{
  "schemaVersion": "1.0",
  "id": "geo-academy-search-2026-09-23",
  "title": "GEO 学院搜索结果研究快照",
  "observedAt": "2026-09-23",
  "query": {
    "text": "GEO学院",
    "interface": "Google 香港中文界面",
    "location": "广州",
    "sample": "前五个相关搜索结果"
  },
  "purpose": "比较 GEO 教程站公开入口的页面角色、学习路径、证据结构、机器入口和落地页稳定性。",
  "method": [
    "保存搜索结果位置和目标 URL。",
    "打开目标落地页，记录访问状态和当前页面角色。",
    "只记录公开入口中可以直接核对的内容。",
    "将页面当前状态与搜索摘要分开，不把未看到解释为不存在。"
  ],
  "dimensions": [
    "result-stability",
    "learning-path",
    "evidence-and-review",
    "execution-entry",
    "machine-readability"
  ],
  "results": [
    {
      "position": 1,
      "name": "TENTEN GEO 学院",
      "resultUrl": "https://geo.tenten.co/zh-CN/learn",
      "checkedUrl": "https://geo.tenten.co/zh-CN/learn",
      "observedStatus": "accessible",
      "pageRole": "productized-academy",
      "observations": [
        "公开阶段化学习路径",
        "提供诊断入口",
        "站点公开结构化数据和 llms.txt 相关机器入口"
      ],
      "limits": "结构完整不等于已证明带来排名或 AI 引用。"
    },
    {
      "position": 2,
      "name": "见川 GEO 学院",
      "resultUrl": "https://georadar.top/geo-academy",
      "checkedUrl": "https://georadar.top/geo-academy",
      "observedStatus": "http-404",
      "pageRole": "stale-search-result",
      "observations": [
        "搜索结果目标地址在观察时返回 404",
        "同域名首页当前呈现为 Formly 3D 建模相关站点"
      ],
      "limits": "一次访问不能证明项目永久停止或历史内容不存在。"
    },
    {
      "position": 3,
      "name": "即推 GEO 学院",
      "resultUrl": "https://www.cnexpintel.com/",
      "checkedUrl": "https://www.cnexpintel.com/",
      "observedStatus": "accessible",
      "pageRole": "article-archive",
      "observations": [
        "公开文章分类和持续更新入口",
        "本次入口观察中未直接看到完整课程顺序和声明级证据账本"
      ],
      "limits": "未在入口看到某项结构不代表站点其他页面没有该内容。"
    },
    {
      "position": 4,
      "name": "大麦 GEO 学院",
      "resultUrl": "https://www.damaigeo.com/news/baike/",
      "checkedUrl": "https://www.damaigeo.com/news/baike/",
      "observedStatus": "accessible",
      "pageRole": "scaled-content-and-commercial-entry",
      "observations": [
        "百科式内容规模和商业承接较突出",
        "搜索结果中的分页地址在观察时出现 404",
        "本次入口观察中未直接看到公开证据账本或实验复测结构"
      ],
      "limits": "分页状态和入口结构需要在不同 URL、时间和客户端下复核。"
    },
    {
      "position": 5,
      "name": "WhatGEO GEO 学院",
      "resultUrl": "https://www.whatgeo.com/category/school/",
      "checkedUrl": "https://www.whatgeo.com/category/school/",
      "observedStatus": "accessible",
      "pageRole": "question-led-content-entry",
      "observations": [
        "问题型标题与搜索意图匹配",
        "本次入口观察中未直接看到与 ZenLeak 八模块路径对应的公开课程、实验和证据闭环"
      ],
      "limits": "入口页观察不能代表整个站点的所有页面能力。"
    }
  ],
  "interpretation": {
    "strongest_observed_pattern": "把学习顺序、诊断动作和站点机器入口连接起来，比单纯增加文章数量更接近学院产品。",
    "zenleak_direction": "保持八模块学院路径，同时公开完成标准、声明级证据、第一方实验和机器可读记录。",
    "not_proven": [
      "前五位置不是质量或排名因素证明。",
      "页面结构不是 AI 引用保证。",
      "一次快照不能外推长期搜索表现。"
    ]
  },
  "nextReview": "待固定相同查询环境后复测",
  "humanReadable": "/cases/geo-academy-search-review/"
}