{
  "schemaVersion": "1.1",
  "name": "ZenLeak public evidence index",
  "language": "zh-CN",
  "url": "https://zenleak.cn/evidence-index.json",
  "humanReadableUrl": "https://zenleak.cn/evidence/",
  "generatedAt": "2026-09-16",
  "purpose": "Machine-readable claim, source, status, and review metadata for ZenLeak tutorials.",
  "publisher": {
    "id": "https://zenleak.cn/#organization",
    "name": "ZenLeak GEO 学院",
    "editorialName": "ZenLeak 编辑部",
    "url": "https://zenleak.cn",
    "editorialPage": "https://zenleak.cn/about/",
    "contact": "geo@allintwo.cloud"
  },
  "policies": {
    "methodology": "https://zenleak.cn/methodology/",
    "corrections": "https://zenleak.cn/about/#corrections",
    "changeLog": "https://zenleak.cn/changelog/",
    "sourceRelationship": "Sources are associated at page level and may support or contextualize multiple claims. A one-to-one source-to-claim relationship is not asserted unless the article explicitly states it.",
    "rankingDisclaimer": "Inclusion in this evidence layer does not guarantee search ranking, indexing, citation, recommendation, or adoption by an AI system."
  },
  "counts": {
    "tutorials": 12,
    "claims": 36,
    "sourceCitations": 27
  },
  "records": [
    {
      "id": "what-is-geo",
      "title": "GEO 是什么：生成式搜索优化入门指南",
      "url": "https://zenleak.cn/basics/what-is-geo/",
      "path": "/basics/what-is-geo/",
      "evidenceUrl": "https://zenleak.cn/evidence/#what-is-geo",
      "representations": {
        "json": "https://zenleak.cn/evidence/what-is-geo.json",
        "markdown": "https://zenleak.cn/evidence/what-is-geo.md"
      },
      "category": "GEO 入门",
      "contentType": "guide",
      "status": "reviewed",
      "statusLabel": "已复核",
      "datePublished": "2026-09-13",
      "dateModified": "2026-09-14",
      "reviewedAt": "2026-09-14",
      "claims": [
        {
          "id": "what-is-geo-claim-1",
          "text": "GEO 是 Generative Engine Optimization，中文可以叫生成式搜索优化。",
          "url": "https://zenleak.cn/evidence/#what-is-geo-claim-1",
          "articleUrl": "https://zenleak.cn/basics/what-is-geo/#what-is-geo-claim-1"
        },
        {
          "id": "what-is-geo-claim-2",
          "text": "它的目标不是替代 SEO，而是让内容更容易被 AI 搜索系统理解、组织、引用和推荐。",
          "url": "https://zenleak.cn/evidence/#what-is-geo-claim-2",
          "articleUrl": "https://zenleak.cn/basics/what-is-geo/#what-is-geo-claim-2"
        },
        {
          "id": "what-is-geo-claim-3",
          "text": "一个 GEO 友好的页面通常有清晰定义、可信证据、结构化步骤、FAQ、实体信息和可抓取技术基础。",
          "url": "https://zenleak.cn/evidence/#what-is-geo-claim-3",
          "articleUrl": "https://zenleak.cn/basics/what-is-geo/#what-is-geo-claim-3"
        }
      ],
      "sources": [
        {
          "label": "GEO: Generative Engine Optimization",
          "url": "https://arxiv.org/abs/2311.09735",
          "publisher": "arXiv"
        },
        {
          "label": "AI features and your website",
          "url": "https://developers.google.com/search/docs/appearance/ai-features",
          "publisher": "Google Search Central"
        }
      ],
      "prerequisites": [],
      "related": [
        {
          "id": "seo-vs-geo",
          "title": "GEO 和 SEO 的区别：从排名思维到答案思维",
          "url": "https://zenleak.cn/basics/seo-vs-geo/"
        },
        {
          "id": "answer-friendly-page",
          "title": "AI 友好页面怎么写：定义、证据、步骤和 FAQ",
          "url": "https://zenleak.cn/content/answer-friendly-page/"
        },
        {
          "id": "robots-sitemap-llms",
          "title": "robots、sitemap 和 llms.txt：GEO 技术基础配置",
          "url": "https://zenleak.cn/technical/robots-sitemap-llms/"
        }
      ]
    },
    {
      "id": "seo-vs-geo",
      "title": "GEO 和 SEO 的区别：从排名思维到答案思维",
      "url": "https://zenleak.cn/basics/seo-vs-geo/",
      "path": "/basics/seo-vs-geo/",
      "evidenceUrl": "https://zenleak.cn/evidence/#seo-vs-geo",
      "representations": {
        "json": "https://zenleak.cn/evidence/seo-vs-geo.json",
        "markdown": "https://zenleak.cn/evidence/seo-vs-geo.md"
      },
      "category": "GEO 入门",
      "contentType": "guide",
      "status": "reviewed",
      "statusLabel": "已复核",
      "datePublished": "2026-09-13",
      "dateModified": "2026-09-14",
      "reviewedAt": "2026-09-14",
      "claims": [
        {
          "id": "seo-vs-geo-claim-1",
          "text": "SEO 主要优化网页在搜索结果中的可见性，GEO 主要优化内容在 AI 答案中的可理解性和引用机会。",
