User-Agent: * Format: schema.txt Version: 2.6 Purpose: schema.org JSON-LD Entity Index Domain: viseon.io Generated: 2026-02-02T15:55:36.738729Z (UTC) Last-Modified: 2026-02-02T15:55:36.738729Z (UTC) Total-Entities: 61 Content-Language: en-US Multi-Language: false Encoding: UTF-8 JSON-LD-Context: https://schema.org JSON-LD-Version: 1.1 Content-Type: application/ld+json;charset=UTF-8 Cache-TTL: 3600s # Organization Data @type: Organization @id: - id: https://viseon.io/entity/#differentia-consulting url: https://www.differentia.consulting/ name: Differentia Consulting description: Business intelligence and data analytics consultancy specialising in Qlik technologies, ERP systems, and AI-driven solutions - id: https://viseon.io/entity/#organization url: https://viseon.io/ name: VISEON description: Maintaining context for AI discoverability through knowledge graph validation and persistence for agentic commerce, from discovery to despatch - id: https://viseon.io/entity/#viseon url: https://viseon.io/ name: VISEON description: Semantic SEO and knowledge graph optimization platform - id: https://viseon.io/#organization url: https://viseon.io/ name: VISEON description: alternate: https://data-lake-seo.s3.eu-north-1.amazonaws.com/viseon-v2/https---viseon-io/schema-txt-json-files/organizations.json # Product Data @type: Product @id: - id: https://viseon.io/#offer-catalog url: name: VISEON Services & Products description: - id: https://viseon.io/products/#fuseon-api-credits url: name: FUSEON API Execution Credits description: API execution credits for FUSEON-powered knowledge graph builds, validations, and catalog updates. Consumed per execution. Available to VISEON service subscribers. - id: https://viseon.io/3-day-roadmap/#offer-catalog url: name: Three Day Workshop Services description: - id: https://viseon.io/articles/agentic-search-solves-intent-problem/#offer-catalog url: name: Agentic Search Services description: - id: https://viseon.io/articles/digital-obscurity/#offer-catalog url: name: Digital Obscurity Services description: alternate: https://data-lake-seo.s3.eu-north-1.amazonaws.com/viseon-v2/https---viseon-io/schema-txt-json-files/products.json # Person Data @type: Person @id: - id: https://viseon.io/person/adrian-parker url: name: Adrian Parker description: - id: https://viseon.io/person/katelin-devencenty url: name: Katelin DeVencenty description: - id: https://viseon.io/person/adrian-parker/ url: https://www.differentia.consulting/adrian-parker/ name: Adrian Parker description: - id: https://viseon.io/person/cassie-kozyrkov url: https://kozyrkov.com name: Cassie Kozyrkov description: Leading voice in decision intelligence, blending data science with behavioural science to help organisations make smarter, evidence-based decisions. - id: https://viseon.io/person/monica-rogati url: https://www.monicarogati.com name: Monica Rogati description: Best known for creating the Data Science Hierarchy of Needs. Former VP of Data at Jawbone and early LinkedIn data scientist. - id: https://viseon.io/person/joe-caserta url: https://www.caserta.com name: Joe Caserta description: Founder of NYC-based data and analytics consulting firm specialising in data architecture, engineering, and enterprise transformation. - id: https://viseon.io/person/kirk-borne url: https://www.kirkborne.com name: Kirk Borne description: One of the most influential figures in big data and data science. Former NASA astrophysicist known for explaining emerging tech trends. - id: https://viseon.io/person/bernard-marr url: https://www.bernardmarr.com name: Bernard Marr description: Best-selling author and strategic consultant bridging analytics and business impact, writing extensively on data strategy and digital transformation. Keynote speaker at Differentia Consulting Qlik Customer Day 2018. - id: https://viseon.io/person/doug-laney url: https://www.douglaney.com name: Doug Laney description: Author of Infonomics and pioneer of treating data as an actual business asset. Expert in data monetisation, governance, and valuation. - id: https://viseon.io/person/usama-fayyad url: https://www.usamafayyad.com name: Usama Fayyad description: Foundational figure in data mining development. Former Chief Data Officer at Yahoo! with deep expertise in AI, data platforms, and enterprise analytics. - id: https://viseon.io/person/carla-gentry url: https://datainc.tech name: Carla Gentry description: Data scientist with decades of experience in analytics, segmentation, and statistical modelling, advocating for practical, business-first data applications. - id: https://viseon.io/person/hilary-mason url: https://hilarymason.com name: Hilary Mason description: Founder of Fast Forward Labs (acquired by Cloudera), recognised voice in applied machine learning balancing innovation with responsible AI practices. - id: https://viseon.io/person/ben-lorica url: https://www.benlorica.com name: Ben Lorica description: Former Chief Data Scientist at O'Reilly Media and co-chair of