{
  "schemaVersion": "1.2",
  "type": "tutorial-evidence-record",
  "language": "zh-CN",
  "generatedAt": "2026-10-14",
  "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-effect-review",
    "title": "GEO 效果复盘怎么做：从一次 AI 回答到 30 天趋势的证据记录",
    "url": "https://zenleak.cn/content/geo-effect-review/",
    "path": "/content/geo-effect-review/",
    "evidenceUrl": "https://zenleak.cn/evidence/#geo-effect-review",
    "representations": {
      "json": "https://zenleak.cn/evidence/geo-effect-review.json",
      "markdown": "https://zenleak.cn/evidence/geo-effect-review.md"
    },
    "category": "内容优化",
    "contentType": "guide",
    "status": "reviewed",
    "statusLabel": "已复核",
    "datePublished": "2026-10-14",
    "dateModified": "2026-10-14",
    "reviewedAt": "2026-10-14",
    "evidenceReviewedAt": "2026-10-14",
    "claims": [
      {
        "id": "geo-effect-review-claim-1",
        "text": "GEO 效果复盘不能用一次 AI 回答或一个总分代表；应把技术资格、搜索表现、AI 答案可见性、引用准确和业务行为分成不同证据层。",
        "url": "https://zenleak.cn/evidence/#geo-effect-review-claim-1",
        "articleUrl": "https://zenleak.cn/content/geo-effect-review/#geo-effect-review-claim-1",
        "evidence": [
          {
            "tutorialId": "geo-effect-review",
            "claimText": "GEO 效果复盘不能用一次 AI 回答或一个总分代表；应把技术资格、搜索表现、AI 答案可见性、引用准确和业务行为分成不同证据层。",
            "relation": "context",
            "sourceUrl": "https://developers.google.com/search/docs/fundamentals/how-search-works",
            "sourceTitle": "Google Search Central · How Google Search works",
            "locator": "Crawling, indexing and serving search results",
            "excerpt": "Google Search works in three stages: crawling, indexing, and serving search results. Not every page that Google processes ends up being indexed.",
            "checkedAt": "2026-10-14",
            "limits": "Google 官方文档直接支持抓取、索引和展示需要分开；五层复盘结构和 AI、业务层的扩展是 ZenLeak 的研究设计，不是 Google 统一定义的 GEO 评分标准。"
          }
        ]
      },
      {
        "id": "geo-effect-review-claim-2",
        "text": "品牌提及、显式页面引用、内容采用、引用准确和回答完整是不同维度，必须分别保存原始回答、来源链接、页面版本和判定理由。",
        "url": "https://zenleak.cn/evidence/#geo-effect-review-claim-2",
        "articleUrl": "https://zenleak.cn/content/geo-effect-review/#geo-effect-review-claim-2",
        "evidence": [
          {
            "tutorialId": "geo-effect-review",
            "claimText": "品牌提及、显式页面引用、内容采用、引用准确和回答完整是不同维度，必须分别保存原始回答、来源链接、页面版本和判定理由。",
            "relation": "context",
            "sourceUrl": "https://arxiv.org/abs/2304.09848",
            "sourceTitle": "Evaluating Verifiability in Generative Search Engines",
            "locator": "Abstract：citation recall 与 citation precision",
            "excerpt": "系统应尽可能全面地支持回答中的陈述，并确保每个引用都支持其关联陈述；论文分别讨论 citation recall 与 citation precision。",
            "checkedAt": "2026-10-14",
            "limits": "论文讨论生成式搜索中的引用覆盖和准确，不定义 ZenLeak 的品牌提及、内容采用和回答完整字段；本文的分层字段是面向实际平台观察的扩展。"
          }
        ]
      },
      {
        "id": "geo-effect-review-claim-3",
        "text": "可靠的复测要固定问题、平台、轮次、地区或语言条件，并公开计划观测数、有效回答数、缺失原因和每个指标的分子与分母。",
        "url": "https://zenleak.cn/evidence/#geo-effect-review-claim-3",
        "articleUrl": "https://zenleak.cn/content/geo-effect-review/#geo-effect-review-claim-3",
        "evidence": [
          {
            "tutorialId": "geo-effect-review",
            "claimText": "可靠的复测要固定问题、平台、轮次、地区或语言条件，并公开计划观测数、有效回答数、缺失原因和每个指标的分子与分母。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/experiments/domestic-ai-citation-benchmark-method/",
            "sourceTitle": "国内 AI 引用实验怎么做：从固定问题到可复核结果",
            "locator": "实验范围、运行条件、证据包和逐题执行流程",
            "excerpt": "基准方法要求冻结平台、问题、语言、地区、登录状态、联网模式、页面版本和观察窗口，并保存完整回答、来源与审核理由。",
            "checkedAt": "2026-10-14",
            "limits": "这是 ZenLeak 的第一方研究协议，不是所有 AI 平台公开的统一测试标准；平台是否提供稳定来源和可访问回答仍取决于产品状态。"