          "url": "https://zenleak.cn/evidence/#seo-vs-geo-claim-1",
          "articleUrl": "https://zenleak.cn/basics/seo-vs-geo/#seo-vs-geo-claim-1"
        },
        {
          "id": "seo-vs-geo-claim-2",
          "text": "二者不是对立关系：没有基础 SEO，GEO 很难稳定生效；没有 GEO 思维，内容可能只适合被点击，不适合被回答系统采用。",
          "url": "https://zenleak.cn/evidence/#seo-vs-geo-claim-2",
          "articleUrl": "https://zenleak.cn/basics/seo-vs-geo/#seo-vs-geo-claim-2"
        },
        {
          "id": "seo-vs-geo-claim-3",
          "text": "做 GEO 时要从关键词表转向问题库、实体库、证据库和答案结构。",
          "url": "https://zenleak.cn/evidence/#seo-vs-geo-claim-3",
          "articleUrl": "https://zenleak.cn/basics/seo-vs-geo/#seo-vs-geo-claim-3"
        }
      ],
      "sources": [
        {
          "label": "Google Search Essentials",
          "url": "https://developers.google.com/search/docs/essentials",
          "publisher": "Google Search Central"
        },
        {
          "label": "GEO: Generative Engine Optimization",
          "url": "https://arxiv.org/abs/2311.09735",
          "publisher": "arXiv"
        }
      ],
      "prerequisites": [
        {
          "id": "what-is-geo",
          "title": "GEO 是什么：生成式搜索优化入门指南",
          "url": "https://zenleak.cn/basics/what-is-geo/"
        }
      ],
      "related": [
        {
          "id": "what-is-geo",
          "title": "GEO 是什么：生成式搜索优化入门指南",
          "url": "https://zenleak.cn/basics/what-is-geo/"
        },
        {
          "id": "question-research",
          "title": "GEO 问题研究怎么做：从关键词到用户问题和实体",
          "url": "https://zenleak.cn/basics/question-research/"
        },
        {
          "id": "ai-citation-test",
          "title": "AI 引用测试怎么做：建立 GEO 实验记录",
          "url": "https://zenleak.cn/experiments/ai-citation-test/"
        }
      ]
    },
    {
      "id": "question-research",
      "title": "GEO 问题研究怎么做：从关键词到用户问题和实体",
      "url": "https://zenleak.cn/basics/question-research/",
      "path": "/basics/question-research/",
      "evidenceUrl": "https://zenleak.cn/evidence/#question-research",
      "representations": {
        "json": "https://zenleak.cn/evidence/question-research.json",
        "markdown": "https://zenleak.cn/evidence/question-research.md"
      },
      "category": "GEO 入门",
      "contentType": "guide",
      "status": "reviewed",
      "statusLabel": "已复核",
      "datePublished": "2026-09-13",
      "dateModified": "2026-09-14",
      "reviewedAt": "2026-09-14",
      "claims": [
        {
          "id": "question-research-claim-1",
          "text": "GEO 问题研究的单位不是单个关键词，而是包含对象、动作、场景和判断条件的完整用户问题。",
          "url": "https://zenleak.cn/evidence/#question-research-claim-1",
          "articleUrl": "https://zenleak.cn/basics/question-research/#question-research-claim-1"
        },
        {
          "id": "question-research-claim-2",
          "text": "研究结果应该沉淀成问题库、意图层级、实体清单和页面类型，而不是只生成一份标题列表。",
          "url": "https://zenleak.cn/evidence/#question-research-claim-2",
          "articleUrl": "https://zenleak.cn/basics/question-research/#question-research-claim-2"
        },
        {
          "id": "question-research-claim-3",
          "text": "好的问题研究能帮助你决定写什么、先写哪一页、哪些问题应该合并，以及哪些问题需要实验验证。",
          "url": "https://zenleak.cn/evidence/#question-research-claim-3",
          "articleUrl": "https://zenleak.cn/basics/question-research/#question-research-claim-3"
        }
      ],
      "sources": [
        {
          "label": "Creating helpful, reliable, people-first content",
          "url": "https://developers.google.com/search/docs/fundamentals/creating-helpful-content",
          "publisher": "Google Search Central"
        },
        {
          "label": "Search quality evaluator guidelines",
          "url": "https://guidelines.raterhub.com/searchqualityevaluatorguidelines.pdf",
          "publisher": "Google"
        }
      ],
      "prerequisites": [
        {
          "id": "seo-vs-geo",
          "title": "GEO 和 SEO 的区别：从排名思维到答案思维",
          "url": "https://zenleak.cn/basics/seo-vs-geo/"
        }
      ],
      "related": [
        {
          "id": "seo-vs-geo",
          "title": "GEO 和 SEO 的区别：从排名思维到答案思维",
          "url": "https://zenleak.cn/basics/seo-vs-geo/"
        },
        {
          "id": "topic-cluster",
          "title": "GEO 主题集群怎么做：从关键词表到问题网络",
          "url": "https://zenleak.cn/content/topic-cluster/"
