{
    "protocol_version": "8.0",
    "supported_since": "2026-07-29",
    "deprecated_after": null,
    "removed_after": null,
    "@context": "https://schema.org",
    "@type": "DataCatalog",
    "name": "AI Symantix Dataset Catalog",
    "url": "https://www.aisymantix.com/ai/catalog.json",
    "description": "Machine-readable catalog of public content and AI-facing resources for AI Symantix.",
    "dateModified": "2026-09-16T12:36:04Z",
    "dataset": [
        {
            "@type": "Dataset",
            "name": "AI Symantix Content Library",
            "description": "Machine-readable inventory of public content and datasets for AI Symantix.",
            "url": "https://www.aisymantix.com/library/",
            "dateModified": "2026-09-16T12:36:04Z",
            "distribution": [
                {
                    "@type": "DataDownload",
                    "encodingFormat": "application/json",
                    "contentUrl": "https://www.aisymantix.com/ai/catalog.json"
                }
            ],
            "itemCount": 78
        },
        {
            "@type": "Dataset",
            "name": "AI Symantix Pages",
            "description": "Published site pages.",
            "url": "https://www.aisymantix.com/ai/catalog.json#pages",
            "dateModified": "2026-09-16T12:36:04Z",
            "distribution": [
                {
                    "@type": "DataDownload",
                    "encodingFormat": "application/json",
                    "contentUrl": "https://www.aisymantix.com/ai/catalog.json"
                }
            ],
            "itemCount": 18
        },
        {
            "@type": "Dataset",
            "name": "AI Symantix Articles",
            "description": "Published articles and guides.",
            "url": "https://www.aisymantix.com/ai/catalog.json#articles",
            "dateModified": "2026-09-16T12:36:04Z",
            "distribution": [
                {
                    "@type": "DataDownload",
                    "encodingFormat": "application/json",
                    "contentUrl": "https://www.aisymantix.com/ai/catalog.json"
                }
            ],
            "itemCount": 23
        },
        {
            "@type": "Dataset",
            "name": "AI Symantix Categories",
            "description": "Published category and library hub pages.",
            "url": "https://www.aisymantix.com/ai/catalog.json#categories",
            "dateModified": "2026-09-16T12:36:04Z",
            "distribution": [
                {
                    "@type": "DataDownload",
                    "encodingFormat": "application/json",
                    "contentUrl": "https://www.aisymantix.com/ai/catalog.json"
                }
            ],
            "itemCount": 6
        },
        {
            "@type": "Dataset",
            "name": "AI Symantix Glossary Terms",
            "description": "Published glossary terms.",
            "url": "https://www.aisymantix.com/ai/glossary-terms.json",
            "dateModified": "2026-09-16T12:36:04Z",
            "distribution": [
                {
                    "@type": "DataDownload",
                    "encodingFormat": "application/json",
                    "contentUrl": "https://www.aisymantix.com/ai/glossary-terms.json"
                }
            ],
            "itemCount": 19
        },
        {
            "@type": "Dataset",
            "name": "AI Symantix Glossary Terms",
            "description": "Published glossary terms.",
            "url": "https://www.aisymantix.com/ai/catalog.json#glossary",
            "dateModified": "2026-09-16T12:36:04Z",
            "distribution": [
                {
                    "@type": "DataDownload",
                    "encodingFormat": "application/json",
                    "contentUrl": "https://www.aisymantix.com/ai/catalog.json"
                }
            ],
            "itemCount": 1
        },
        {
            "@type": "Dataset",
            "name": "AI Symantix Directory Categories",
            "description": "Published directory category pages.",
            "url": "https://www.aisymantix.com/ai/catalog.json#directory_categories",
            "dateModified": "2026-09-16T12:36:04Z",
            "distribution": [
                {
                    "@type": "DataDownload",
                    "encodingFormat": "application/json",
                    "contentUrl": "https://www.aisymantix.com/ai/catalog.json"
                }
            ],
            "itemCount": 3
        },
        {
            "@type": "Dataset",
            "name": "AI Symantix Directory Listings",
            "description": "Published directory listings.",
            "url": "https://www.aisymantix.com/ai/catalog.json#directory_listings",
            "dateModified": "2026-09-16T12:36:04Z",
            "distribution": [
                {
                    "@type": "DataDownload",
                    "encodingFormat": "application/json",
                    "contentUrl": "https://www.aisymantix.com/ai/catalog.json"
                }
            ],
            "itemCount": 8
        }
    ],
    "content_index": {
        "pages": [
            {
                "title": "AI Data Endpoints",
                "slug": "ai-data",
                "url": "https://www.aisymantix.com/ai-data/",
                "description": "These endpoints help AI systems, crawlers, and human reviewers understand how AI Symantix publishes structured, machine-readable content.",
                "updated_at": "2026-09-16",
                "source": "content/pages/ai-data.json"
            },
            {
                "title": "AI Readiness Score",
                "slug": "ai-readiness-score",
                "url": "https://www.aisymantix.com/ai-readiness-score/",
                "description": "The AI Readiness Score measures semantic clarity, entity strength, schema coverage, and AI visibility for your website.",
                "updated_at": "2026-09-16",
                "source": "content/pages/ai-readiness-score.json"
            },
            {
                "title": "AI Symantix Audit",
