{
  "schemaVersion": "1.2",
  "type": "tutorial-evidence-record",
  "language": "zh-CN",
  "generatedAt": "2026-11-06",
  "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-evidence-support-audit",
    "title": "GEO 证据审计怎么做：从有来源到能支持",
    "url": "https://zenleak.cn/content/geo-evidence-support-audit/",
    "path": "/content/geo-evidence-support-audit/",
    "evidenceUrl": "https://zenleak.cn/evidence/#geo-evidence-support-audit",
    "representations": {
      "json": "https://zenleak.cn/evidence/geo-evidence-support-audit.json",
      "markdown": "https://zenleak.cn/evidence/geo-evidence-support-audit.md"
    },
    "category": "内容优化",
    "contentType": "case-study",
    "status": "reviewed",
    "statusLabel": "已复核",
    "datePublished": "2026-11-06",
    "dateModified": "2026-11-06",
    "reviewedAt": "2026-11-06",
    "evidenceReviewedAt": "2026-11-06",
    "claims": [
      {
        "id": "geo-evidence-support-audit-claim-1",
        "text": "声明级映射存在只说明记录建立，不能单独证明来源完整支持整句话；证据审计要分开检查可达性、语义支持和结论边界。",
        "url": "https://zenleak.cn/evidence/#geo-evidence-support-audit-claim-1",
        "articleUrl": "https://zenleak.cn/content/geo-evidence-support-audit/#geo-evidence-support-audit-claim-1",
        "evidence": [
          {
            "tutorialId": "geo-evidence-support-audit",
            "checkedAt": "2026-11-06",
            "claimText": "声明级映射存在只说明记录建立，不能单独证明来源完整支持整句话；证据审计要分开检查可达性、语义支持和结论边界。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/downloads/research/geo-evidence-support-audit-2026-11-06.json",
            "sourceTitle": "12 条已有证据映射的支持范围抽样复核",
            "locator": "method.checks；assessmentLabels；limitations",
            "excerpt": "本次同时检查来源响应、来源摘录与声明范围；‘窄范围支持’不表示整句没有其他待核部分，网络超时不判断来源失效。",
            "limits": "这是 12 条记录的第一方抽样方法，不是 183 条映射的总体准确率，也不测量搜索收录或 AI 引用。"
          }
        ]
      },
      {
        "id": "geo-evidence-support-audit-claim-2",
        "text": "2026-11-06 按四种关系各抽 3 条、共 12 条记录：4 条支持窄范围判断，4 条来源可访问但需要拆句，4 条因本次核验环境超时而保持未知。",
        "url": "https://zenleak.cn/evidence/#geo-evidence-support-audit-claim-2",
        "articleUrl": "https://zenleak.cn/content/geo-evidence-support-audit/#geo-evidence-support-audit-claim-2",
        "evidence": [
          {
            "tutorialId": "geo-evidence-support-audit",
            "checkedAt": "2026-11-06",
            "claimText": "2026-11-06 按四种关系各抽 3 条、共 12 条记录：4 条支持窄范围判断，4 条来源可访问但需要拆句，4 条因本次核验环境超时而保持未知。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/downloads/research/geo-evidence-support-audit-2026-11-06.json",
            "sourceTitle": "12 条已有证据映射的支持范围抽样复核",
            "locator": "population.selection；results；records",
            "excerpt": "results.sampledRecords=12；narrowSupport=4；splitRequired=4；environmentUnavailable=4；relationCounts 为 direct、context、inference、first-party 各 3 条。",
            "limits": "快照中的最终口径为 4 条窄范围支持、4 条需要拆句和 4 条当前环境无法复核；小样本不能代表总体。"
          }
        ]
      },
      {
        "id": "geo-evidence-support-audit-claim-3",
        "text": "IndexNow 的接口响应、HTTP 429、来源溯源和第一方复测分别回答不同问题，不能因为同一段文字有一个链接就合并成收录、引用或因果结论。",
        "url": "https://zenleak.cn/evidence/#geo-evidence-support-audit-claim-3",
