{ "version": "1.0", "schema": "https://entitymap.org/spec/v1.0", "publisher": { "name": "Lawrence Hitches", "url": "https://www.lawrencehitches.com" }, "generated": "2026-05-28T00:00:00Z", "profile": "core", "verificationStatus": "self-declared", "entities": [ { "entityId": "e_001", "@type": "Person", "name": "Lawrence Hitches", "description": "AI SEO consultant, General Manager at StudioHawk, and independent practitioner. Specialises in optimising content for AI-generated search responses across ChatGPT, Google AI Overviews, Perplexity, and Microsoft Copilot.", "audienceType": "general", "relations": [ { "predicate": "AFFILIATED_WITH", "targetId": "e_002", "targetName": "StudioHawk" } ], "hasChunks": [ { "chunkId": "c_001", "text": "I'm Lawrence Hitches, AI SEO consultant and GM at StudioHawk, I've audited these signals across hundreds of pages, which is what informs the hierarchy below.", "sourceUrl": "https://www.lawrencehitches.com/ai-search-ranking-factors/", "pageTitle": "AI Search Ranking Factors: What Actually Determines AI Citations in 2026", "publisher": "Lawrence Hitches", "retrieved": "2026-05-28T00:00:00Z", "relevanceScore": 0.97, "contentType": "evidence", "audienceType": "general" }, { "chunkId": "c_002", "text": "Recently, someone came through my website's HubSpot inquiry form wanting to book me as a speaker at an enterprise business conference, over 400 attendees. I had no idea where they found me. When I asked, they said they'd discovered me through Microsoft Copilot. They'd asked Copilot about AI search experts, and my name came up.", "sourceUrl": "https://www.lawrencehitches.com/copilot-search-optimization/", "pageTitle": "Copilot Search Optimisation: How to Get Cited by Microsoft Copilot", "publisher": "Lawrence Hitches", "retrieved": "2026-05-28T00:00:00Z", "relevanceScore": 0.91, "contentType": "example", "audienceType": "general" } ] }, { "entityId": "e_002", "@type": "Organization", "name": "StudioHawk", "description": "Australian SEO agency specialising in AI search visibility and ecommerce SEO. Tracks AI referral traffic across 100+ brands and publishes practitioner research on ChatGPT, Copilot, and generative engine optimisation.", "audienceType": "general", "hasChunks": [ { "chunkId": "c_003", "text": "Across the 100 ecommerce brands we track at StudioHawk, ChatGPT referral sessions grew 19x year-over-year in 2025-2026, generating over $690,000 in tracked revenue from 340,000 sessions.", "sourceUrl": "https://www.lawrencehitches.com/utm-source-chatgpt-explained/", "pageTitle": "utm_source=chatgpt.com Explained: What It Means and How to Track It", "publisher": "Lawrence Hitches", "retrieved": "2026-05-28T00:00:00Z", "relevanceScore": 0.94, "contentType": "statistic", "audienceType": "general" }, { "chunkId": "c_004", "text": "Every AI search platform. ChatGPT, Google AI Overviews, Perplexity, and Copilot, uses different ranking and citation logic. But after analysing the Ahrefs 75,000-brand AI visibility study, Semrush's 300K SERP correlations, and our own 100-brand ecommerce dataset at StudioHawk, clear patterns emerge.", "sourceUrl": "https://www.lawrencehitches.com/ai-search-ranking-factors/", "pageTitle": "AI Search Ranking Factors: What Actually Determines AI Citations in 2026", "publisher": "Lawrence Hitches", "retrieved": "2026-05-28T00:00:00Z", "relevanceScore": 0.88, "contentType": "evidence", "audienceType": "technical" } ] }, { "entityId": "e_003", "@type": "ProprietaryTerm", "name": "AI Visibility Optimization", "description": "The practice of structuring content so AI systems — ChatGPT, Google AI Overviews, Perplexity, and Microsoft Copilot — cite a brand when answering queries in its category. 