          }
        ]
      },
      {
        "id": "geo-effect-review-claim-4",
        "text": "一次观察只能支持有限的描述性结论；30 天趋势还要考虑平台波动、页面改动、同期推广和替代解释，不能据此承诺排名、收录、引用或转化。",
        "url": "https://zenleak.cn/evidence/#geo-effect-review-claim-4",
        "articleUrl": "https://zenleak.cn/content/geo-effect-review/#geo-effect-review-claim-4",
        "evidence": [
          {
            "tutorialId": "geo-effect-review",
            "claimText": "一次观察只能支持有限的描述性结论；30 天趋势还要考虑平台波动、页面改动、同期推广和替代解释，不能据此承诺排名、收录、引用或转化。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/practice/geo-measurement-framework/",
            "sourceTitle": "如何衡量 GEO 效果：从 AI 引用、搜索可见性到业务转化",
            "locator": "基线与复测、归因与增量、证据强度梯子",
            "excerpt": "改造后数字变化首先只能称为观察到的变化；只有结合对照、重复窗口和变更记录，才可以谨慎讨论增量方向。",
            "checkedAt": "2026-10-14",
            "limits": "这是 ZenLeak 的测量与归因方法，不是平台排名或 AI 引用保证；30 天只是示例节奏，实际窗口应按平台处理时间和业务周期调整。"
          }
        ]
      }
    ],
    "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": "Bing AI Performance",
        "url": "https://www.bing.com/webmasters/help/ai-performance-9f8e7d6c",
        "publisher": "Bing Webmaster Tools"
      },
      {
        "label": "Evaluating Verifiability in Generative Search Engines",
        "url": "https://arxiv.org/abs/2304.09848",
        "publisher": "Liu et al. · arXiv"
      },
      {
        "label": "PROV-Overview",
        "url": "https://www.w3.org/TR/prov-overview/",
        "publisher": "W3C"
      },
      {
        "label": "GEO 效果衡量框架",
        "url": "https://zenleak.cn/practice/geo-measurement-framework/",
        "publisher": "ZenLeak 实验室"
      },
      {
        "label": "AI 搜索引用证据怎么归档",
        "url": "https://zenleak.cn/content/ai-citation-evidence-record/",
        "publisher": "ZenLeak 实验室"
      },
      {
        "label": "国内 AI 引用实验怎么做",
        "url": "https://zenleak.cn/experiments/domestic-ai-citation-benchmark-method/",
        "publisher": "ZenLeak 实验室"
      }
    ],
    "prerequisites": [
      {
        "id": "geo-promotion-guide",
        "title": "GEO 推广怎么做？从关键词选择到 AI 引用复测的完整执行流程",
        "url": "https://zenleak.cn/content/geo-promotion-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": "ai-citation-evidence-record",
        "title": "AI 搜索引用证据怎么归档：从原始回答到可复核记录",
        "url": "https://zenleak.cn/content/ai-citation-evidence-record/"
      },
      {
        "id": "domestic-ai-citation-retest-guide",
        "title": "国内 AI 平台 GEO 引用复测怎么做：固定问题、来源核验与证据记录",
        "url": "https://zenleak.cn/experiments/domestic-ai-citation-retest-guide/"
      }
    ],
    "related": [
      {
        "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-promotion-guide",
        "title": "GEO 推广怎么做？从关键词选择到 AI 引用复测的完整执行流程",
        "url": "https://zenleak.cn/content/geo-promotion-guide/"
      },
      {
        "id": "geo-monitoring-tools-guide",
        "title": "GEO 监测工具怎么选：AI 提及、页面引用与搜索收录复测",
        "url": "https://zenleak.cn/content/geo-monitoring-tools-guide/"
      },
      {
        "id": "ai-citation-evidence-record",
        "title": "AI 搜索引用证据怎么归档：从原始回答到可复核记录",
        "url": "https://zenleak.cn/content/ai-citation-evidence-record/"
      },
      {
        "id": "ai-citation-accuracy",
        "title": "AI 引用了你的网站，就算 GEO 成功吗？引用准确性的核查方法",
        "url": "https://zenleak.cn/experiments/ai-citation-accuracy/"
      },
      {
        "id": "domestic-ai-citation-retest-guide",
        "title": "国内 AI 平台 GEO 引用复测怎么做：固定问题、来源核验与证据记录",
        "url": "https://zenleak.cn/experiments/domestic-ai-citation-retest-guide/"
      },
      {
        "id": "geo-optimization-report-guide",
        "title": "GEO 优化报告怎么做：从 AI 引用监测到搜索收录复测的完整模板",
        "url": "https://zenleak.cn/content/geo-optimization-report-guide/"
      }
    ]
  }
}