        "articleUrl": "https://zenleak.cn/content/geo-evidence-support-audit/#geo-evidence-support-audit-claim-3",
        "evidence": [
          {
            "tutorialId": "geo-evidence-support-audit",
            "checkedAt": "2026-11-06",
            "claimText": "IndexNow 的接口响应、HTTP 429、来源溯源和第一方复测分别回答不同问题，不能因为同一段文字有一个链接就合并成收录、引用或因果结论。",
            "relation": "context",
            "sourceUrl": "https://www.indexnow.org/documentation",
            "sourceTitle": "IndexNow 官方技术文档",
            "locator": "Response codes and their meaning",
            "excerpt": "The HTTP 200 response code only indicates that the search engine has received your URL.",
            "limits": "IndexNow 文档只支持提交响应语义；HTTP 429、来源溯源、搜索收录和 AI 因果需要分别核验，不能由这一处来源推出。"
          }
        ]
      },
      {
        "id": "geo-evidence-support-audit-claim-4",
        "text": "自动化适合检查字段、重复、链接状态、版本变化和分母；来源是否真正支持对象、条件、数字与结论强度仍需要人工语义核验。",
        "url": "https://zenleak.cn/evidence/#geo-evidence-support-audit-claim-4",
        "articleUrl": "https://zenleak.cn/content/geo-evidence-support-audit/#geo-evidence-support-audit-claim-4",
        "evidence": [
          {
            "tutorialId": "geo-evidence-support-audit",
            "checkedAt": "2026-11-06",
            "claimText": "自动化适合检查字段、重复、链接状态、版本变化和分母；来源是否真正支持对象、条件、数字与结论强度仍需要人工语义核验。",
            "relation": "inference",
            "sourceUrl": "https://zenleak.cn/content/geo-claim-evidence-library/",
            "sourceTitle": "GEO 声明级证据库怎么建：从一句结论到可核验记录",
            "locator": "自动化可以做什么，不能替代什么",
            "excerpt": "自动校验只负责结构和变化提醒，人工审核负责语义支持和结论边界。",
            "limits": "这是 ZenLeak 的证据工程边界，不是所有搜索引擎或 AI 平台的统一要求；自动化检查也不等于事实已经正确。"
          }
        ]
      },
      {
        "id": "geo-evidence-support-audit-claim-5",
        "text": "第一方材料可以证明 ZenLeak 在特定时间公开了什么方法或观察，不等于证明搜索收录、AI 引用、排名、流量或转化效果。",
        "url": "https://zenleak.cn/evidence/#geo-evidence-support-audit-claim-5",
        "articleUrl": "https://zenleak.cn/content/geo-evidence-support-audit/#geo-evidence-support-audit-claim-5",
        "evidence": [
          {
            "tutorialId": "geo-evidence-support-audit",
            "checkedAt": "2026-11-06",
            "claimText": "第一方材料可以证明 ZenLeak 在特定时间公开了什么方法或观察，不等于证明搜索收录、AI 引用、排名、流量或转化效果。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/content/geo-retest-report-guide/",
            "sourceTitle": "GEO 复测报告怎么写：从技术可访问到 AI 引用的四层证据链",
            "locator": "样本和分母；结论边界；2026-10-18 复测数据",
            "excerpt": "第一方技术与站内规则快照不证明搜索引擎已经收录、排名或 AI 引用页面；不同数据集不能合并为一个总分。",
            "limits": "该页面只支持对 ZenLeak 历史复测材料和边界的描述，不是当前平台状态，也不是外部效果证明。"
          }
        ]
      },
      {
        "id": "geo-evidence-support-audit-claim-6",
        "text": "高质量审计应同时公开总体、抽样规则、逐条判断、访问失败原因、未知数量和下一次复核触发条件。",
        "url": "https://zenleak.cn/evidence/#geo-evidence-support-audit-claim-6",
        "articleUrl": "https://zenleak.cn/content/geo-evidence-support-audit/#geo-evidence-support-audit-claim-6",
        "evidence": [
          {
            "tutorialId": "geo-evidence-support-audit",
            "checkedAt": "2026-11-06",
