{
  "schemaVersion": "1.2",
  "type": "tutorial-evidence-record",
  "language": "zh-CN",
  "generatedAt": "2026-10-11",
  "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-keyword-research-case",
    "title": "GEO 关键词筛选实战：从 70,281 条词到 64 个可用主题，为什么有指数不等于该写",
    "url": "https://zenleak.cn/cases/geo-keyword-research-case/",
    "path": "/cases/geo-keyword-research-case/",
    "evidenceUrl": "https://zenleak.cn/evidence/#geo-keyword-research-case",
    "representations": {
      "json": "https://zenleak.cn/evidence/geo-keyword-research-case.json",
      "markdown": "https://zenleak.cn/evidence/geo-keyword-research-case.md"
    },
    "category": "案例",
    "contentType": "case-study",
    "status": "reviewed",
    "statusLabel": "已复核",
    "datePublished": "2026-10-11",
    "dateModified": "2026-10-11",
    "reviewedAt": "2026-10-11",
    "evidenceReviewedAt": "2026-10-11",
    "claims": [
      {
        "id": "geo-keyword-research-case-claim-1",
        "text": "关键词工具的流量指数、日检索量和平台指标只能作为选题排序信号，不能推出页面一定收录、进入前 10、获得点击或被 AI 引用。",
        "url": "https://zenleak.cn/evidence/#geo-keyword-research-case-claim-1",
        "articleUrl": "https://zenleak.cn/cases/geo-keyword-research-case/#geo-keyword-research-case-claim-1",
        "evidence": [
          {
            "tutorialId": "geo-keyword-research-case",
            "claimText": "关键词工具的流量指数、日检索量和平台指标只能作为选题排序信号，不能推出页面一定收录、进入前 10、获得点击或被 AI 引用。",
            "relation": "direct",
            "sourceUrl": "https://developers.google.com/search/docs/fundamentals/creating-helpful-content",
            "sourceTitle": "Google Search Central · Creating helpful, reliable, people-first content",
            "locator": "Helpful content guidance：create helpful, reliable, people-first content",
            "excerpt": "Google 的内容指南强调内容应为人创建并提供有帮助、可靠的信息；关键词工具指标本身不是搜索结果、收录或 AI 引用状态的证明。",
            "checkedAt": "2026-10-11",
            "limits": "官方指南支持以用户价值和可靠性评估内容方向，但不提供 ZenLeak 关键词工具数据，也不承诺任何页面结果；指数与结果之间的区分是本案例的方法边界。"
          }
        ]
      },
      {
        "id": "geo-keyword-research-case-claim-2",
        "text": "ZenLeak 从 70,281 条原始记录中筛出 238 条有流量或平台指标的记录，再结合主题、意图、页面角色和证据可执行性，纳入 64 个优先内容主题，其中 P0 为 7 条、P1 为 42 条、P2 为 15 条。",
        "url": "https://zenleak.cn/evidence/#geo-keyword-research-case-claim-2",
        "articleUrl": "https://zenleak.cn/cases/geo-keyword-research-case/#geo-keyword-research-case-claim-2",
        "evidence": [
          {
            "tutorialId": "geo-keyword-research-case",
            "claimText": "ZenLeak 从 70,281 条原始记录中筛出 238 条有流量或平台指标的记录，再结合主题、意图、页面角色和证据可执行性，纳入 64 个优先内容主题，其中 P0 为 7 条、P1 为 42 条、P2 为 15 条。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/downloads/research/geo-keyword-research-2026-10-02.json",
            "sourceTitle": "ZenLeak 关键词研究公开 JSON（2026-10-02）",
            "locator": "counts.rawKeywordRecords、counts.recordsWithTrafficOrPlatformMetric、counts.priorityContentKeywords、counts.p0、counts.p1、counts.p2",
            "excerpt": "公开 JSON 记录原始关键词 70,281 条、有指标记录 238 条、优先内容词 64 条，以及 P0 7 条、P1 42 条、P2 15 条。",
            "checkedAt": "2026-10-11",
            "limits": "这是 ZenLeak 对一份第三方导出文件的第一方筛选记录，不是搜索平台官方统计；64 个主题是内容规划结果，不代表 64 个页面已经收录或取得排名。"
          }
        ]
      },
      {
        "id": "geo-keyword-research-case-claim-3",
        "text": "geo数据库、ncbi geo、geo卫星、geo轨道等高需求或高歧义词因主题不一致被排除；138 条地域词因缺少真实地域服务、独立问题和证据暂缓，不批量生成城市页面。",
        "url": "https://zenleak.cn/evidence/#geo-keyword-research-case-claim-3",