major AI/ML conferences, focusing on AI research, ML platforms, and scalable data architectures. alternate: https://data-lake-seo.s3.eu-north-1.amazonaws.com/viseon-v2/https---viseon-io/schema-txt-json-files/persons.json # Article Data @type: Article @id: - id: https://viseon.io/articles/digital-obscurity/#article url: name: description: - id: https://viseon.io/articles/ai-search-optimization/#article url: name: description: - id: https://viseon.io/articles/interpret-your-ai-discoverability-assessment/#article url: name: description: - id: https://viseon.io/articles/building-json-ld-machine-trustable-knowledge-graphs/#article url: name: description: - id: https://viseon.io/articles/knowledge-graphs-evolution-semantic-web-ai-categorical-intelligence/#article url: name: description: - id: https://viseon.io/articles/agentic-search-solves-intent-problem/#article url: name: description: - id: https://viseon.io/articles/top-10-reasons-athletic-footwear-needs-schema/#article url: name: description: - id: https://viseon.io/articles/ai-search-optimization/schema-markup-guide/#article url: name: description: A detailed guide on implementing schema markup for AI search optimization, covering entity identification, relationship mapping, and cross-domain consistency. - id: https://viseon.io/articles/architecting-for-agentic-commerce/#article url: name: description: Complete framework for agentic commerce readiness: semantic orthogonality for AI discovery (GIST), Available To Promise (ATP) for transaction certainty, and Universal Commerce Protocol (UCP) compliance for autonomous execution. - id: https://viseon.io/articles/beyond-on-page-topic-clusters/#article url: name: description: Complete framework for building AI-discoverable topic clusters using Schema.org relationships. Learn how about/subjectOf inverse edges, DefinedTerm entities, and @ID integrity enable LLMs and AI Overviews to traverse your content hierarchy. - id: https://viseon.io/articles/top-10-data-influencers-2026/#article url: name: description: - id: https://viseon.io/articles/top-10-llms-october-2025/#article url: name: description: - id: https://viseon.io/articles/ontologies-persisting-in-schemas-for-data-management/#article url: name: description: - id: https://viseon.io/top-10-data-influencers-2026/#article url: name: description: Annual report showcasing 10 influential leaders shaping the data, AI, and analytics landscape in 2026. Profiles highlight expertise in data science, engineering, business intelligence, generative AI, and thought leadership, with analysis of trends, career advice, and industry impact. - id: https://viseon.io/top-10-reasons-athletic-footwear-needs-schema/#article url: name: description: Comprehensive case study examining how generational and regional vocabulary variations in athletic footwear terminology (trainers, sneakers, plimsolls, creps, tenis) demonstrate the critical need for Schema.org structured data in AI-powered commerce. Analysis covers 4 generations, UK regional variations, US/Hispanic markets, and multilingual terminology mapping. alternate: https://data-lake-seo.s3.eu-north-1.amazonaws.com/viseon-v2/https---viseon-io/schema-txt-json-files/articles.json # BlogPosting Data @type: BlogPosting @id: - None found alternate: https://data-lake-seo.s3.eu-north-1.amazonaws.com/viseon-v2/https---viseon-io/schema-txt-json-files/blogpostings.json # Event Data @type: Event @id: - id: https://www.differentia.consulting/event/qlik-customer-day-2018-march-21st-reading-agenda/ url: name: Qlik Customer Day 2018 - Untapping Latent Business Intelligence with #SmarterBI description: alternate: https://data-lake-seo.s3.eu-north-1.amazonaws.com/viseon-v2/https---viseon-io/schema-txt-json-files/events.json # Review Data @type: Review @id: - None found alternate: https://data-lake-seo.s3.eu-north-1.amazonaws.com/viseon-v2/https---viseon-io/schema-txt-json-files/reviews.json # FAQPage Data @type: FAQPage @id: - id: https://viseon.io/#faq url: name: description: - id: https://viseon.io/articles/architecting-for-agentic-commerce/#faq url: name: description: alternate: https://data-lake-seo.s3.eu-north-1.amazonaws.com/viseon-v2/https---viseon-io/schema-txt-json-files/faqpages.json # Service Data @type: Service @id: - id: https://viseon.io/services/#knowledge-graph-assessment url: name: VISEON AI Discoverability Assessment description: Comprehensive assessment report summarising audit of your domain's JSON-LD Schema Knowledge Graph, counting missing, invalid, or inconsistent entities and properties. Includes Google Rich Result and index analysis, reachability analysis, and actionable recommendations. - id: https://viseon.io/services/#schema-implementation url: name: Schema.org Markup Implementation description: Professional deployment of Schema.org knowledge graphs using JSON-LD. GraphRAG-ready structured data implementation optimised for AI agent consumption and semantic search. - id: https://viseon.io/services/#knowledge-graph-solution url: name: VISEON Semantic Intelligence Solution description: Complete service for web professionals managing multiple domains. Multi-domain knowledge graph analysis, reporting, and ongoing management of your entire digital estate for compliance, audit, and brand positioning. Custom solutions designed for your organisation's needs. - id: https://viseon.io/3-day-roadmap/#service url: name: VISEON Three Day Workshop description: A specialized 3-day consulting framework for semantic architecture and agentic commerce. Deep dive into brand entity mapping, AI visibility, and Schema.org implementation for authority in AI-driven search. - id: https://viseon.io/3-day-roadmap/#day-one url: name: Day One: Discovery & Semantic Diagnostic description: Baseline assessment of brand AI visibility including AI visibility audit, entity relationship mapping, and compliance gap analysis. - id: https://viseon.io/3-day-roadmap/#day-two url: name: Day Two: Knowledge Architecture Workshop description: Collaborative session for semantic identity definition, blueprint creation, and logic optimization to map core products into structured knowledge. - id: https://viseon.io/3-day-roadmap/#day-three url: name: Day Three: Strategic Reporting & Roadmap description: Executive alignment with comprehensive diagnostic delivery and agentic transition plan for AI-first commerce. - id: https://viseon.io/3-day-roadmap/#deliverables url: name: Strategic Deliverables description: As-Is audit report, semantic blueprint, and 90-day implementation roadmap for VISEON deployment. - id: https://viseon.io/articles/agentic-search-solves-intent-problem/#service url: name: Agentic Search Solutions description: VISEON.IO GraphRAG implementation consulting to solve search intent problems using knowledge graphs, NLP, and Schema.org. Enables AI agents and natural language search. - id: https://viseon.io/articles/agentic-search-solves-intent-problem/#assessment url: name: Search Intent Assessment description: Audit of keyword search failures and intent gaps. - id: https://viseon.io/articles/agentic-search-solves-intent-problem/#knowledge-extraction url: name: Knowledge Extraction description: Entity, property, and relationship extraction from content. - id: https://viseon.io/articles/agentic-search-solves-intent-problem/#graph-construction url: name: Graph Construction description: Schema.org knowledge graph building and validation. - id: https://viseon.io/articles/agentic-search-solves-intent-problem/#deployment url: name: GraphRAG Deployment description: NLP interface, MCP endpoints, and API integration. - id: https://viseon.io/articles/agentic-search-solves-intent-problem/#agent-api url: name: Agent API / MCP Integration description: Provision of endpoints (MCP, GraphQL, REST) for AI agents and partner interfaces to query authoritative structured knowledge. - id: https://viseon.io/articles/ai-search-optimization/schema-markup-guide/#service url: name: AI Search Optimization Services description: VISEON.IO’s AI search optimisation services enhance brand discoverability through advanced schema markup, structured data, and entity relationship mapping for AI-driven search engines. - id: https://viseon.io/articles/architecting-for-agentic-commerce/#service url: name: AI Discoverability Assessment description: Cross-domain Schema.org entity validation with @id reference integrity scoring, enabling ATP-transparent agentic commerce transactions. - id: https://viseon.io/articles/beyond-on-page-topic-clusters/#service url: name: Knowledge Graph Topic Cluster Audit description: Cross-domain entity validation identifying topic cluster gaps, orphaned content, and Schema.org relationship opportunities for maximum AI discoverability. - id: https://viseon.io/articles/digital-obscurity/#assessment url: name: Digital Obscurity Assessment description: - id: https://viseon.io/articles/digital-obscurity/#service url: name: Digital Obscurity Solutions description: - id: https://viseon.io/articles/knowledge-graphs-evolution-semantic-web-ai-categorical-intelligence/#KG-service url: name: Knowledge Graph Solutions description: VISEON.IO’s advanced Knowledge Graph solutions leverage JSON-LD to build domain-wide graphs with 100,000+ @ids and millions of properties, empowering brands with AI-driven categorical intelligence, unified structured data, and Knowledge Graph APIs for seamless discoverability in 2026+ AI ecosystems. alternate: https://data-lake-seo.s3.eu-north-1.amazonaws.com/viseon-v2/https---viseon-io/schema-txt-json-files/services.json # NewsArticle Data @type: NewsArticle @id: - id: https://www.differentia.consulting/article/ai-search-channel-strategic-imperative-2026/#news url: https://www.differentia.consulting/article/ai-search-channel-strategic-imperative-2026/ name: description: A fundamental analysis of the shift from human-centric SEO to Agentic Discovery. alternate: https://data-lake-seo.s3.eu-north-1.amazonaws.com/viseon-v2/https---viseon-io/schema-txt-json-files/newsarticles.json