        },
        {
          "id": "answer-friendly-page",
          "title": "AI 友好页面怎么写：定义、证据、步骤和 FAQ",
          "url": "https://zenleak.cn/content/answer-friendly-page/"
        }
      ]
    },
    {
      "id": "answer-friendly-page",
      "title": "AI 友好页面怎么写：定义、证据、步骤和 FAQ",
      "url": "https://zenleak.cn/content/answer-friendly-page/",
      "path": "/content/answer-friendly-page/",
      "evidenceUrl": "https://zenleak.cn/evidence/#answer-friendly-page",
      "representations": {
        "json": "https://zenleak.cn/evidence/answer-friendly-page.json",
        "markdown": "https://zenleak.cn/evidence/answer-friendly-page.md"
      },
      "category": "内容优化",
      "contentType": "guide",
      "status": "reviewed",
      "statusLabel": "已复核",
      "datePublished": "2026-09-13",
      "dateModified": "2026-09-14",
      "reviewedAt": "2026-09-14",
      "claims": [
        {
          "id": "answer-friendly-page-claim-1",
          "text": "AI 友好页面的核心是让答案、证据和边界足够清楚。",
          "url": "https://zenleak.cn/evidence/#answer-friendly-page-claim-1",
          "articleUrl": "https://zenleak.cn/content/answer-friendly-page/#answer-friendly-page-claim-1"
        },
        {
          "id": "answer-friendly-page-claim-2",
          "text": "推荐结构是：先给直接答案，再补定义、步骤、对比、示例、FAQ、来源和检查清单。",
          "url": "https://zenleak.cn/evidence/#answer-friendly-page-claim-2",
          "articleUrl": "https://zenleak.cn/content/answer-friendly-page/#answer-friendly-page-claim-2"
        },
        {
          "id": "answer-friendly-page-claim-3",
          "text": "页面不要只追求长，而要让每个段落都能回答一个明确问题。",
          "url": "https://zenleak.cn/evidence/#answer-friendly-page-claim-3",
          "articleUrl": "https://zenleak.cn/content/answer-friendly-page/#answer-friendly-page-claim-3"
        }
      ],
      "sources": [
        {
          "label": "Creating helpful, reliable, people-first content",
          "url": "https://developers.google.com/search/docs/fundamentals/creating-helpful-content",
          "publisher": "Google Search Central"
        },
        {
          "label": "AI features and your website",
          "url": "https://developers.google.com/search/docs/appearance/ai-features",
          "publisher": "Google Search Central"
        }
      ],
      "prerequisites": [
        {
          "id": "question-research",
          "title": "GEO 问题研究怎么做：从关键词到用户问题和实体",
          "url": "https://zenleak.cn/basics/question-research/"
        }
      ],
      "related": [
        {
          "id": "evidence-and-sources",
          "title": "GEO 证据怎么组织：来源、引用与可信度",
          "url": "https://zenleak.cn/content/evidence-and-sources/"
        },
        {
          "id": "product-page-geo",
          "title": "产品页如何做 GEO：让 AI 看懂你适合谁",
          "url": "https://zenleak.cn/content/product-page-geo/"
        },
        {
          "id": "question-research",
          "title": "GEO 问题研究怎么做：从关键词到用户问题和实体",
          "url": "https://zenleak.cn/basics/question-research/"
        }
      ]
    },
    {
      "id": "evidence-and-sources",
      "title": "GEO 证据怎么组织：来源、引用与可信度",
      "url": "https://zenleak.cn/content/evidence-and-sources/",
      "path": "/content/evidence-and-sources/",
      "evidenceUrl": "https://zenleak.cn/evidence/#evidence-and-sources",
      "representations": {
        "json": "https://zenleak.cn/evidence/evidence-and-sources.json",
        "markdown": "https://zenleak.cn/evidence/evidence-and-sources.md"
      },
      "category": "内容优化",
      "contentType": "guide",
      "status": "reviewed",
      "statusLabel": "已复核",
      "datePublished": "2026-09-13",
      "dateModified": "2026-09-14",
      "reviewedAt": "2026-09-14",
      "claims": [
        {
          "id": "evidence-and-sources-claim-1",
          "text": "GEO 内容的可信度不来自链接数量，而来自结论和证据之间是否匹配、来源是否可追溯、范围是否说清楚。",
          "url": "https://zenleak.cn/evidence/#evidence-and-sources-claim-1",
          "articleUrl": "https://zenleak.cn/content/evidence-and-sources/#evidence-and-sources-claim-1"
        },
        {
          "id": "evidence-and-sources-claim-2",
          "text": "规则类结论优先引用官方文档，效果类结论需要研究、数据或实验，经验类结论要标明样本和条件。",
          "url": "https://zenleak.cn/evidence/#evidence-and-sources-claim-2",
          "articleUrl": "https://zenleak.cn/content/evidence-and-sources/#evidence-and-sources-claim-2"
        },
        {
          "id": "evidence-and-sources-claim-3",
