{
  "schemaVersion": 1,
  "type": "first-party-keyword-research",
  "title": "ZenLeak GEO 关键词筛选与内容路线图",
  "datasetDate": "2026-10-02",
  "publishedAt": "2026-10-11",
  "language": "zh-CN",
  "target": "https://zenleak.cn",
  "source": {
    "description": "第三方关键词工具导出的长尾词文件，原始文件使用 GB18030 编码。ZenLeak 对其进行主题、意图和证据可执行性筛选。",
    "workingDocument": "docs/keyword-research/geo-content-roadmap-2026-10-02.md",
    "priorityCsv": "docs/keyword-research/geo-keyword-priority-2026-10-02.csv",
    "regionalBacklogCsv": "docs/keyword-research/geo-keyword-regional-backlog-2026-10-02.csv",
    "exclusionsCsv": "docs/keyword-research/geo-keyword-exclusions-2026-10-02.csv",
    "publicSummary": "https://zenleak.cn/downloads/research/geo-keyword-research-2026-10-02.json"
  },
  "counts": {
    "rawKeywordRecords": 70281,
    "recordsWithTrafficOrPlatformMetric": 238,
    "priorityContentKeywords": 64,
    "p0": 7,
    "p1": 42,
    "p2": 15,
    "regionalCandidates": 138,
    "excludedAmbiguousOrCrossTopic": 36
  },
  "clusters": [
    { "id": "definition-comparison", "label": "定义与对比", "keywordCount": 14 },
    { "id": "providers-promotion", "label": "服务商与推广决策", "keywordCount": 25 },
    { "id": "geo-optimization", "label": "GEO 优化方法", "keywordCount": 11 },
    { "id": "tools-measurement", "label": "工具与效果衡量", "keywordCount": 9 },
    { "id": "brand-navigation", "label": "品牌与导航", "keywordCount": 3 },
    { "id": "ranking-measurement", "label": "排名与效果衡量", "keywordCount": 2 }
  ],
  "highDemandExamples": [
    { "keyword": "GEO", "dailySearchTotal": 1672 },
    { "keyword": "geo是什么意思", "dailySearchTotal": 527 },
    { "keyword": "geo推广", "dailySearchTotal": 510 },
    { "keyword": "GEO优化", "dailySearchTotal": 265 },
    { "keyword": "geo优化公司", "dailySearchTotal": 140 },
    { "keyword": "geo公司", "dailySearchTotal": 80 },
    { "keyword": "geo是什么", "dailySearchTotal": 74 },
    { "keyword": "geo优化系统", "dailySearchTotal": 39 },
    { "keyword": "geo优化服务商", "dailySearchTotal": 36 },
    { "keyword": "geo服务商", "dailySearchTotal": 35 },
    { "keyword": "geo官网", "dailySearchTotal": 29 },
    { "keyword": "什么是geo", "dailySearchTotal": 22 },
    { "keyword": "Geo和sEO的区别", "dailySearchTotal": 19 },
    { "keyword": "geo排名", "dailySearchTotal": 18 },
    { "keyword": "GEO排名优化", "dailySearchTotal": 16 }
  ],
  "excludedExamples": [
    { "keyword": "geo数据库", "reason": "更可能指生物信息学 GEO 数据库，和生成式搜索优化主题不一致。" },
    { "keyword": "ncbi geo", "reason": "属于 NCBI GEO 数据库语境，不是本研究的 GEO 主题。" },
    { "keyword": "geo卫星", "reason": "属于地球同步轨道或卫星语境。" },
    { "keyword": "geo轨道", "reason": "属于航天和轨道语境。" },
    { "keyword": "geo数据", "reason": "主题可能指地理或生物数据，当前无法证明与生成式搜索优化相关。" }
  ],
  "regionalBacklogExamples": ["广州 GEO 优化", "深圳 GEO 优化", "北京 GEO 优化", "上海 GEO 优化"],
  "method": [
    "保留与生成式搜索优化主题、用户意图和 ZenLeak 内容边界相匹配的记录。",
    "把同义定义词合并到一个合理页面，不为“是什么”“是什么意思”“是啥”批量创建薄页面。",
    "把商业词改造成中立的服务商评估、交付物和验收问题，不把指数或 CPC 写成效果保证。",
    "将地域词暂存，只有在具备真实地域服务、项目或独立证据时才评估独立页面。",
    "将关键词指标作为排序信号，再结合问题可回答性、证据可获得性、页面角色和后续复测安排。"
  ],
  "limits": [
    "关键词工具指标反映工具口径下的需求或竞争信号，不等于真实排名、收录、点击或 AI 引用。",
    "原始词表包含歧义词和跨主题词，不能把全部记录解释为生成式搜索优化需求。",
    "64 个主题是内容规划结果，不代表 64 个页面都应立即发布；页面角色和同义词合并仍需人工判断。",
    "地域候选数量不代表存在真实本地服务需求，也不支持批量创建城市页面。",
    "本文件是筛选结果的公开摘要；配套 CSV 和研究说明是内部工作底稿，不作为线上 URL 暴露，公开结论以本文件记录的统计、示例、方法和限制为准。"
  ]
}