{
  "schemaVersion": "1.2",
  "type": "tutorial-evidence-record",
  "language": "zh-CN",
  "generatedAt": "2026-10-15",
  "publisher": {
    "id": "https://zenleak.cn/#organization",
    "name": "ZenLeak GEO 学院",
    "editorialName": "ZenLeak 编辑部",
    "contact": "geo@allintwo.cloud"
  },
  "policies": {
    "sourceRelationship": "Page sources provide general context. Explicit claim evidence includes a source excerpt, locator, relation, review date and limits; unmapped claims do not imply one-to-one source support.",
    "rankingDisclaimer": "Inclusion in this evidence layer does not guarantee search ranking, indexing, citation, recommendation, or adoption by an AI system."
  },
  "record": {
    "id": "geo-optimization-guide",
    "title": "GEO 优化怎么做：从页面结构、实体清晰到 AI 引用复测",
    "url": "https://zenleak.cn/content/geo-optimization-guide/",
    "path": "/content/geo-optimization-guide/",
    "evidenceUrl": "https://zenleak.cn/evidence/#geo-optimization-guide",
    "representations": {
      "json": "https://zenleak.cn/evidence/geo-optimization-guide.json",
      "markdown": "https://zenleak.cn/evidence/geo-optimization-guide.md"
    },
    "category": "内容优化",
    "contentType": "guide",
    "status": "reviewed",
    "statusLabel": "已复核",
    "datePublished": "2026-10-03",
    "dateModified": "2026-10-15",
    "reviewedAt": "2026-10-15",
    "evidenceReviewedAt": "2026-10-15",
    "claims": [
      {
        "id": "geo-optimization-guide-claim-1",
        "text": "GEO 优化是围绕生成式搜索和 AI 答案系统，对内容、实体、证据、页面结构与技术入口进行的一组可验证改造；它不是固定排名，也不是添加一个标签就能获得引用。",
        "url": "https://zenleak.cn/evidence/#geo-optimization-guide-claim-1",
        "articleUrl": "https://zenleak.cn/content/geo-optimization-guide/#geo-optimization-guide-claim-1",
        "evidence": [
          {
            "tutorialId": "geo-optimization-guide",
            "claimText": "GEO 优化是围绕生成式搜索和 AI 答案系统，对内容、实体、证据、页面结构与技术入口进行的一组可验证改造；它不是固定排名，也不是添加一个标签就能获得引用。",
            "relation": "inference",
            "sourceUrl": "https://developers.google.com/search/docs/appearance/ai-features",
            "sourceTitle": "Google Search Central · AI features and your website",
            "locator": "How Google AI features work with your website",
            "excerpt": "Google 的 AI 功能使用与普通搜索相同的基础 SEO 要求；页面需要符合搜索基础要求，不能通过一个专用标签保证进入 AI 功能结果。",
            "checkedAt": "2026-10-15",
            "limits": "官方文档支持搜索基础、可访问内容与 AI 功能之间的关系；GEO 的内容、实体、证据、页面结构和复测组合是 ZenLeak 的工作定义，不是 Google 发布的统一认证或排名规则。"
          }
        ]
      },
      {
        "id": "geo-optimization-guide-claim-2",
        "text": "一篇可执行的 GEO 优化方案应先确定真实问题、页面角色和本轮改造范围，再用直接答案、内容单元、实体边界、就近证据、主题内链和机器入口降低发现、理解与核验成本。",
        "url": "https://zenleak.cn/evidence/#geo-optimization-guide-claim-2",
        "articleUrl": "https://zenleak.cn/content/geo-optimization-guide/#geo-optimization-guide-claim-2",
        "evidence": [
          {
            "tutorialId": "geo-optimization-guide",
            "claimText": "一篇可执行的 GEO 优化方案应先确定真实问题、页面角色和本轮改造范围，再用直接答案、内容单元、实体边界、就近证据、主题内链和机器入口降低发现、理解与核验成本。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/content/geo-content-architecture/",
            "sourceTitle": "GEO 内容架构怎么搭：支柱页、教程页、案例页与实验记录的分工",
            "locator": "页面角色、内容集群、内链与实验记录的分工",
            "excerpt": "内容架构应让支柱页、教程页、案例页和实验记录承担不同任务，并通过有语义的入口连接问题、证据和复测。",
            "checkedAt": "2026-10-15",
            "limits": "页面角色、答案单元、就近证据和机器入口的组合是 ZenLeak 的方法设计；它可以作为执行框架，但不保证任何平台的排名、收录或引用。"
          }
        ]
      },
      {
        "id": "geo-optimization-guide-claim-3",
        "text": "页面发布前应同时验收问题匹配、答案结构、声明级证据、正式 URL、正文可见性、机器入口和复测条件，并保存本次改了什么、没有改什么以及下一轮观察什么。",
        "url": "https://zenleak.cn/evidence/#geo-optimization-guide-claim-3",
        "articleUrl": "https://zenleak.cn/content/geo-optimization-guide/#geo-optimization-guide-claim-3",