          "text": "深度教程应该建立证据地图：每个重要判断都有来源、证据类型、适用范围和最近验证时间。",
          "url": "https://zenleak.cn/evidence/#evidence-and-sources-claim-3",
          "articleUrl": "https://zenleak.cn/content/evidence-and-sources/#evidence-and-sources-claim-3"
        }
      ],
      "sources": [
        {
          "label": "Search quality evaluator guidelines",
          "url": "https://guidelines.raterhub.com/searchqualityevaluatorguidelines.pdf",
          "publisher": "Google"
        },
        {
          "label": "How to write a literature review",
          "url": "https://writingcenter.unc.edu/tips-and-tools/literature-reviews/",
          "publisher": "UNC Writing Center"
        }
      ],
      "prerequisites": [
        {
          "id": "answer-friendly-page",
          "title": "AI 友好页面怎么写：定义、证据、步骤和 FAQ",
          "url": "https://zenleak.cn/content/answer-friendly-page/"
        }
      ],
      "related": [
        {
          "id": "answer-friendly-page",
          "title": "AI 友好页面怎么写：定义、证据、步骤和 FAQ",
          "url": "https://zenleak.cn/content/answer-friendly-page/"
        },
        {
          "id": "ai-citation-test",
          "title": "AI 引用测试怎么做：建立 GEO 实验记录",
          "url": "https://zenleak.cn/experiments/ai-citation-test/"
        },
        {
          "id": "topic-cluster",
          "title": "GEO 主题集群怎么做：从关键词表到问题网络",
          "url": "https://zenleak.cn/content/topic-cluster/"
        }
      ]
    },
    {
      "id": "topic-cluster",
      "title": "GEO 主题集群怎么做：从关键词表到问题网络",
      "url": "https://zenleak.cn/content/topic-cluster/",
      "path": "/content/topic-cluster/",
      "evidenceUrl": "https://zenleak.cn/evidence/#topic-cluster",
      "representations": {
        "json": "https://zenleak.cn/evidence/topic-cluster.json",
        "markdown": "https://zenleak.cn/evidence/topic-cluster.md"
      },
      "category": "内容优化",
      "contentType": "guide",
      "status": "reviewed",
      "statusLabel": "已复核",
      "datePublished": "2026-09-13",
      "dateModified": "2026-09-14",
      "reviewedAt": "2026-09-14",
      "claims": [
        {
          "id": "topic-cluster-claim-1",
          "text": "GEO 主题集群不是把一堆关键词塞进栏目，而是围绕一个核心问题建立可解释的知识网络。",
          "url": "https://zenleak.cn/evidence/#topic-cluster-claim-1",
          "articleUrl": "https://zenleak.cn/content/topic-cluster/#topic-cluster-claim-1"
        },
        {
          "id": "topic-cluster-claim-2",
          "text": "一个好的主题集群通常包含支柱页、定义页、实操教程、对比页、案例页、模板页和实验记录。",
          "url": "https://zenleak.cn/evidence/#topic-cluster-claim-2",
          "articleUrl": "https://zenleak.cn/content/topic-cluster/#topic-cluster-claim-2"
        },
        {
          "id": "topic-cluster-claim-3",
          "text": "主题集群的目标是让用户和 AI 搜索系统都能判断：这个网站在某个细分主题上持续、系统、可验证。",
          "url": "https://zenleak.cn/evidence/#topic-cluster-claim-3",
          "articleUrl": "https://zenleak.cn/content/topic-cluster/#topic-cluster-claim-3"
        }
      ],
      "sources": [
        {
          "label": "SEO Starter Guide",
          "url": "https://developers.google.com/search/docs/fundamentals/seo-starter-guide",
          "publisher": "Google Search Central"
        },
        {
          "label": "Links best practices",
          "url": "https://developers.google.com/search/docs/crawling-indexing/links-crawlable",
          "publisher": "Google Search Central"
        }
      ],
      "prerequisites": [
        {
          "id": "question-research",
          "title": "GEO 问题研究怎么做：从关键词到用户问题和实体",
          "url": "https://zenleak.cn/basics/question-research/"
        },
        {
          "id": "answer-friendly-page",
          "title": "AI 友好页面怎么写：定义、证据、步骤和 FAQ",
          "url": "https://zenleak.cn/content/answer-friendly-page/"
        }
      ],
      "related": [
        {
          "id": "question-research",
          "title": "GEO 问题研究怎么做：从关键词到用户问题和实体",
          "url": "https://zenleak.cn/basics/question-research/"
        },
        {
          "id": "answer-friendly-page",
          "title": "AI 友好页面怎么写：定义、证据、步骤和 FAQ",
          "url": "https://zenleak.cn/content/answer-friendly-page/"
        },
        {
          "id": "homepage-audit",
          "title": "案例：把 GEO 教程站首页改造成 AI 可理解入口",
          "url": "https://zenleak.cn/cases/homepage-audit/"
        }
      ]
    },
    {
      "id": "product-page-geo",
      "title": "产品页如何做 GEO：让 AI 看懂你适合谁",
      "url": "https://zenleak.cn/content/product-page-geo/",