                "slug": "ai-symantix-audit",
                "url": "https://www.aisymantix.com/ai-symantix-audit/",
                "description": "A paid review of your search visibility, AI retrieval clarity, and the next steps that could bring the right people to your site. $299 to $999, with the scope agreed before work starts.",
                "updated_at": "2026-09-16",
                "source": "content/pages/ai-symantix-audit.json"
            },
            {
                "title": "AI Visibility Architecture",
                "slug": "ai-visibility-architecture",
                "url": "https://www.aisymantix.com/ai-visibility-architecture/",
                "description": "AI Visibility Architecture is a high-ticket consulting engagement for organizations that need entity architecture, schema systems, and AI-ready semantic infrastructure.",
                "updated_at": "2026-09-16",
                "source": "content/pages/ai-visibility-architecture.json"
            },
            {
                "title": "8,148 Impressions, Three Clicks: The AISymantix Conversion Study",
                "slug": "search-visibility-to-inquiries",
                "url": "https://www.aisymantix.com/search-visibility-to-inquiries/",
                "description": "A 28-day AISymantix baseline with 8,148 impressions and three clicks, followed by a measured test of research referrals, checker use, and qualified audit inquiries.",
                "updated_at": "2026-09-12",
                "source": "content/pages/search-visibility-to-inquiries.json"
            },
            {
                "title": "AI Search Visibility Checker",
                "slug": "ai-search-visibility-checker",
                "url": "https://www.aisymantix.com/ai-search-visibility-checker/",
                "description": "An AI search visibility checker reads a page the way an AI retrieval system does and reports whether that system can reach the content, extract a self-contained answer, and identify who published it. Enter a URL below for the full result.",
                "updated_at": "2026-09-12",
                "source": "content/pages/ai-search-visibility-checker.json"
            },
            {
                "title": "AI Symantix Lab",
                "slug": "ai-symantix-lab",
                "url": "https://www.aisymantix.com/ai-symantix-lab/",
                "description": "The AI Symantix Lab is where semantic SEO ideas stop being slogans and start being observed. This page tracks the Exposure Velocity Hypothesis with live Warehouse data from AI Symantix.",
                "updated_at": "2026-09-12",
                "source": "content/pages/ai-symantix-lab.json"
            },
            {
                "title": "Contact",
                "slug": "contact",
                "url": "https://www.aisymantix.com/contact/",
                "description": "Tell me what you are working on and what you need help understanding. For a priced review of your site, use the AI Symantix Audit request.",
                "updated_at": "2026-09-12",
                "source": "content/pages/contact.json"
            },
            {
                "title": "Datasets",
                "slug": "datasets",
                "url": "https://www.aisymantix.com/datasets/",
                "description": "AI Symantix publishes human-readable and machine-readable datasets so AI search visibility work can be inspected, reused, and understood.",
                "updated_at": "2026-09-12",
                "source": "content/pages/datasets.json"
            },
            {
                "title": "How This Site Measures Visits and Inquiries",
                "slug": "measurement",
                "url": "https://www.aisymantix.com/measurement/",
                "description": "I count visits, completed page checks, and audit requests separately so I can see whether the research helps someone take a useful next step.",
                "updated_at": "2026-09-12",
                "source": "content/pages/measurement.json"
            },
            {
                "title": "AI Bot Visibility Across Five Matched Websites",
                "slug": "ai-bot-visibility-cohort",
                "url": "https://www.aisymantix.com/ai-bot-visibility-cohort/",
                "description": "A living five-site study testing whether Good Bot activity explains search visibility when website age, page count, and measurement coverage are kept reasonably close.",
                "updated_at": "2026-09-11",
                "source": "content/pages/ai-bot-visibility-cohort.json"
            },
            {
                "title": "AI Bot Visibility: What the AISymantix Data Supports",
                "slug": "ai-bot-visibility",
                "url": "https://www.aisymantix.com/ai-bot-visibility/",
                "description": "A living AISymantix research page testing whether Good Bot activity precedes search visibility, using crawler logs, Google Search Console, Machine Queries, Google Gaps, and SEO Events.",
                "updated_at": "2026-09-11",
                "source": "content/pages/ai-bot-visibility.json"
            },
            {
                "title": "CTR by Search Position",
                "slug": "ctr-by-position",
                "url": "https://www.aisymantix.com/datasets/ctr-by-position/",
                "description": "A first-party click-through-rate curve by Google search ranking position, measured across 368,474 impressions on 120 web properties over a trailing 365 days, published with its sample sizes.",
                "updated_at": "2026-09-07",
                "source": "content/pages/ctr-by-position.json"
            },
            {
                "title": "Search Visibility Index",
                "slug": "visibility-index",
                "url": "https://www.aisymantix.com/visibility-index/",
                "description": "A monthly measurement of where search impressions actually land on the click curve, across 120 portfolio web properties, published with the date attached.",
                "updated_at": "2026-09-07",
