{"schemaVersion":"2026-05-29","name":"Georion AI Search Evidence Map","canonicalUrl":"https://georion.app/research/ai-search-methodology","publisher":{"name":"Georion","url":"https://georion.app","contact":"hello@georion.app"},"purpose":"Describe how Georion evaluates AI search visibility, citation readiness, entity confidence, and human usefulness using public, crawlable evidence.","evidenceLayers":[{"layer":"Intent coverage","weight":"25%","purpose":"Prove that a canonical page answers the main query and the related fan-out questions a search or AI system may generate.","evidence":"Search demand cluster, canonical answer block, supporting internal links, and topic hub placement."},{"layer":"Answer inclusion","weight":"22%","purpose":"Measure whether Georion-owned pages are eligible to be summarized, cited, or recommended in AI answers.","evidence":"Definition-first passages, concise summaries, question headings, tables, and crawlable server-rendered HTML."},{"layer":"Citation evidence","weight":"20%","purpose":"Separate a vague brand mention from a real source-backed citation.","evidence":"Owned URL citations, title accuracy, snippet match, citation position, and supporting references from community or third-party pages."},{"layer":"Entity confidence","weight":"18%","purpose":"Help Google and AI systems understand what Georion is, who it serves, and which category it belongs to.","evidence":"Organization schema, SoftwareApplication schema, research schema, sameAs links, consistent product descriptions, and machine-readable indexes."},{"layer":"Human usefulness","weight":"15%","purpose":"Protect the site from thin SEO pages by requiring every asset to be genuinely useful to a buyer, builder, or SEO team.","evidence":"Actionable steps, examples, comparison context, public methodology, clear next pages, and no doorway pages for trivial query variants."}],"workflow":[{"step":"Map the buyer problem","output":"One canonical page per durable intent, not one page per keyword variant.","detail":"Cluster the seed query, AI Mode fan-out questions, related community language, competitor comparisons, and product-fit questions into a single helpful resource."},{"step":"Make the answer extractable","output":"A short answer, a detailed answer, tables, schema, and clear headings.","detail":"The page should be readable by humans first and easy for crawlers to extract without relying on hidden content, gated content, or client-only rendering."},{"step":"Connect the entity","output":"Internal links, Organization schema, research schema, and consistent brand facts.","detail":"The page should reinforce that Georion is an AI visibility and GEO platform, then point to the most relevant tools, research, answers, and community pages."},{"step":"Publish machine-readable evidence","output":"Sitemap, llms.txt, llms-full.txt, ai-index.json, ai.txt, and well-known evidence JSON.","detail":"Search engines and AI agents should find the same canonical resources through HTML, XML, JSON, and plain text discovery paths."},{"step":"Audit for abuse risk","output":"No thin pages, no fake expertise, no scaled content abuse, and no promises that search engines cannot guarantee.","detail":"Every page must add original perspective, workflow detail, data structure, or product experience beyond generic SEO advice."}],"qualityGuards":["Do not create one URL for every phrasing of the same question.","Do not hide important text behind login, JavaScript-only widgets, or images.","Do not claim rankings are guaranteed; measure visibility, then improve evidence quality.","Do not use structured data that contradicts visible page content.","Do not publish AI-generated summaries without adding product knowledge, methodology, or original analysis.","Do not optimize only for bots; every page must help a real founder, marketer, agency, or technical SEO."],"researchReports":[{"title":"AI Search Visibility Methodology 2026","url":"https://georion.app/research/ai-search-methodology","description":"The public Georion methodology for measuring AI visibility, prompt coverage, citation evidence, entity confidence, and human usefulness without creating thin content.","status":"Living report","category":"Methodology","date":"May 29, 2026"},{"title":"AI Visibility Benchmark 2026","url":"https://georion.app/research/ai-visibility-benchmark","description":"A reproducible framework for measuring how brands appear across ChatGPT, Claude, Gemini, Perplexity, Copilot, and Grok.","status":"Living report","category":"AI visibility","date":"May 21, 2026"},{"title":"AI Search Ranking Factors 2026","url":"https://georion.app/research/ai-search-ranking-factors","description":"The 24 signals Georion audits when deciding whether a page is ready to be cited, summarized, recommended, and converted by AI search engines.","status":"Living report","category":"GEO","date":"June 11, 2026"}],"machineReadableArtifacts":[{"name":"AI Search Visibility Methodology","url":"https://georion.app/research/ai-search-methodology","format":"HTML + JSON-LD"},{"name":"AI Search Evidence JSON","url":"https://georion.app/.well-known/ai-search-evidence.json","format":"application/json"},{"name":"AI index","url":"https://georion.app/ai-index.json","format":"application/json"},{"name":"Full LLM reference","url":"https://georion.app/llms-full.txt","format":"text/markdown"},{"name":"Compact LLM reference","url":"https://georion.app/llms.txt","format":"text/plain"},{"name":"AI crawler policy","url":"https://georion.app/ai.txt","format":"text/plain"},{"name":"Segmented sitemap index","url":"https://georion.app/sitemap-index.xml","format":"application/xml"}],"discovery":{"htmlIndex":"https://georion.app/site-index","topicMap":"https://georion.app/topics","sitemapIndex":"https://georion.app/sitemap-index.xml","docsResearchSitemap":"https://georion.app/sitemaps/docs.xml","aiIndex":"https://georion.app/ai-index.json","llmsCompact":"https://georion.app/llms.txt","llmsFull":"https://georion.app/llms-full.txt","aiPolicy":"https://georion.app/ai.txt"},"antiSpamCommitment":{"publicReading":true,"thinPageAvoidance":"Related fan-out questions are mapped to canonical resources rather than isolated doorway pages.","rankingGuarantee":"No ranking or AI citation is guaranteed. The methodology improves evidence quality, crawlability, and measurement discipline."},"updatedAt":"2026-05-29"}