      "path": "/content/product-page-geo/",
      "evidenceUrl": "https://zenleak.cn/evidence/#product-page-geo",
      "representations": {
        "json": "https://zenleak.cn/evidence/product-page-geo.json",
        "markdown": "https://zenleak.cn/evidence/product-page-geo.md"
      },
      "category": "内容优化",
      "contentType": "guide",
      "status": "reviewed",
      "statusLabel": "已复核",
      "datePublished": "2026-09-13",
      "dateModified": "2026-09-14",
      "reviewedAt": "2026-09-14",
      "claims": [
        {
          "id": "product-page-geo-claim-1",
          "text": "产品页 GEO 的核心不是把产品形容得更厉害，而是让 AI 准确判断产品是什么、适合谁、解决什么问题、和什么替代方案不同。",
          "url": "https://zenleak.cn/evidence/#product-page-geo-claim-1",
          "articleUrl": "https://zenleak.cn/content/product-page-geo/#product-page-geo-claim-1"
        },
        {
          "id": "product-page-geo-claim-2",
          "text": "一个可引用的产品页需要同时表达产品实体、用户场景、功能边界、证据、实施成本和常见疑问。",
          "url": "https://zenleak.cn/evidence/#product-page-geo-claim-2",
          "articleUrl": "https://zenleak.cn/content/product-page-geo/#product-page-geo-claim-2"
        },
        {
          "id": "product-page-geo-claim-3",
          "text": "产品页最好能独立回答‘这是什么、适合谁、为什么选它、怎么开始、有什么限制’这五类问题。",
          "url": "https://zenleak.cn/evidence/#product-page-geo-claim-3",
          "articleUrl": "https://zenleak.cn/content/product-page-geo/#product-page-geo-claim-3"
        }
      ],
      "sources": [
        {
          "label": "Product structured data",
          "url": "https://developers.google.com/search/docs/appearance/structured-data/product",
          "publisher": "Google Search Central"
        },
        {
          "label": "Product schema",
          "url": "https://schema.org/Product",
          "publisher": "Schema.org"
        }
      ],
      "prerequisites": [
        {
          "id": "answer-friendly-page",
          "title": "AI 友好页面怎么写：定义、证据、步骤和 FAQ",
          "url": "https://zenleak.cn/content/answer-friendly-page/"
        },
        {
          "id": "evidence-and-sources",
          "title": "GEO 证据怎么组织：来源、引用与可信度",
          "url": "https://zenleak.cn/content/evidence-and-sources/"
        }
      ],
      "related": [
        {
          "id": "answer-friendly-page",
          "title": "AI 友好页面怎么写：定义、证据、步骤和 FAQ",
          "url": "https://zenleak.cn/content/answer-friendly-page/"
        },
        {
          "id": "evidence-and-sources",
          "title": "GEO 证据怎么组织：来源、引用与可信度",
          "url": "https://zenleak.cn/content/evidence-and-sources/"
        },
        {
          "id": "structured-data",
          "title": "结构化数据怎么服务 GEO：Schema 不是装饰",
          "url": "https://zenleak.cn/technical/structured-data/"
        }
      ]
    },
    {
      "id": "robots-sitemap-llms",
      "title": "robots、sitemap 和 llms.txt：GEO 技术基础配置",
      "url": "https://zenleak.cn/technical/robots-sitemap-llms/",
      "path": "/technical/robots-sitemap-llms/",
      "evidenceUrl": "https://zenleak.cn/evidence/#robots-sitemap-llms",
      "representations": {
        "json": "https://zenleak.cn/evidence/robots-sitemap-llms.json",
        "markdown": "https://zenleak.cn/evidence/robots-sitemap-llms.md"
      },
      "category": "技术配置",
      "contentType": "guide",
      "status": "reviewed",
      "statusLabel": "已复核",
      "datePublished": "2026-09-13",
      "dateModified": "2026-09-14",
      "reviewedAt": "2026-09-14",
      "claims": [
        {
          "id": "robots-sitemap-llms-claim-1",
          "text": "robots.txt、sitemap 和 llms.txt 解决的是不同问题：能不能抓、怎么发现、如何快速理解。",
          "url": "https://zenleak.cn/evidence/#robots-sitemap-llms-claim-1",
          "articleUrl": "https://zenleak.cn/technical/robots-sitemap-llms/#robots-sitemap-llms-claim-1"
        },
        {
          "id": "robots-sitemap-llms-claim-2",
          "text": "SEO 必须先保证页面可抓取、可索引、canonical 正确、sitemap 完整。",
          "url": "https://zenleak.cn/evidence/#robots-sitemap-llms-claim-2",
          "articleUrl": "https://zenleak.cn/technical/robots-sitemap-llms/#robots-sitemap-llms-claim-2"
        },
        {
          "id": "robots-sitemap-llms-claim-3",
          "text": "llms.txt 更适合作为 AI agent 的站点导览，不能代替内容质量和搜索索引基础。",
          "url": "https://zenleak.cn/evidence/#robots-sitemap-llms-claim-3",
          "articleUrl": "https://zenleak.cn/technical/robots-sitemap-llms/#robots-sitemap-llms-claim-3"