                "source": "content/pages/visibility-index.json"
            },
            {
                "title": "AI Symantix",
                "slug": "home",
                "url": "https://www.aisymantix.com/",
                "description": "Search stopped being a keyword contest a while back. The systems ranking and citing content now are reading for entities, relationships, and trust signals, whether a machine can tell who you are and why it should believe you, not just whether the right words showed up on the page. Most sites still aren't built to answer that question. That's the part I fix.",
                "updated_at": "2026-07-30",
                "source": "content/pages/home.json"
            },
            {
                "title": "About AI Symantix",
                "slug": "about",
                "url": "https://www.aisymantix.com/about/",
                "description": "AI Symantix helps brands, publishers, and organizations build semantic architecture so AI systems can understand, retrieve, and trust them.",
                "updated_at": "2026-06-15",
                "source": "content/pages/about.json"
            },
            {
                "title": "Library",
                "slug": "library",
                "url": "https://www.aisymantix.com/library/",
                "description": "The AI Symantix Library covers semantic SEO, entity architecture, knowledge graph SEO, structured data for AI search, and AI visibility strategy.",
                "updated_at": "2026-06-15",
                "source": "content/pages/library.json"
            },
            {
                "title": "AI SEO Tools & Resources Directory",
                "slug": "directory",
                "url": "https://www.aisymantix.com/directory/",
                "description": "Curated tools and reference surfaces for testing AI search visibility, structured data, entity clarity, and source citations.",
                "source": "content/pages/directory.json"
            }
        ],
        "articles": [
            {
                "title": "AI Search Visibility vs. Search Visibility: How They Differ and Which to Fix First",
                "slug": "ai-search-visibility-vs-search-visibility",
                "url": "https://www.aisymantix.com/article/ai-search-visibility-vs-search-visibility/",
                "description": "These two get used interchangeably and they are not the same measurement. The difference decides what you track, what you fix, and whether the next useful move is content, structure, proof, or conversion.",
                "updated_at": "2026-09-16",
                "source": "content/articles/ai-search-visibility-vs-search-visibility.json"
            },
            {
                "title": "How Does AI Search Visibility Tracking Actually Work?",
                "slug": "how-ai-search-visibility-tracking-works",
                "url": "https://www.aisymantix.com/article/how-ai-search-visibility-tracking-works/",
                "description": "AI search visibility tracking repeats a controlled set of questions across selected answer systems, records mentions, citations, accuracy, and competitors, then compares those observations over time. It is not traditional rank tracking with a new label.",
                "updated_at": "2026-09-16",
                "source": "content/articles/how-ai-search-visibility-tracking-works.json"
            },
            {
                "title": "How to Use Structured Data to Improve AI Product Visibility",
                "slug": "structured-data-for-ai-product-visibility",
                "url": "https://www.aisymantix.com/article/structured-data-for-ai-product-visibility/",
                "description": "Product structured data improves machine clarity by connecting a product to its brand, identifiers, variants, offers, availability, reviews, policies, and seller. It can improve eligibility and understanding, but it does not guarantee inclusion in an AI answer.",
                "updated_at": "2026-09-16",
                "source": "content/articles/structured-data-for-ai-product-visibility.json"
            },
            {
                "title": "International Search Visibility: How to Measure Countries, Languages, and Markets",
                "slug": "international-search-visibility",
                "url": "https://www.aisymantix.com/article/international-search-visibility/",
                "description": "International search visibility measures whether the right pages appear for the right audiences in each country and language. One global average hides the market, localization, and technical differences that determine the result.",
                "updated_at": "2026-09-16",
                "source": "content/articles/international-search-visibility.json"
            },
            {
                "title": "Search Visibility Strategy: What to Measure, What to Fix, and in What Order",
                "slug": "search-visibility-strategy",
                "url": "https://www.aisymantix.com/article/search-visibility-strategy/",
                "description": "A search visibility strategy is the order in which you diagnose discovery, ranking, retrieval, citation, visits, and conversion. The order matters because each weak layer requires a different fix.",
                "updated_at": "2026-09-16",
                "source": "content/articles/search-visibility-strategy.json"
            },
            {
                "title": "Semantic SEO for AI Search: A Practical Starting Sequence",
                "slug": "semantic-seo-for-ai-search",
                "url": "https://www.aisymantix.com/article/semantic-seo-for-ai-search/",
                "description": "Semantic SEO is the foundation of AI search visibility, but knowing the definition doesn't tell you where to start. This is a practical, ordered sequence for applying semantic SEO specifically to improve AI search performance.",
                "updated_at": "2026-09-16",
                "source": "content/articles/semantic-seo-for-ai-search.json"
            },
            {
