chat interface. They ensure the business logic developed and vetted by analysts over years is reused consistently, preventing the same metrics from being defined differently in different parts of the organisation."@en ] .

:q12 a schema:Question ;
    schema:text "How does Genie differ from traditional text-to-SQL approaches?"@en ;
    schema:acceptedAnswer [ a schema:Answer ;
        schema:text "Rather than building an error-prone text-to-SQL interface, Databricks built Genie Spaces as curated experiences where teams embed guardrails, verified logic, and benchmarks. The new unified Genie builds on this foundation — drawing on vetted business logic with metadata-guided routing rather than regenerating SQL from scratch for every query."@en ] .

# ─────────────────────────────────────────────
# Glossary
# ─────────────────────────────────────────────

:glossarySection a skos:ConceptScheme, schema:DefinedTermSet ;
    schema:name "Glossary: Next Generation Databricks Genie"@en ;
    skos:hasTopConcept :termGenieSpace, :termAgenticReasoning, :termUnityCatalog,
                       :termMCP, :termUnifiedChat, :termDatabricksOne,
                       :termBusinessSemantics, :termGenieDomains,
                       :termUCGateway, :termGenieMobile .

:termGenieSpace a skos:Concept, schema:DefinedTerm ;
    skos:prefLabel "Genie Space"@en ;
    schema:description "A curated AI experience with embedded guardrails, knowledge stores, benchmarks, and verified metric logic for a specific data domain."@en ;
    skos:inScheme :glossarySection .

:termAgenticReasoning a skos:Concept, schema:DefinedTerm ;
    skos:prefLabel "Agentic Reasoning"@en ;
    schema:description "Genie's capability to autonomously synthesise non-obvious relationships across multiple data domains to answer complex, open-ended questions."@en ;
    skos:inScheme :glossarySection .

:termUnityCatalog a skos:Concept, schema:DefinedTerm ;
    skos:prefLabel "Unity Catalog"@en ;
    schema:description "Databricks' unified governance layer for all data, analytics, and AI assets — providing consistent access control, lineage, and auditability across the entire Genie experience."@en ;
    skos:inScheme :glossarySection .

:termMCP a skos:Concept, schema:DefinedTerm ;
    skos:prefLabel "MCP (Model Context Protocol)"@en ;
    schema:description "An open protocol enabling Genie to connect to external enterprise systems and take actions that bridge insight and execution."@en ;
    skos:inScheme :glossarySection .

:termUnifiedChat a skos:Concept, schema:DefinedTerm ;
    skos:prefLabel "Unified Chat Interface"@en ;
    schema:description "Genie's single conversational interface drawing on certified Genie Spaces, dashboards, and apps with metadata-guided routing to prioritise higher-trust sources."@en ;
    skos:inScheme :glossarySection .

:termDatabricksOne a skos:Concept, schema:DefinedTerm ;
    skos:prefLabel "Databricks One"@en ;
    schema:description "Previous name for the business-user-oriented Databricks experience. Renamed to Genie; the /one URL is maintained for compatibility."@en ;
    skos:inScheme :glossarySection .

:termBusinessSemantics a skos:Concept, schema:DefinedTerm ;
    skos:prefLabel "Business Semantics"@en ;
    schema:description "Trusted metric definitions embedded in Unity Catalog that power Genie assets and unified chat, ensuring consistent business logic across the entire organisation."@en ;
    skos:inScheme :glossarySection .

:termGenieDomains a skos:Concept, schema:DefinedTerm ;
    skos:prefLabel "Domains"@en ;
    schema:description "Asset groupings organised by business concept (e.g. supply chain, marketing) rather than Databricks workspace, enabling intuitive navigation for non-technical users."@en ;
    skos:inScheme :glossarySection .

:termUCGateway a skos:Concept, schema:DefinedTerm ;
    skos:prefLabel "Unity Catalog AI Gateway"@en ;
    schema:description "The governance surface managing all Genie external connections — ensuring simplicity, access control, and compliance for every integrated enterprise system."@en ;
    skos:inScheme :glossarySection .

:termGenieMobile a skos:Concept, schema:DefinedTerm ;
    skos:prefLabel "Genie Mobile App"@en ;
    schema:description "Native iOS and Android application delivering the full Genie experience — chat, dashboards, and apps — to business users wherever they work."@en ;
    skos:inScheme :glossarySection .

# ─────────────────────────────────────────────
# HowTo
# ─────────────────────────────────────────────

:howtoSection a schema:HowTo ;
    schema:name "How to Get Started with Next-Generation Databricks Genie"@en ;
    schema:description "Steps for organisations to adopt and maximise value from the new Genie capabilities."@en ;
    schema:step :step1, :step2, :step3, :step4, :step5, :step6, :step7 .

:step1 a schema:HowToStep ;
    schema:name "Review the New Genie UI Documentation"@en ;
    schema:position 1 ;
    schema:text "Check the product documentation for the new Genie UI to understand the unified chat interface, account-level access, and domain organisation capabilities."@en .

:step2 a schema:HowToStep ;
    schema:name "Understand Unified Chat Architecture"@en ;
    schema:position 2 ;
    schema:text "Review how the new unified chat draws on certified Genie Spaces, dashboards, and apps with metadata-guided routing. Ensure your existing Genie Spaces have complete metadata to benefit from higher-trust source prioritisation."@en .

:step3 a schema:HowToStep ;
    schema:name "Migrate from Databricks One to Genie"@en ;
    schema:position 3 ;
    schema:text "Existing Databricks One users retain access via the /one URL. Transition users to the new Genie experience, setting up Domains organised by business concept (supply chain, marketing, etc.) rather than workspace."@en .

:step4 a schema:HowToStep ;
    schema:name "Connect External Knowledge Stores"@en ;
    schema:position 4 ;
    schema:text "Use the Unity Catalog AI Gateway to connect Google Drive, SharePoint, and other enterprise knowledge sources. Ensure connections are configured with appropriate governance policies before exposing to business users."@en .

:step5 a schema:HowToStep ;
    schema:name "Configure Identity Management"@en ;
    schema:position 5 ;
    schema:text "Set up automated identity synchronisation via Entra or Okta to keep access continuously in sync. Configure custom URLs (mycompany.databricks.com) and unified login for a friction-free business user experience."@en .

:step6 a schema:HowToStep ;
    schema:name "Define Business Semantics in Unity Catalog"@en ;
    schema:position 6 ;
    schema:text "Ensure trusted metric definitions are embedded in Unity Catalog to power both Genie assets and the unified chat. Consistent business semantics are the foundation of accurate, trustworthy agentic reasoning."@en .

:step7 a schema:HowToStep ;
    schema:name "Request Access to the Genie Mobile App"@en ;
    schema:position 7 ;
    schema:text "Work with your Databricks account team to request access to the native Genie iOS and Android apps, enabling field teams, clinicians, retail associates, and executives on the move to access governed data and insights anywhere."@en .