        }
      ],
      "sources": [
        {
          "label": "Robots Exclusion Protocol (RFC 9309)",
          "url": "https://www.rfc-editor.org/rfc/rfc9309",
          "publisher": "IETF"
        },
        {
          "label": "Build and submit a sitemap",
          "url": "https://developers.google.com/search/docs/crawling-indexing/sitemaps/build-sitemap",
          "publisher": "Google Search Central"
        },
        {
          "label": "llms.txt proposal",
          "url": "https://llmstxt.org/",
          "publisher": "llmstxt.org"
        }
      ],
      "prerequisites": [
        {
          "id": "what-is-geo",
          "title": "GEO 是什么：生成式搜索优化入门指南",
          "url": "https://zenleak.cn/basics/what-is-geo/"
        }
      ],
      "related": [
        {
          "id": "structured-data",
          "title": "结构化数据怎么服务 GEO：Schema 不是装饰",
          "url": "https://zenleak.cn/technical/structured-data/"
        },
        {
          "id": "root-domain-launch",
          "title": "主域名上线怎么优化：ZenLeak 根域名发布清单",
          "url": "https://zenleak.cn/technical/root-domain-launch/"
        },
        {
          "id": "what-is-geo",
          "title": "GEO 是什么：生成式搜索优化入门指南",
          "url": "https://zenleak.cn/basics/what-is-geo/"
        }
      ]
    },
    {
      "id": "structured-data",
      "title": "结构化数据怎么服务 GEO：Schema 不是装饰",
      "url": "https://zenleak.cn/technical/structured-data/",
      "path": "/technical/structured-data/",
      "evidenceUrl": "https://zenleak.cn/evidence/#structured-data",
      "representations": {
        "json": "https://zenleak.cn/evidence/structured-data.json",
        "markdown": "https://zenleak.cn/evidence/structured-data.md"
      },
      "category": "技术配置",
      "contentType": "guide",
      "status": "reviewed",
      "statusLabel": "已复核",
      "datePublished": "2026-09-13",
      "dateModified": "2026-09-14",
      "reviewedAt": "2026-09-14",
      "claims": [
        {
          "id": "structured-data-claim-1",
          "text": "结构化数据不是用来把普通页面变成高排名页面，而是用标准词汇表达页面是什么、属于谁、和哪些页面相关。",
          "url": "https://zenleak.cn/evidence/#structured-data-claim-1",
          "articleUrl": "https://zenleak.cn/technical/structured-data/#structured-data-claim-1"
        },
        {
          "id": "structured-data-claim-2",
          "text": "教程站最常用的类型包括 Organization、WebSite、BreadcrumbList、Article、LearningResource 和 DefinedTermSet。",
          "url": "https://zenleak.cn/evidence/#structured-data-claim-2",
          "articleUrl": "https://zenleak.cn/technical/structured-data/#structured-data-claim-2"
        },
        {
          "id": "structured-data-claim-3",
          "text": "结构化数据必须和页面可见内容一致；不能在 JSON-LD 里声明正文没有出现的评分、价格、作者或 FAQ。",
          "url": "https://zenleak.cn/evidence/#structured-data-claim-3",
          "articleUrl": "https://zenleak.cn/technical/structured-data/#structured-data-claim-3"
        }
      ],
      "sources": [
        {
          "label": "Understand how structured data works",
          "url": "https://developers.google.com/search/docs/appearance/structured-data/intro-structured-data",
          "publisher": "Google Search Central"
        },
        {
          "label": "LearningResource",
          "url": "https://schema.org/LearningResource",
          "publisher": "Schema.org"
        }
      ],
      "prerequisites": [
        {
          "id": "robots-sitemap-llms",
          "title": "robots、sitemap 和 llms.txt：GEO 技术基础配置",
          "url": "https://zenleak.cn/technical/robots-sitemap-llms/"
        }
      ],
      "related": [
        {
          "id": "robots-sitemap-llms",
          "title": "robots、sitemap 和 llms.txt：GEO 技术基础配置",
          "url": "https://zenleak.cn/technical/robots-sitemap-llms/"
        },
        {
          "id": "root-domain-launch",
          "title": "主域名上线怎么优化：ZenLeak 根域名发布清单",
          "url": "https://zenleak.cn/technical/root-domain-launch/"
        },
        {
          "id": "product-page-geo",
          "title": "产品页如何做 GEO：让 AI 看懂你适合谁",
          "url": "https://zenleak.cn/content/product-page-geo/"
        }
      ]
    },
    {
      "id": "root-domain-launch",
      "title": "主域名上线怎么优化：ZenLeak 根域名发布清单",
      "url": "https://zenleak.cn/technical/root-domain-launch/",
      "path": "/technical/root-domain-launch/",
      "evidenceUrl": "https://zenleak.cn/evidence/#root-domain-launch",
      "representations": {