                "title": "What Is AI Search Visibility?",
                "slug": "what-is-ai-search-visibility",
                "url": "https://www.aisymantix.com/article/what-is-ai-search-visibility/",
                "description": "AI search visibility is your ability to be retrieved, cited, recommended, and accurately represented by AI-powered search systems and large language models. It is distinct from traditional search rankings and requires its own strategy.",
                "updated_at": "2026-09-16",
                "source": "content/articles/what-is-ai-search-visibility.json"
            },
            {
                "title": "What Is an AI Search Visibility Strategy?",
                "slug": "what-is-an-ai-search-visibility-strategy",
                "url": "https://www.aisymantix.com/article/what-is-an-ai-search-visibility-strategy/",
                "description": "An AI search visibility strategy is a documented plan for making the right entity understandable, the right answers retrievable, the supporting evidence trustworthy, and the results measurable across AI-powered search and answer systems.",
                "updated_at": "2026-09-16",
                "source": "content/articles/what-is-an-ai-search-visibility-strategy.json"
            },
            {
                "title": "What Structured Data Helps AI Search Engines Cite Your Pages?",
                "slug": "structured-data-for-ai-citations",
                "url": "https://www.aisymantix.com/article/structured-data-for-ai-citations/",
                "description": "Structured data can clarify who published a page, what kind of content it contains, which entities it describes, and how those entities relate. It can make a page easier to interpret, but no schema type guarantees an AI citation.",
                "updated_at": "2026-09-16",
                "source": "content/articles/structured-data-for-ai-citations.json"
            },
            {
                "title": "Searchmetrics SEO Visibility: The Metric, the Formula, and What to Use Now",
                "slug": "searchmetrics-seo-visibility",
                "url": "https://www.aisymantix.com/article/searchmetrics-seo-visibility/",
                "description": "Searchmetrics SEO Visibility was a modeled index, not a traffic count. Here is the distinction, a worked example for your own transparent indicator, and the evidence to inspect before choosing the next fix.",
                "updated_at": "2026-09-12",
                "source": "content/articles/searchmetrics-seo-visibility.json"
            },
            {
                "title": "What Is Search Visibility? The Definition, the Formula, and a Real CTR Curve",
                "slug": "what-is-search-visibility",
                "url": "https://www.aisymantix.com/article/what-is-search-visibility/",
                "description": "Search visibility describes how often and how prominently a site appears in search; a ranking-based visibility score models that presence across a defined keyword set. Here is the formula, a worked example, and the click-through curve measured across our own properties, including an honest account of where that curve is reliable and where it is still too thin to trust.",
                "updated_at": "2026-09-12",
                "source": "content/articles/what-is-search-visibility.json"
            },
            {
                "title": "Looking Ahead at AI Discovery Signals",
                "slug": "looking-ahead-at-ai-discovery-signals",
                "url": "https://www.aisymantix.com/article/looking-ahead-at-ai-discovery-signals/",
                "description": "A plain-language AI Symantix lab follow-up on whether AI crawler activity and machine query hits can act like early warning signals before search impressions move.",
                "updated_at": "2026-09-07",
                "source": "content/articles/looking-ahead-at-ai-discovery-signals.json"
            },
            {
                "title": "Search Visibility Index vs. AI Visibility Science",
                "slug": "search-visibility-index-vs-ai-visibility-science",
                "url": "https://www.aisymantix.com/article/search-visibility-index-vs-ai-visibility-science/",
                "description": "A search visibility index is useful, but it is not the whole visibility problem anymore. AI-era visibility needs search demand, AI retrieval, entity trust, and conversion evidence in the same diagnostic system.",
                "updated_at": "2026-09-07",
                "source": "content/articles/search-visibility-index-vs-ai-visibility-science.json"
            },
            {
                "title": "Search Visibility Science Receipt: What the Warehouse Showed",
                "slug": "search-visibility-science-receipt",
                "url": "https://www.aisymantix.com/article/search-visibility-science-receipt/",
                "description": "The AISymantix warehouse showed search visibility demand, checker intent, useful bot activity, and early human page requests. The useful move was not more content. It was a better diagnostic system.",
                "updated_at": "2026-09-07",
                "source": "content/articles/search-visibility-science-receipt.json"
            },
            {
                "title": "What Is AI Semantics? What My Own Brand Name Taught Me About It",
                "slug": "what-is-ai-semantics",
                "url": "https://www.aisymantix.com/article/what-is-ai-semantics/",
                "description": "Symantix, Symantics, or Symantec? I named this company after the exact problem it solves, and I didn't fully realize that until I watched an AI system try to figure out which one I meant. Here's what AI semantics actually is, and why it's the layer underneath AI visibility, AI search visibility, and search visibility.",
                "updated_at": "2026-09-07",
                "source": "content/articles/what-is-ai-semantics.json"
            },
            {
                "title": "How AI Is Changing Digital Asset Valuation",
                "slug": "how-ai-is-changing-digital-asset-valuation",