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Requires separate optimisation strategies for ChatGPT's conversational mode (trained model, entity presence signals) versus ChatGPT Search (Bing-powered, citation signals).", "canonicalLabel": "chatgpt visibility", "maturityStatus": "established", "audienceType": "technical", "relations": [ { "predicate": "COVERS", "targetId": "e_005", "targetName": "ChatGPT Search" } ], "hasChunks": [ { "chunkId": "c_008", "text": "ChatGPT visibility is the probability your brand gets mentioned or cited when users ask ChatGPT relevant questions about your product, service, or niche.", "sourceUrl": "https://www.lawrencehitches.com/chatgpt-visibility/", "pageTitle": "ChatGPT Visibility: Two Modes, Two Completely Different Strategies (2026)", "publisher": "Lawrence Hitches", "retrieved": "2026-05-28T00:00:00Z", "relevanceScore": 0.99, "contentType": "definition", "audienceType": "general" }, { "chunkId": "c_009", "text": "ChatGPT runs as two completely separate engines, and the tactics that work for one do almost nothing for the other. This is the distinction that changes everything about the strategy, and almost nobody is teaching it.", "sourceUrl": "https://www.lawrencehitches.com/chatgpt-visibility/", "pageTitle": "ChatGPT Visibility: Two Modes, Two Completely Different Strategies (2026)", "publisher": "Lawrence Hitches", "retrieved": "2026-05-28T00:00:00Z", "relevanceScore": 0.96, "contentType": "evidence", "audienceType": "technical" }, { "chunkId": "c_010", "text": "ChatGPT sent 340K sessions across this dataset, more than Bing Organic (310K). Growth is the real story: from 8 sessions per month in July 2024 to 38,000 per month in early 2026. That is 19x year-on-year growth. 91 of the 100 brands now see ChatGPT referral traffic in GA4.", "sourceUrl": "https://www.lawrencehitches.com/chatgpt-visibility/", "pageTitle": "ChatGPT Visibility: Two Modes, Two Completely Different Strategies (2026)", "publisher": "Lawrence Hitches", "retrieved": "2026-05-28T00:00:00Z", "relevanceScore": 0.94, "contentType": "statistic", "audienceType": "executive" } ] }, { "entityId": "e_005", "@type": "Concept", "name": "ChatGPT Search", "description": "The real-time web retrieval mode within ChatGPT, powered by Bing's index. 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If you do not, you do not.", "sourceUrl": "https://www.lawrencehitches.com/chatgpt-visibility/", "pageTitle": "ChatGPT Visibility: Two Modes, Two Completely Different Strategies (2026)", "publisher": "Lawrence Hitches", "retrieved": "2026-05-28T00:00:00Z", "relevanceScore": 0.98, "contentType": "definition", "audienceType": "technical" }, { "chunkId": "c_012", "text": "ChatGPT gets its information from two places: a massive pre-trained dataset with a knowledge cutoff, and real-time web browsing via ChatGPT Search.", "sourceUrl": "https://www.lawrencehitches.com/where-does-chatgpt-get-its-data-from/", "pageTitle": "Where Does ChatGPT Get Its Data From?", "publisher": "Lawrence Hitches", "retrieved": "2026-05-28T00:00:00Z", "relevanceScore": 0.95, "contentType": "definition", "audienceType": "general" } ] }, { "entityId": "e_006", "@type": "ProprietaryTerm", "name": "Generative Engine Optimization", "description": "The practice of evaluating and improving content visibility across AI search engines including ChatGPT, Google AI Overviews, Perplexity, and Microsoft Copilot. 