        "articleUrl": "https://zenleak.cn/cases/geo-keyword-research-case/#geo-keyword-research-case-claim-3",
        "evidence": [
          {
            "tutorialId": "geo-keyword-research-case",
            "claimText": "geo数据库、ncbi geo、geo卫星、geo轨道等高需求或高歧义词因主题不一致被排除；138 条地域词因缺少真实地域服务、独立问题和证据暂缓，不批量生成城市页面。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/downloads/research/geo-keyword-research-2026-10-02.json",
            "sourceTitle": "ZenLeak 关键词研究公开 JSON（2026-10-02）",
            "locator": "excludedExamples 与 counts.excludedAmbiguousOrCrossTopic、counts.regionalCandidates",
            "excerpt": "公开 JSON 列出 geo数据库、ncbi geo、geo卫星、geo轨道和 geo数据的排除理由，并记录地域候选 138 条。",
            "checkedAt": "2026-10-11",
            "limits": "公开摘要只列出代表性词，不是完整 36 条排除记录；地域候选数量也不代表这些词没有其他行业价值。"
          }
        ]
      },
      {
        "id": "geo-keyword-research-case-claim-4",
        "text": "关键词进入内容路线后，还要被转换成用户问题、页面角色、声明级证据和复测任务；同义词应合并到合理页面，搜索发现、收录、AI 提及、页面引用和引用准确必须分开观察。",
        "url": "https://zenleak.cn/evidence/#geo-keyword-research-case-claim-4",
        "articleUrl": "https://zenleak.cn/cases/geo-keyword-research-case/#geo-keyword-research-case-claim-4",
        "evidence": [
          {
            "tutorialId": "geo-keyword-research-case",
            "claimText": "关键词进入内容路线后，还要被转换成用户问题、页面角色、声明级证据和复测任务；同义词应合并到合理页面，搜索发现、收录、AI 提及、页面引用和引用准确必须分开观察。",
            "relation": "context",
            "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": "五层验收、声明证据、发布后复测",
            "excerpt": "发布前检查清单将意图、内容、证据、技术和复测分层，并明确搜索提交、HTTP 200、sitemap 和一次 AI 回答不能单独证明收录或稳定引用。",
            "checkedAt": "2026-10-11",
            "limits": "关联教程提供 ZenLeak 的工作方法，不证明任何关键词组合会带来具体排名或 AI 引用；本篇的关键词筛选数字以公开研究 JSON 为准。"
          }
        ]
      }
    ],
    "sources": [
      {
        "label": "关键词研究公开 JSON（2026-10-02）",
        "url": "https://zenleak.cn/downloads/research/geo-keyword-research-2026-10-02.json",
        "publisher": "ZenLeak 实验室"
      },
      {
        "label": "GEO 问题研究怎么做",
        "url": "https://zenleak.cn/basics/question-research/",
        "publisher": "ZenLeak 实验室"
      },
      {
        "label": "GEO 内容架构",
        "url": "https://zenleak.cn/content/geo-content-architecture/",
        "publisher": "ZenLeak 实验室"
      },
      {
        "label": "Creating helpful, reliable, people-first content",
        "url": "https://developers.google.com/search/docs/fundamentals/creating-helpful-content",
        "publisher": "Google Search Central"
      },
      {
        "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": "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-page-retest-evidence",
        "title": "GEO 页面上线后如何复测：从技术通过、搜索发现到 AI 引用的真实证据链",
        "url": "https://zenleak.cn/cases/geo-page-retest-evidence/"
      }
    ],
    "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": "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-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/"
      },
      {
        "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": "geo-page-retest-evidence",
        "title": "GEO 页面上线后如何复测：从技术通过、搜索发现到 AI 引用的真实证据链",
        "url": "https://zenleak.cn/cases/geo-page-retest-evidence/"
      },
      {
        "id": "geo-service-provider-guide",
        "title": "GEO推广/优化公司怎么选：服务商交付物、报价、验收标准与常见陷阱",
        "url": "https://zenleak.cn/content/geo-service-provider-guide/"
      }
    ]
  }
}