                "url": "https://www.aisymantix.com/article/how-ai-is-changing-digital-asset-valuation/",
                "description": "Digital asset valuation has always relied on traffic and revenue history. AI retrieval systems are introducing a third input, whether AI systems already trust and cite the asset, and that signal is starting to move price before it shows up in the financials.",
                "updated_at": "2026-08-04",
                "source": "content/articles/how-ai-is-changing-digital-asset-valuation.json"
            },
            {
                "title": "The Exposure Velocity Receipt: What GSC Cannot Show Alone",
                "slug": "exposure-velocity-receipt",
                "url": "https://www.aisymantix.com/article/exposure-velocity-receipt/",
                "description": "A follow-up AI Symantix lab note showing why Google Search Console impressions become more useful when the Digital Karma Data Warehouse places good-bot hits beside the same query rows.",
                "updated_at": "2026-07-31",
                "source": "content/articles/exposure-velocity-receipt.json"
            },
            {
                "title": "Exposure Velocity: The Missing Metric in AI Search",
                "slug": "exposure-velocity",
                "url": "https://www.aisymantix.com/article/exposure-velocity/",
                "description": "Exposure Velocity is the rate at which a digital entity expands its opportunity to be discovered across search engines, AI systems, and retrieval platforms. On AI Symantix, it is treated as a live hypothesis observed before traffic arrives.",
                "updated_at": "2026-07-29",
                "source": "content/articles/exposure-velocity.json"
            },
            {
                "title": "Wikipedia, Wikidata, and AI Search Visibility",
                "slug": "wikipedia-and-ai-search-visibility",
                "url": "https://www.aisymantix.com/article/wikipedia-and-ai-search-visibility/",
                "description": "Wikipedia and Wikidata are disproportionately influential sources for AI training data and knowledge graphs. Understanding how they work, and where the realistic entry points are, is part of building AI search visibility.",
                "updated_at": "2026-07-14",
                "source": "content/articles/wikipedia-and-ai-search-visibility.json"
            },
            {
                "title": "What Are Entities in SEO?",
                "slug": "what-are-entities-in-seo",
                "url": "https://www.aisymantix.com/article/what-are-entities-in-seo/",
                "description": "In SEO, an entity is any clearly defined and distinguishable thing: a person, organization, product, place, concept, or event. Entities are the fundamental building blocks of knowledge graphs and semantic search systems.",
                "updated_at": "2026-06-15",
                "source": "content/articles/what-are-entities-in-seo.json"
            },
            {
                "title": "What Is Schema Markup?",
                "slug": "what-is-schema-markup",
                "url": "https://www.aisymantix.com/article/what-is-schema-markup/",
                "description": "Schema markup is structured data vocabulary used to annotate web pages so search engines and AI systems can understand their content with greater precision. It is the most direct way to make your content machine-readable.",
                "updated_at": "2026-06-15",
                "source": "content/articles/what-is-schema-markup.json"
            },
            {
                "title": "What Is Semantic SEO?",
                "slug": "what-is-semantic-seo",
                "url": "https://www.aisymantix.com/article/what-is-semantic-seo/",
                "description": "Semantic SEO is the practice of optimizing content for meaning, context, and entity relationships rather than keyword matching alone. It is the foundation of how AI systems interpret and retrieve web content.",
                "updated_at": "2026-06-15",
                "source": "content/articles/what-is-semantic-seo.json"
            },
            {
                "title": "What Is a Knowledge Graph?",
                "slug": "what-is-a-knowledge-graph",
                "url": "https://www.aisymantix.com/article/what-is-a-knowledge-graph/",
                "description": "A knowledge graph is a structured database of entities and the relationships between them. Google, Microsoft, and AI systems all use knowledge graphs to model real-world knowledge and power accurate retrieval.",
                "updated_at": "2026-06-15",
                "source": "content/articles/what-is-a-knowledge-graph.json"
            }
        ],
        "categories": [
            {
                "title": "AI Visibility",
                "slug": "ai-visibility",
                "url": "https://www.aisymantix.com/library/ai-visibility/",
                "description": "Being retrieved, cited, and recommended by AI systems. LLM optimization, AI search ranking signals, and retrieval architecture.",
                "updated_at": "2026-09-16",
                "source": "content/categories/ai-visibility.json"
            },
            {
                "title": "Entity Architecture",
                "slug": "entity-architecture",
                "url": "https://www.aisymantix.com/library/entity-architecture/",
                "description": "How to define, structure, and interconnect entities so AI systems understand your brand, products, and people clearly.",
                "updated_at": "2026-09-16",
                "source": "content/categories/entity-architecture.json"
            },
            {
                "title": "Knowledge Graph SEO",
                "slug": "knowledge-graph-seo",
                "url": "https://www.aisymantix.com/library/knowledge-graph-seo/",
                "description": "How knowledge graphs support brand clarity, authority, and AI retrieval. Building durable webs of meaning.",
                "updated_at": "2026-09-16",
