{
  "schemaVersion": "1.2",
  "type": "tutorial-evidence-record",
  "language": "zh-CN",
  "generatedAt": "2026-09-23",
  "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-academy-search-review",
    "title": "GEO 学院搜索结果研究：前五个页面分别强在哪里",
    "url": "https://zenleak.cn/cases/geo-academy-search-review/",
    "path": "/cases/geo-academy-search-review/",
    "evidenceUrl": "https://zenleak.cn/evidence/#geo-academy-search-review",
    "representations": {
      "json": "https://zenleak.cn/evidence/geo-academy-search-review.json",
      "markdown": "https://zenleak.cn/evidence/geo-academy-search-review.md"
    },
    "category": "案例",
    "contentType": "case-study",
    "status": "reviewed",
    "statusLabel": "已复核",
    "datePublished": "2026-09-23",
    "dateModified": "2026-09-23",
    "reviewedAt": "2026-09-23",
    "evidenceReviewedAt": "2026-09-23",
    "claims": [
      {
        "id": "geo-academy-search-review-claim-1",
        "text": "2026-09-23 在广州位置、Google 香港中文界面下观察“GEO学院”结果前五个相关页面；本案例记录页面当前状态，不把一次搜索快照当成稳定排名证明。",
        "url": "https://zenleak.cn/evidence/#geo-academy-search-review-claim-1",
        "articleUrl": "https://zenleak.cn/cases/geo-academy-search-review/#geo-academy-search-review-claim-1",
        "evidence": [
          {
            "tutorialId": "geo-academy-search-review",
            "claimText": "2026-09-23 在广州位置、Google 香港中文界面下观察“GEO学院”结果前五个相关页面；本案例记录页面当前状态，不把一次搜索快照当成稳定排名证明。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/downloads/research/geo-academy-search-2026-09-23.json",
            "sourceTitle": "GEO 学院搜索结果研究快照",
            "locator": "query、observedAt 与 results 字段",
            "excerpt": "查询词为 GEO学院，界面为 Google 香港中文界面，位置为广州，样本为前五个相关搜索结果。",
            "checkedAt": "2026-09-23",
            "limits": "这是单次查询环境的第一方快照；结果可能随时间、地区、语言、登录状态和搜索系统变化。"
          }
        ]
      },
      {
        "id": "geo-academy-search-review-claim-2",
        "text": "五个结果分别呈现了阶段化学院、失效落地页、文章归档、规模化百科和问题型内容入口等形态；页面有文章不等于有学习路径，有结构化入口也不等于已经获得 AI 引用。",
        "url": "https://zenleak.cn/evidence/#geo-academy-search-review-claim-2",
        "articleUrl": "https://zenleak.cn/cases/geo-academy-search-review/#geo-academy-search-review-claim-2",
        "evidence": [
          {
            "tutorialId": "geo-academy-search-review",
            "claimText": "五个结果分别呈现了阶段化学院、失效落地页、文章归档、规模化百科和问题型内容入口等形态；页面有文章不等于有学习路径，有结构化入口也不等于已经获得 AI 引用。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/downloads/research/geo-academy-search-2026-09-23.json",
            "sourceTitle": "GEO 学院搜索结果研究快照",
            "locator": "results.pageRole、observations 与 limits 字段",
            "excerpt": "五个结果被记录为 productized-academy、stale-search-result、article-archive、scaled-content-and-commercial-entry 与 question-led-content-entry。",
            "checkedAt": "2026-09-23",
            "limits": "页面角色是本次研究的编辑分类，不是搜索平台公开的质量标签；未在入口看到某项结构也不代表整个站点没有该内容。"
          }
        ]
      },
      {
        "id": "geo-academy-search-review-claim-3",
        "text": "ZenLeak 的差异化方向是把八模块学院路径、可完成交付物、声明级证据账本、第一方实验和机器可读入口连接起来，并持续记录观察、推断与未知状态。",
        "url": "https://zenleak.cn/evidence/#geo-academy-search-review-claim-3",
        "articleUrl": "https://zenleak.cn/cases/geo-academy-search-review/#geo-academy-search-review-claim-3",
        "evidence": [
          {
            "tutorialId": "geo-academy-search-review",
            "claimText": "ZenLeak 的差异化方向是把八模块学院路径、可完成交付物、声明级证据账本、第一方实验和机器可读入口连接起来，并持续记录观察、推断与未知状态。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/academy/",
            "sourceTitle": "ZenLeak GEO 学院",
            "locator": "八模块学习路径、完成标准与证据/实验入口",
            "excerpt": "学院页面公开八个学习模块，并为模块提供学习目标、完成标准和教程入口；页面同时链接证据账本与实验室。",
            "checkedAt": "2026-09-23",
            "limits": "这是 ZenLeak 当前产品架构的描述，不证明该架构已经带来排名、收录或 AI 引用提升。"
          }
        ]
      }
    ],
    "sources": [
      {
        "label": "TENTEN GEO 学院",
        "url": "https://geo.tenten.co/zh-CN/learn",
        "publisher": "TENTEN"
      },
      {
        "label": "见川 GEO 学院搜索结果落地页",
        "url": "https://georadar.top/geo-academy",
        "publisher": "见川"
      },
      {
        "label": "即推 GEO 内容入口",
        "url": "https://www.cnexpintel.com/",
        "publisher": "即推"
      },
      {
        "label": "大麦 GEO 学院百科入口",
        "url": "https://www.damaigeo.com/news/baike/",
        "publisher": "大麦 GEO"
      },
      {
        "label": "WhatGEO GEO 学院",
        "url": "https://www.whatgeo.com/category/school/",
        "publisher": "WhatGEO"
      },
      {
        "label": "本次研究快照 JSON",
        "url": "https://zenleak.cn/downloads/research/geo-academy-search-2026-09-23.json",
        "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"
      }
    ],
    "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": "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": "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-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/"
      }
    ],
    "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": "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": "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": "content-refresh-strategy",
        "title": "内容更新策略：用衰减信号、复核触发器与版本记录维护教程",
        "url": "https://zenleak.cn/content/content-refresh-strategy/"
      },
      {
        "id": "zenleak-readiness-baseline",
        "title": "ZenLeak 上线基线案例：从 28 个页面检查到可复核证据",
        "url": "https://zenleak.cn/cases/zenleak-readiness-baseline/"
      },
      {
        "id": "geo-discovery-vs-citation",
        "title": "GEO 实验如何区分被发现、被收录与被 AI 引用：ZenLeak Day 3 复测记录",
        "url": "https://zenleak.cn/content/geo-discovery-vs-citation/"
      }
    ]
  }
}