        "json": "https://zenleak.cn/evidence/root-domain-launch.json",
        "markdown": "https://zenleak.cn/evidence/root-domain-launch.md"
      },
      "category": "技术配置",
      "contentType": "guide",
      "status": "reviewed",
      "statusLabel": "已复核",
      "datePublished": "2026-09-14",
      "dateModified": "2026-09-14",
      "reviewedAt": "2026-09-14",
      "claims": [
        {
          "id": "root-domain-launch-claim-1",
          "text": "ZenLeak 如果用 zenleak.cn 作为主域名，最重要的是把所有公开入口统一到 https://zenleak.cn。",
          "url": "https://zenleak.cn/evidence/#root-domain-launch-claim-1",
          "articleUrl": "https://zenleak.cn/technical/root-domain-launch/#root-domain-launch-claim-1"
        },
        {
          "id": "root-domain-launch-claim-2",
          "text": "系统层要同时处理 DNS、HTTPS、www 301 跳转、canonical、sitemap、robots、缓存和安全响应头。",
          "url": "https://zenleak.cn/evidence/#root-domain-launch-claim-2",
          "articleUrl": "https://zenleak.cn/technical/root-domain-launch/#root-domain-launch-claim-2"
        },
        {
          "id": "root-domain-launch-claim-3",
          "text": "GEO 不是只多放一个 llms.txt，而是让搜索引擎、AI agent 和真实读者看到同一套稳定、可读、可验证的站点结构。",
          "url": "https://zenleak.cn/evidence/#root-domain-launch-claim-3",
          "articleUrl": "https://zenleak.cn/technical/root-domain-launch/#root-domain-launch-claim-3"
        }
      ],
      "sources": [
        {
          "label": "Canonical URLs",
          "url": "https://developers.google.com/search/docs/crawling-indexing/consolidate-duplicate-urls",
          "publisher": "Google Search Central"
        },
        {
          "label": "Sitemap integration",
          "url": "https://docs.astro.build/en/guides/integrations-guide/sitemap/",
          "publisher": "Astro"
        }
      ],
      "prerequisites": [
        {
          "id": "robots-sitemap-llms",
          "title": "robots、sitemap 和 llms.txt：GEO 技术基础配置",
          "url": "https://zenleak.cn/technical/robots-sitemap-llms/"
        },
        {
          "id": "structured-data",
          "title": "结构化数据怎么服务 GEO：Schema 不是装饰",
          "url": "https://zenleak.cn/technical/structured-data/"
        }
      ],
      "related": [
        {
          "id": "robots-sitemap-llms",
          "title": "robots、sitemap 和 llms.txt：GEO 技术基础配置",
          "url": "https://zenleak.cn/technical/robots-sitemap-llms/"
        },
        {
          "id": "structured-data",
          "title": "结构化数据怎么服务 GEO：Schema 不是装饰",
          "url": "https://zenleak.cn/technical/structured-data/"
        },
        {
          "id": "homepage-audit",
          "title": "案例：把 GEO 教程站首页改造成 AI 可理解入口",
          "url": "https://zenleak.cn/cases/homepage-audit/"
        }
      ]
    },
    {
      "id": "homepage-audit",
      "title": "案例：把 GEO 教程站首页改造成 AI 可理解入口",
      "url": "https://zenleak.cn/cases/homepage-audit/",
      "path": "/cases/homepage-audit/",
      "evidenceUrl": "https://zenleak.cn/evidence/#homepage-audit",
      "representations": {
        "json": "https://zenleak.cn/evidence/homepage-audit.json",
        "markdown": "https://zenleak.cn/evidence/homepage-audit.md"
      },
      "category": "案例",
      "contentType": "case-study",
      "status": "reviewed",
      "statusLabel": "已复核",
      "datePublished": "2026-09-13",
      "dateModified": "2026-09-16",
      "reviewedAt": "2026-09-16",
      "claims": [
        {
          "id": "homepage-audit-claim-1",
          "text": "本案例以 ZenLeak GEO 学院首页为示例，演示教程站如何同时服务普通读者、搜索系统和 AI agent。",
          "url": "https://zenleak.cn/evidence/#homepage-audit-claim-1",
          "articleUrl": "https://zenleak.cn/cases/homepage-audit/#homepage-audit-claim-1"
        },
        {
          "id": "homepage-audit-claim-2",
          "text": "核心改造不是增加一句宣传语，而是把品牌定义、学习路径、核心教程、主题集群、机器可读入口和实验室连接起来。",
          "url": "https://zenleak.cn/evidence/#homepage-audit-claim-2",
          "articleUrl": "https://zenleak.cn/cases/homepage-audit/#homepage-audit-claim-2"
        },
        {
          "id": "homepage-audit-claim-3",
          "text": "本文是架构示例，不声称已经产生某个平台的固定排名或引用结果；上线后的表现需要按实验方法单独复测。",
          "url": "https://zenleak.cn/evidence/#homepage-audit-claim-3",
          "articleUrl": "https://zenleak.cn/cases/homepage-audit/#homepage-audit-claim-3"
        }
      ],
      "sources": [
        {
          "label": "ZenLeak GEO 方法论",
          "url": "https://zenleak.cn/methodology/",