                "source": "content/categories/knowledge-graph-seo.json"
            },
            {
                "title": "Semantic SEO",
                "slug": "semantic-seo",
                "url": "https://www.aisymantix.com/library/semantic-seo/",
                "description": "Meaning-based SEO for the AI-native web. Entities, relationships, topical authority, and machine understanding.",
                "updated_at": "2026-09-16",
                "source": "content/categories/semantic-seo.json"
            },
            {
                "title": "Semantic SEO FAQs",
                "slug": "faqs",
                "url": "https://www.aisymantix.com/library/faqs/",
                "description": "Plain-language answers to common questions about semantic SEO, entity architecture, structured data, and AI search visibility.",
                "updated_at": "2026-09-16",
                "source": "content/categories/faqs.json"
            },
            {
                "title": "Structured Data for AI",
                "slug": "structured-data-for-ai",
                "url": "https://www.aisymantix.com/library/structured-data-for-ai/",
                "description": "Schema markup, JSON-LD, and structured data strategy for AI search systems. Making important information machine-explicit.",
                "updated_at": "2026-09-16",
                "source": "content/categories/structured-data-for-ai.json"
            }
        ],
        "glossary_terms": [
            {
                "title": "AI Findability",
                "slug": "ai-findability",
                "url": "https://www.aisymantix.com/glossary/ai-findability/",
                "description": "The ability of an AI-powered search or retrieval system to discover, retrieve, and connect a source or entity to a relevant question.",
                "updated_at": "2026-09-16",
                "source": "content/glossary-terms/ai-findability.json"
            },
            {
                "title": "AI Search Visibility",
                "slug": "ai-search-visibility",
                "url": "https://www.aisymantix.com/glossary/ai-search-visibility/",
                "description": "The degree to which a brand or page is retrieved, cited, and accurately represented by AI-powered search and answer engines at query time.",
                "updated_at": "2026-09-16",
                "source": "content/glossary-terms/ai-search-visibility.json"
            },
            {
                "title": "AI Visibility",
                "slug": "ai-visibility",
                "url": "https://www.aisymantix.com/glossary/ai-visibility/",
                "description": "The degree to which a brand, organization, or piece of content is recognized, retrieved, and accurately represented by AI systems in general, including chat assistants, LLM training data, and knowledge graphs. AI visibility is broader than AI search visibility, which is specifically about retrieval-time search and answer engines.",
                "updated_at": "2026-09-16",
                "source": "content/glossary-terms/ai-visibility.json"
            },
            {
                "title": "Conversational Search Visibility",
                "slug": "conversational-search-visibility",
                "url": "https://www.aisymantix.com/glossary/conversational-search-visibility/",
                "description": "The degree to which a source or entity appears accurately and usefully when a search experience answers multi-turn, natural-language questions.",
                "updated_at": "2026-09-16",
                "source": "content/glossary-terms/conversational-search-visibility.json"
            },
            {
                "title": "Generative Search Visibility",
                "slug": "generative-search-visibility",
                "url": "https://www.aisymantix.com/glossary/generative-search-visibility/",
                "description": "The degree to which a source, brand, or page is represented, cited, or linked inside search results generated with AI.",
                "updated_at": "2026-09-16",
                "source": "content/glossary-terms/generative-search-visibility.json"
            },
            {
                "title": "Search Visibility",
                "slug": "search-visibility",
                "url": "https://www.aisymantix.com/glossary/search-visibility/",
                "description": "The share of available clicks a site captures from its rankings, calculated by weighting each query's position against the click-through rate that position historically earns.",
                "updated_at": "2026-09-16",
                "source": "content/glossary-terms/search-visibility.json"
            },
            {
                "title": "Semantic SEO",
                "slug": "semantic-seo",
                "url": "https://www.aisymantix.com/glossary/semantic-seo/",
                "description": "Search engine optimization focused on meaning, context, and entity relationships rather than keyword matching. Semantic SEO structures content so that both humans and machines understand what it is about, who it is from, and how it connects to other knowledge.",
                "updated_at": "2026-09-16",
                "source": "content/glossary-terms/semantic-seo.json"
            },
            {
                "title": "AI Semantics",
                "slug": "ai-semantics",
                "url": "https://www.aisymantix.com/glossary/ai-semantics/",
                "description": "How AI systems computationally represent and resolve meaning, using embeddings, entity graphs, and disambiguation signals rather than keyword matching. AI semantics is the underlying mechanism that determines AI visibility, AI search visibility, and search visibility.",
                "updated_at": "2026-08-26",
                "source": "content/glossary-terms/ai-semantics.json"
            },
            {
                "title": "AI Search Visibility Score",
                "slug": "ai-search-visibility-score",
                "url": "https://www.aisymantix.com/glossary/ai-search-visibility-score/",