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ChatGPT, Google AI Overviews, Perplexity, and Microsoft Copilot.", "sourceUrl": "https://www.lawrencehitches.com/generative-engine-optimization-audit/", "pageTitle": "GEO Audit: How to Audit Your AI Search Visibility", "publisher": "Lawrence Hitches", "retrieved": "2026-05-28T00:00:00Z", "relevanceScore": 0.97, "contentType": "definition", "audienceType": "technical" }, { "chunkId": "c_014", "text": "A GEO audit measures four things: citation presence (whether AI platforms cite your content when answering relevant queries), citation quality (how your content is summarised and attributed), competitive gap (which competitors are being cited instead of you), and structural readiness (whether your content is formatted for LLM extraction).", "sourceUrl": "https://www.lawrencehitches.com/generative-engine-optimization-audit/", "pageTitle": "GEO Audit: How to Audit Your AI Search Visibility", "publisher": "Lawrence Hitches", "retrieved": "2026-05-28T00:00:00Z", "relevanceScore": 0.95, "contentType": "evidence", "audienceType": "technical" } ] }, { "entityId": "e_007", "@type": "Methodology", "name": "GEO Audit", "description": "A structured audit process for evaluating AI search visibility. Answers the question: when someone asks an AI about a topic, does it cite that content? Covers citation presence, citation quality, competitive gap, and structural readiness for LLM extraction.", "maturityStatus": "established", "audienceType": "technical", "relations": [ { "predicate": "TARGETS", "targetId": "e_003", "targetName": "AI Visibility Optimization", "confidence": "declared", "context": { "condition": "when applied to a site's content and technical setup" } } ], "hasChunks": [ { "chunkId": "c_015", "text": "Unlike a traditional SEO audit that checks rankings and technical health, a GEO audit answers one question: when someone asks an AI about your topic, does the AI cite your content?", "sourceUrl": "https://www.lawrencehitches.com/generative-engine-optimization-audit/", "pageTitle": "GEO Audit: How to Audit Your AI Search Visibility", "publisher": "Lawrence Hitches", "retrieved": "2026-05-28T00:00:00Z", "relevanceScore": 0.98, "contentType": "definition", "audienceType": "technical" }, { "chunkId": "c_016", "text": "This guide walks through the exact process we use at StudioHawk to audit AI search visibility for clients. No theory, just the steps, what to look for, and how to fix what you find.", "sourceUrl": "https://www.lawrencehitches.com/generative-engine-optimization-audit/", "pageTitle": "GEO Audit: How to Audit Your AI Search Visibility", "publisher": "Lawrence Hitches", "retrieved": "2026-05-28T00:00:00Z", "relevanceScore": 0.92, "contentType": "procedure", "audienceType": "technical" } ] }, { "entityId": "e_008", "@type": "ProprietaryTerm", "name": "utm_source=chatgpt.com", "description": "A UTM parameter appended by OpenAI to outbound links in ChatGPT responses. Appears in Google Analytics when a user clicks a cited link inside a ChatGPT conversation. The primary attribution mechanism for tracking AI referral traffic from ChatGPT in GA4.", "canonicalLabel": "chatgpt referral traffic parameter", "alternateName": "chatgpt.com referral", "maturityStatus": "established", "audienceType": "technical", "relations": [ { "predicate": "ENABLES", "targetId": "e_009", "targetName": "AI Referral Traffic" } ], "hasChunks": [ { "chunkId": "c_017", "text": "utm_source=chatgpt.com is a UTM parameter that appears in your Google Analytics when a user clicks a link inside a ChatGPT conversation and lands on your website. It means ChatGPT cited your content as a source while answering someone's question, and that person clicked through to read more.", "sourceUrl": "https://www.lawrencehitches.com/utm-source-chatgpt-explained/", "pageTitle": "utm_source=chatgpt.com Explained: What It Means and How to Track It", "publisher": "Lawrence Hitches", "retrieved": "2026-05-28T00:00:00Z", "relevanceScore": 0.99, "contentType": "definition", "audienceType": "technical" }, { "chunkId": "c_018", "text": "Across 100 Australian ecommerce brands we track at StudioHawk, 91 out of 100 are now receiving