        "evidence": [
          {
            "tutorialId": "geo-optimization-guide",
            "claimText": "页面发布前应同时验收问题匹配、答案结构、声明级证据、正式 URL、正文可见性、机器入口和复测条件，并保存本次改了什么、没有改什么以及下一轮观察什么。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/content/geo-page-publishing-checklist/",
            "sourceTitle": "GEO 页面发布前检查清单：12 项验收标准与复测方法",
            "locator": "页面问题、正文、证据、技术入口和发布后复测清单",
            "excerpt": "发布检查应把问题匹配、答案结构、来源、页面版本、技术入口和后续复测拆开记录；发布通过不等于已经收录或被 AI 引用。",
            "checkedAt": "2026-10-15",
            "limits": "这是 ZenLeak 的页面验收协议，不是搜索引擎或 AI 平台的官方验收标准；平台处理和结果仍需要在发布后单独观察。"
          }
        ]
      },
      {
        "id": "geo-optimization-guide-claim-4",
        "text": "关键词指数只能帮助排序，不能替代主题判断；GEO 数据库、GEO 卫星、NCBI GEO 等其他含义不应为了流量被混入生成式搜索优化教程。",
        "url": "https://zenleak.cn/evidence/#geo-optimization-guide-claim-4",
        "articleUrl": "https://zenleak.cn/content/geo-optimization-guide/#geo-optimization-guide-claim-4",
        "evidence": [
          {
            "tutorialId": "geo-optimization-guide",
            "claimText": "关键词指数只能帮助排序，不能替代主题判断；GEO 数据库、GEO 卫星、NCBI GEO 等其他含义不应为了流量被混入生成式搜索优化教程。",
            "relation": "context",
            "sourceUrl": "https://zenleak.cn/downloads/research/geo-keyword-research-2026-10-02.json",
            "sourceTitle": "ZenLeak GEO 关键词筛选与内容路线图（公开数据摘要）",
            "locator": "counts、highDemandExamples、excludedExamples、method 与 limits",
            "excerpt": "流量指数、日检索量和平台指标只能作为选题排序信号；存在其他主题含义的 GEO 数据库、GEO 卫星和 NCBI GEO 等词不进入生成式搜索优化内容规划。",
            "checkedAt": "2026-10-15",
            "limits": "这是 ZenLeak 基于关键词文件作出的内容规划判断，不是关键词工具或搜索平台对词义、收录、排名和 AI 引用的保证；关键词指标也不代表页面一定有流量。"
          }
        ]
      }
    ],
    "sources": [
      {
        "label": "SEO Starter Guide",
        "url": "https://developers.google.com/search/docs/fundamentals/seo-starter-guide",
        "publisher": "Google Search Central"
      },
      {
        "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"
      },
      {
        "label": "Links best practices",
        "url": "https://developers.google.com/search/docs/crawling-indexing/links-crawlable",
        "publisher": "Google Search Central"
      },
      {
        "label": "Introduction to structured data markup in Search",
        "url": "https://developers.google.com/search/docs/appearance/structured-data/intro-structured-data",
        "publisher": "Google Search Central"
      },
      {
        "label": "GEO: Generative Engine Optimization",
        "url": "https://arxiv.org/abs/2311.09735",
        "publisher": "arXiv"
      },
      {
        "label": "PROV-Overview",
        "url": "https://www.w3.org/TR/prov-overview/",
        "publisher": "W3C"
      }
    ],
    "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/"
      },
      {
        "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": "geo-content-architecture",
        "title": "GEO 内容架构怎么搭：支柱页、教程页、案例页与实验记录的分工",
        "url": "https://zenleak.cn/content/geo-content-architecture/"
      }
    ],
    "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": "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": "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": "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": "geo-content-architecture",
        "title": "GEO 内容架构怎么搭：支柱页、教程页、案例页与实验记录的分工",
        "url": "https://zenleak.cn/content/geo-content-architecture/"
      },
      {
        "id": "geo-measurement-framework",
        "title": "如何衡量 GEO 效果：从 AI 引用、搜索可见性到业务转化",
        "url": "https://zenleak.cn/practice/geo-measurement-framework/"
      },
      {
        "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": "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/"
      }
    ]
  }
}