                "description": "A composite measurement of how well a website or brand is positioned to be retrieved, cited, and represented accurately by AI search systems. Unlike a single ranking position, an AI search visibility score typically combines entity clarity, structured data coverage, citation presence, and knowledge graph representation into one directional signal.",
                "updated_at": "2026-07-30",
                "source": "content/glossary-terms/ai-search-visibility-score.json"
            },
            {
                "title": "Acquisition Velocity",
                "slug": "acquisition-velocity",
                "url": "https://www.aisymantix.com/glossary/acquisition-velocity/",
                "description": "The rate at which discoverability and authority turn into measurable business outcomes.",
                "updated_at": "2026-07-29",
                "source": "content/glossary-terms/acquisition-velocity.json"
            },
            {
                "title": "Authority Velocity",
                "slug": "authority-velocity",
                "url": "https://www.aisymantix.com/glossary/authority-velocity/",
                "description": "The rate at which trust, influence, and citation strength compound around a digital entity over time.",
                "updated_at": "2026-07-29",
                "source": "content/glossary-terms/authority-velocity.json"
            },
            {
                "title": "Discovery Velocity",
                "slug": "discovery-velocity",
                "url": "https://www.aisymantix.com/glossary/discovery-velocity/",
                "description": "The rate at which users begin actually finding a digital entity after exposure expands.",
                "updated_at": "2026-07-29",
                "source": "content/glossary-terms/discovery-velocity.json"
            },
            {
                "title": "Exposure Velocity",
                "slug": "exposure-velocity",
                "url": "https://www.aisymantix.com/glossary/exposure-velocity/",
                "description": "The rate at which a digital entity increases its opportunity to be discovered across search engines, AI systems, and retrieval platforms over time.",
                "updated_at": "2026-07-29",
                "source": "content/glossary-terms/exposure-velocity.json"
            },
            {
                "title": "Entity",
                "slug": "entity",
                "url": "https://www.aisymantix.com/glossary/entity/",
                "description": "A clearly defined and distinguishable thing that can be referenced consistently ... a person, organization, product, place, concept, or event that has a stable identity in a knowledge system.",
                "updated_at": "2026-06-15",
                "source": "content/glossary-terms/entity.json"
            },
            {
                "title": "Entity Architecture",
                "slug": "entity-architecture",
                "url": "https://www.aisymantix.com/glossary/entity-architecture/",
                "description": "The deliberate design of how entities within a brand, website, or organization are defined, named, described, interlinked, and declared to AI systems and knowledge graphs. Entity architecture is the semantic foundation that determines how machines understand a digital presence.",
                "updated_at": "2026-06-15",
                "source": "content/glossary-terms/entity-architecture.json"
            },
            {
                "title": "JSON-LD",
                "slug": "json-ld",
                "url": "https://www.aisymantix.com/glossary/json-ld/",
                "description": "JavaScript Object Notation for Linked Data. A lightweight format for embedding structured data in web pages as a clean, separate JSON block rather than mixing markup attributes into HTML. The format recommended by Google for schema markup implementation.",
                "updated_at": "2026-06-15",
                "source": "content/glossary-terms/json-ld.json"
            },
            {
                "title": "Knowledge Graph",
                "slug": "knowledge-graph",
                "url": "https://www.aisymantix.com/glossary/knowledge-graph/",
                "description": "A structured database that stores entities and the relationships between them. Knowledge graphs are the data infrastructure behind AI search, allowing systems to answer complex questions by traversing webs of facts rather than matching keywords.",
                "updated_at": "2026-06-15",
                "source": "content/glossary-terms/knowledge-graph.json"
            },
            {
                "title": "Structured Data",
                "slug": "structured-data",
                "url": "https://www.aisymantix.com/glossary/structured-data/",
                "description": "Machine-readable information added to web pages that explicitly declares what the content is about, who it is from, and how it relates to other entities. Structured data uses standardized vocabularies like Schema.org so that search engines and AI systems can interpret the information without inference.",
                "updated_at": "2026-06-15",
                "source": "content/glossary-terms/structured-data.json"
            },
            {
                "title": "Topical Authority",
                "slug": "topical-authority",
                "url": "https://www.aisymantix.com/glossary/topical-authority/",
                "description": "The degree to which a website or publisher is recognized by search engines and AI systems as a reliable, comprehensive source on a specific topic. Topical authority is built through coherent, interconnected content that demonstrates deep coverage of a subject area.",
                "updated_at": "2026-06-15",
                "source": "content/glossary-terms/topical-authority.json"
            }
        ],
        "glossary": [
            {
                "title": "Semantic SEO Glossary",
                "slug": "main",
                "url": "https://www.aisymantix.com/glossary/",