ChatGPT referral traffic.", "sourceUrl": "https://www.lawrencehitches.com/utm-source-chatgpt-explained/", "pageTitle": "utm_source=chatgpt.com Explained: What It Means and How to Track It", "publisher": "Lawrence Hitches", "retrieved": "2026-05-28T00:00:00Z", "relevanceScore": 0.93, "contentType": "statistic", "audienceType": "executive" } ] }, { "entityId": "e_009", "@type": "Metric", "name": "AI Referral Traffic", "description": "Sessions arriving at a website from AI platforms (ChatGPT, Perplexity, Copilot, Claude) after those platforms cited the site in a generated response. Measured in Google Analytics 4 via referral source filtering on known AI platform domains.", "maturityStatus": "established", "audienceType": "technical", "relations": [ { "predicate": "MEASURES", "targetId": "e_005", "targetName": "ChatGPT Search" } ], "hasChunks": [ { "chunkId": "c_019", "text": "You measure AI search traffic in Google Analytics 4 by filtering for known AI referral parameters, primarily utm_source=chatgpt.com, perplexity.ai, bing.com (Copilot), and you.com. These appear as referral traffic in GA4 and tell you exactly which AI platforms are sending users to your site.", "sourceUrl": "https://www.lawrencehitches.com/how-to-measure-ai-search-traffic/", "pageTitle": "How to Measure AI Search Traffic in GA4", "publisher": "Lawrence Hitches", "retrieved": "2026-05-28T00:00:00Z", "relevanceScore": 0.98, "contentType": "procedure", "audienceType": "technical" }, { "chunkId": "c_020", "text": "ChatGPT referral traffic converts at roughly the same rate as organic search traffic, but with higher average order values.", "sourceUrl": "https://www.lawrencehitches.com/utm-source-chatgpt-explained/", "pageTitle": "utm_source=chatgpt.com Explained: What It Means and How to Track It", "publisher": "Lawrence Hitches", "retrieved": "2026-05-28T00:00:00Z", "relevanceScore": 0.91, "contentType": "statistic", "audienceType": "executive" } ] }, { "entityId": "e_010", "@type": "Concept", "name": "AI Search Ranking Factors", "description": "The signals that determine whether content gets cited in AI-generated responses. Led by unlinked brand mentions (0.664 correlation), YouTube mentions (0.737), and content structure — distinct from traditional SEO signals like backlinks (0.218).", "maturityStatus": "established", "audienceType": "technical", "relations": [ { "predicate": "ENABLES", "targetId": "e_003", "targetName": "AI Visibility Optimization" } ], "hasChunks": [ { "chunkId": "c_021", "text": "Unlinked brand mentions across the web are the single strongest predictor of AI search visibility. The Ahrefs 75,000-brand study found brand web mentions correlate at 0.664 with AI citation frequency, three times stronger than backlinks (0.218). YouTube mentions correlate even higher at 0.737.", "sourceUrl": "https://www.lawrencehitches.com/ai-search-ranking-factors/", "pageTitle": "AI Search Ranking Factors: What Actually Determines AI Citations in 2026", "publisher": "Lawrence Hitches", "retrieved": "2026-05-28T00:00:00Z", "relevanceScore": 0.98, "contentType": "statistic", "audienceType": "technical" }, { "chunkId": "c_022", "text": "Brands mentioned frequently across forums, news sites, social platforms, and video content are 6.5x more likely to be cited in AI-generated responses than brands with strong backlink profiles but low mention counts. This is the biggest divergence between traditional SEO and AI search optimisation.", "sourceUrl": "https://www.lawrencehitches.com/ai-search-ranking-factors/", "pageTitle": "AI Search Ranking Factors: What Actually Determines AI Citations in 2026", "publisher": "Lawrence Hitches", "retrieved": "2026-05-28T00:00:00Z", "relevanceScore": 0.96, "contentType": "evidence", "audienceType": "technical" } ] } ] }