          "publisher": "ZenLeak 编辑部"
        },
        {
          "label": "SEO Starter Guide",
          "url": "https://developers.google.com/search/docs/fundamentals/seo-starter-guide",
          "publisher": "Google Search Central"
        },
        {
          "label": "AI features and your website",
          "url": "https://developers.google.com/search/docs/appearance/ai-features",
          "publisher": "Google Search Central"
        }
      ],
      "prerequisites": [
        {
          "id": "topic-cluster",
          "title": "GEO 主题集群怎么做：从关键词表到问题网络",
          "url": "https://zenleak.cn/content/topic-cluster/"
        },
        {
          "id": "root-domain-launch",
          "title": "主域名上线怎么优化：ZenLeak 根域名发布清单",
          "url": "https://zenleak.cn/technical/root-domain-launch/"
        }
      ],
      "related": [
        {
          "id": "topic-cluster",
          "title": "GEO 主题集群怎么做：从关键词表到问题网络",
          "url": "https://zenleak.cn/content/topic-cluster/"
        },
        {
          "id": "root-domain-launch",
          "title": "主域名上线怎么优化：ZenLeak 根域名发布清单",
          "url": "https://zenleak.cn/technical/root-domain-launch/"
        },
        {
          "id": "ai-citation-test",
          "title": "AI 引用测试怎么做：建立 GEO 实验记录",
          "url": "https://zenleak.cn/experiments/ai-citation-test/"
        }
      ]
    },
    {
      "id": "ai-citation-test",
      "title": "AI 引用测试怎么做：建立 GEO 实验记录",
      "url": "https://zenleak.cn/experiments/ai-citation-test/",
      "path": "/experiments/ai-citation-test/",
      "evidenceUrl": "https://zenleak.cn/evidence/#ai-citation-test",
      "representations": {
        "json": "https://zenleak.cn/evidence/ai-citation-test.json",
        "markdown": "https://zenleak.cn/evidence/ai-citation-test.md"
      },
      "category": "实验室",
      "contentType": "experiment",
      "status": "experimental",
      "statusLabel": "持续验证中",
      "datePublished": "2026-09-13",
      "dateModified": "2026-09-16",
      "reviewedAt": "2026-09-16",
      "claims": [
        {
          "id": "ai-citation-test-claim-1",
          "text": "AI 引用测试是用一组固定问题，定期记录品牌是否被提及、页面是否被引用、答案是否准确以及结果是否稳定。",
          "url": "https://zenleak.cn/evidence/#ai-citation-test-claim-1",
          "articleUrl": "https://zenleak.cn/experiments/ai-citation-test/#ai-citation-test-claim-1"
        },
        {
          "id": "ai-citation-test-claim-2",
          "text": "测试结果不能简单等同于排名，也不能用一次回答证明某个页面一定被系统收录或信任。",
          "url": "https://zenleak.cn/evidence/#ai-citation-test-claim-2",
          "articleUrl": "https://zenleak.cn/experiments/ai-citation-test/#ai-citation-test-claim-2"
        },
        {
          "id": "ai-citation-test-claim-3",
          "text": "真正有价值的实验需要固定问题、平台、日期、页面版本和判定标准，然后比较改造前后的变化。",
          "url": "https://zenleak.cn/evidence/#ai-citation-test-claim-3",
          "articleUrl": "https://zenleak.cn/experiments/ai-citation-test/#ai-citation-test-claim-3"
        }
      ],
      "sources": [
        {
          "label": "ZenLeak GEO 方法论",
          "url": "https://zenleak.cn/methodology/",
          "publisher": "ZenLeak 编辑部"
        },
        {
          "label": "GEO: Generative Engine Optimization",
          "url": "https://arxiv.org/abs/2311.09735",
          "publisher": "arXiv"
        },
        {
          "label": "Evaluation best practices",
          "url": "https://platform.openai.com/docs/guides/evaluation-best-practices",
          "publisher": "OpenAI"
        }
      ],
      "prerequisites": [
        {
          "id": "homepage-audit",
          "title": "案例：把 GEO 教程站首页改造成 AI 可理解入口",
          "url": "https://zenleak.cn/cases/homepage-audit/"
        },
        {
          "id": "evidence-and-sources",
          "title": "GEO 证据怎么组织：来源、引用与可信度",
          "url": "https://zenleak.cn/content/evidence-and-sources/"
        }
      ],
      "related": [
        {
          "id": "homepage-audit",
          "title": "案例：把 GEO 教程站首页改造成 AI 可理解入口",
          "url": "https://zenleak.cn/cases/homepage-audit/"
        },
        {
          "id": "evidence-and-sources",
          "title": "GEO 证据怎么组织：来源、引用与可信度",
          "url": "https://zenleak.cn/content/evidence-and-sources/"
        },
        {
          "id": "seo-vs-geo",
          "title": "GEO 和 SEO 的区别：从排名思维到答案思维",
          "url": "https://zenleak.cn/basics/seo-vs-geo/"
        }
      ]
    }
  ]
}