                "description": "Plain-language definitions for semantic SEO, search visibility, AI search visibility, entity architecture, knowledge graph, structured data, and AI visibility terms used across AI Symantix.",
                "source": "content/glossary/main.json"
            }
        ],
        "directory_categories": [
            {
                "title": "AI Search Resources",
                "slug": "ai-search-resources",
                "url": "https://www.aisymantix.com/directory/tools-and-resources/ai-search-resources/",
                "description": "Curated resources for understanding and optimizing for AI search systems, LLM retrieval, and AI visibility.",
                "updated_at": "2026-09-16",
                "source": "content/directory/categories/ai-search-resources.json"
            },
            {
                "title": "Schema and Structured Data Tools",
                "slug": "schema-tools",
                "url": "https://www.aisymantix.com/directory/tools-and-resources/schema-tools/",
                "description": "Tools for generating, validating, and testing schema markup and JSON-LD structured data.",
                "updated_at": "2026-09-16",
                "source": "content/directory/categories/schema-tools.json"
            },
            {
                "title": "Tools and Resources",
                "slug": "tools-and-resources",
                "url": "https://www.aisymantix.com/directory/tools-and-resources/",
                "description": "Curated tools and resources for semantic SEO, structured data, entity architecture, and AI search optimization.",
                "updated_at": "2026-09-16",
                "source": "content/directory/categories/tools-and-resources.json"
            }
        ],
        "directory_listings": [
            {
                "title": "ChatGPT Search",
                "slug": "chatgpt-search",
                "url": "https://www.aisymantix.com/directory/tools-and-resources/ai-search-resources/chatgpt-search/",
                "description": "OpenAI's search-integrated chat interface. A high-volume AI answer surface for testing whether entity clarity and structured data translate into citations.",
                "updated_at": "2026-09-16",
                "source": "content/directory/listings/chatgpt-search.json"
            },
            {
                "title": "Claude",
                "slug": "claude-ai",
                "url": "https://www.aisymantix.com/directory/tools-and-resources/ai-search-resources/claude-ai/",
                "description": "Anthropic's AI assistant, with a web search capability for current queries. Useful for checking how a different model family represents and cites your entity.",
                "updated_at": "2026-09-16",
                "source": "content/directory/listings/claude-ai.json"
            },
            {
                "title": "Google AI Overviews",
                "slug": "google-ai-overviews",
                "url": "https://www.aisymantix.com/directory/tools-and-resources/ai-search-resources/google-ai-overviews/",
                "description": "AI-generated summaries layered directly into Google's traditional search results. The clearest example of the gap between ranking well and being retrieved for a citation.",
                "updated_at": "2026-09-16",
                "source": "content/directory/listings/google-ai-overviews.json"
            },
            {
                "title": "Google Rich Results Test",
                "slug": "google-rich-results-test",
                "url": "https://www.aisymantix.com/directory/tools-and-resources/schema-tools/google-rich-results-test/",
                "description": "Google's official tool for testing whether your structured data is eligible for rich results in Google Search.",
                "updated_at": "2026-09-16",
                "source": "content/directory/listings/google-rich-results-test.json"
            },
            {
                "title": "Google Search Console",
                "slug": "google-search-console",
                "url": "https://www.aisymantix.com/directory/tools-and-resources/ai-search-resources/google-search-console/",
                "description": "Google's free tool for monitoring site performance in Search, including rich result status, index coverage, and structured data reports.",
                "updated_at": "2026-09-16",
                "source": "content/directory/listings/google-search-console.json"
            },
            {
                "title": "Microsoft Copilot",
                "slug": "microsoft-copilot",
                "url": "https://www.aisymantix.com/directory/tools-and-resources/ai-search-resources/microsoft-copilot/",
                "description": "Microsoft's AI assistant, built on Bing's index and knowledge graph (Satori). A separate retrieval system worth checking independently of Google-based surfaces.",
                "updated_at": "2026-09-16",
                "source": "content/directory/listings/microsoft-copilot.json"
            },
            {
                "title": "Perplexity AI",
                "slug": "perplexity-ai",
                "url": "https://www.aisymantix.com/directory/tools-and-resources/ai-search-resources/perplexity-ai/",
                "description": "AI-powered answer engine that cites sources. An important AI search surface for entity visibility and citation optimization.",
                "updated_at": "2026-09-16",
                "source": "content/directory/listings/perplexity-ai.json"
            },
            {
                "title": "Schema Markup Validator",
                "slug": "schema-markup-validator",
                "url": "https://www.aisymantix.com/directory/tools-and-resources/schema-tools/schema-markup-validator/",
                "description": "Schema.org's official markup validator for checking JSON-LD, Microdata, and RDFa against Schema.org vocabulary.",
                "updated_at": "2026-09-16",
                "source": "content/directory/listings/schema-markup-validator.json"
            }
        ]
    }
}