{
  "schemaVersion": "1.2",
  "type": "tutorial-evidence-record",
  "language": "zh-CN",
  "generatedAt": "2026-10-03",
  "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-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/",
    "path": "/practice/geo-measurement-framework/",
    "evidenceUrl": "https://zenleak.cn/evidence/#geo-measurement-framework",
    "representations": {
      "json": "https://zenleak.cn/evidence/geo-measurement-framework.json",
      "markdown": "https://zenleak.cn/evidence/geo-measurement-framework.md"
    },
    "category": "实验室",
    "contentType": "experiment",
    "status": "reviewed",
    "statusLabel": "已复核",
    "datePublished": "2026-09-18",
    "dateModified": "2026-10-03",
    "reviewedAt": "2026-09-18",
    "evidenceReviewedAt": "2026-09-23",
    "claims": [
      {
        "id": "geo-measurement-framework-claim-1",
        "text": "GEO 效果不能压缩成一个通用分数；应沿技术资格、搜索发现与表现、AI 答案可见性、站内行为与业务结果建立四层证据链。",
        "url": "https://zenleak.cn/evidence/#geo-measurement-framework-claim-1",
        "articleUrl": "https://zenleak.cn/practice/geo-measurement-framework/#geo-measurement-framework-claim-1",
        "evidence": []
      },
      {
        "id": "geo-measurement-framework-claim-2",
        "text": "AI 观测的最小单元应固定为问题、平台、轮次和地区或语言条件，并分别计算品牌提及、显式引用、内容采用与答案准确度。",
        "url": "https://zenleak.cn/evidence/#geo-measurement-framework-claim-2",
        "articleUrl": "https://zenleak.cn/practice/geo-measurement-framework/#geo-measurement-framework-claim-2",
        "evidence": [
          {
            "tutorialId": "geo-measurement-framework",
            "claimText": "AI 观测的最小单元应固定为问题、平台、轮次和地区或语言条件，并分别计算品牌提及、显式引用、内容采用与答案准确度。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/methodology/",
            "sourceTitle": "ZenLeak GEO 方法论",
            "locator": "AI 搜索实验的记录标准",
            "excerpt": "记录完整问题、平台、日期、语言和地区、页面版本，并区分提及、链接、内容采用和答案准确度。",
            "checkedAt": "2026-09-23",
            "limits": "这是 ZenLeak 的实验协议和指标分层，不是搜索或 AI 平台提供的统一行业指标；小样本仍需公开分母和限制。"
          }
        ]
      },
      {
        "id": "geo-measurement-framework-claim-3",
        "text": "前后变化只有结合页面版本、重复窗口、对照组和变更日志才具有归因价值；时间上先发生不等于由该改动造成。",
        "url": "https://zenleak.cn/evidence/#geo-measurement-framework-claim-3",
        "articleUrl": "https://zenleak.cn/practice/geo-measurement-framework/#geo-measurement-framework-claim-3",
        "evidence": []
      },
      {
        "id": "geo-measurement-framework-claim-4",
        "text": "0、未知、未检测和接口缺失代表不同事实。小样本应公开计数与分母，不能用百分比和缺失值制造虚假确定性。",
        "url": "https://zenleak.cn/evidence/#geo-measurement-framework-claim-4",
        "articleUrl": "https://zenleak.cn/practice/geo-measurement-framework/#geo-measurement-framework-claim-4",
        "evidence": []
      }
    ],
    "sources": [
      {
        "label": "How Google Search works",
        "url": "https://developers.google.com/search/docs/fundamentals/how-search-works",
        "publisher": "Google Search Central"
      },
      {
        "label": "Search Console 效果报告",
        "url": "https://support.google.com/webmasters/answer/7576553?hl=zh-Hans",
        "publisher": "Google Search Console"
      },
      {
        "label": "GA4 广告系列和流量来源",
        "url": "https://support.google.com/analytics/answer/11242841?hl=zh-Hans",
        "publisher": "Google Analytics"
      },
      {
        "label": "OpenAI Crawlers",
        "url": "https://developers.openai.com/api/docs/bots",
        "publisher": "OpenAI"
      },
      {
        "label": "Bing AI Performance",
        "url": "https://www.bing.com/webmasters/help/ai-performance-9f8e7d6c",
        "publisher": "Bing Webmaster Tools"
      },
      {
        "label": "Bing URL Inspection",
        "url": "https://www.bing.com/webmasters/help/url-inspection-55a30305",
        "publisher": "Bing Webmaster Tools"
      },
      {
        "label": "GEO: Generative Engine Optimization",
        "url": "https://arxiv.org/abs/2311.09735",
        "publisher": "arXiv"
      }
    ],
    "prerequisites": [
      {
        "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": "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/"
      }
    ],
    "related": [
      {
        "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/"
      },
      {
        "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": "indexing-vs-ai-citation",
        "title": "百度已经收录，为什么 AI 仍然不引用？从抓取、索引到答案引用的完整链路",
        "url": "https://zenleak.cn/technical/indexing-vs-ai-citation/"
      },
      {
        "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": "crawl-render-index",
        "title": "抓取、渲染、归一与索引：页面不可见问题的完整诊断链",
        "url": "https://zenleak.cn/technical/crawl-render-index/"
      },
      {
        "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": "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/"
      }
    ]
  }
}