            "claimText": "高质量审计应同时公开总体、抽样规则、逐条判断、访问失败原因、未知数量和下一次复核触发条件。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/downloads/research/geo-evidence-support-audit-2026-11-06.json",
            "sourceTitle": "12 条已有证据映射的支持范围抽样复核",
            "locator": "scope；population；method；results；limitations",
            "excerpt": "审计快照公开总体来源、固定抽样规则、逐条 assessment、network_timeout 原因、未知数量和限制；复核触发条件写入文章流程。",
            "limits": "这是 ZenLeak 为公开研究设计的记录规范，不是平台排名或 AI 引用的保证，也不替代正式的隐私和授权审查。"
          }
        ]
      }
    ],
    "sources": [
      {
        "label": "12 条已有证据映射的支持范围抽样复核（2026-11-06）",
        "url": "https://zenleak.cn/downloads/research/geo-evidence-support-audit-2026-11-06.json",
        "publisher": "ZenLeak 研究实验室"
      },
      {
        "label": "IndexNow 官方技术文档",
        "url": "https://www.indexnow.org/documentation",
        "publisher": "IndexNow.org"
      },
      {
        "label": "HTTP 429 Too Many Requests",
        "url": "https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/429",
        "publisher": "MDN Web Docs"
      },
      {
        "label": "PROV-Overview：来源与溯源模型",
        "url": "https://www.w3.org/TR/prov-overview/",
        "publisher": "W3C"
      },
      {
        "label": "GEO 声明级证据库怎么建",
        "url": "https://zenleak.cn/content/geo-claim-evidence-library/",
        "publisher": "ZenLeak 研究实验室"
      },
      {
        "label": "GEO 页面版本管理怎么做",
        "url": "https://zenleak.cn/content/geo-page-version-management/",
        "publisher": "ZenLeak 研究实验室"
      },
      {
        "label": "GEO 复测报告怎么写",
        "url": "https://zenleak.cn/content/geo-retest-report-guide/",
        "publisher": "ZenLeak 研究实验室"
      },
      {
        "label": "59 篇教程摘要声明映射冻结快照（2026-11-04）",
        "url": "https://zenleak.cn/downloads/research/geo-original-research-2026-11-04.json",
        "publisher": "ZenLeak 研究实验室"
      }
    ],
    "prerequisites": [
      {
        "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-claim-evidence-library",
        "title": "GEO 声明级证据库怎么建：从一句结论到可核验记录",
        "url": "https://zenleak.cn/content/geo-claim-evidence-library/"
      },
      {
        "id": "geo-original-research-guide",
        "title": "GEO 原创内容怎么做：用真实数据建立可核验的研究页面",
        "url": "https://zenleak.cn/content/geo-original-research-guide/"
      },
      {
        "id": "ai-citation-fidelity-audit",
        "title": "AI 引用准确性怎么判断：条件、范围与时间的声明级核验方法",
        "url": "https://zenleak.cn/content/ai-citation-fidelity-audit/"
      }
    ],
    "related": [
      {
        "id": "geo-claim-evidence-library",
        "title": "GEO 声明级证据库怎么建：从一句结论到可核验记录",
        "url": "https://zenleak.cn/content/geo-claim-evidence-library/"
      },
      {
        "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-original-research-guide",
        "title": "GEO 原创内容怎么做：用真实数据建立可核验的研究页面",
        "url": "https://zenleak.cn/content/geo-original-research-guide/"
      },
      {
        "id": "ai-citation-fidelity-audit",
        "title": "AI 引用准确性怎么判断：条件、范围与时间的声明级核验方法",
        "url": "https://zenleak.cn/content/ai-citation-fidelity-audit/"
      },
      {
        "id": "geo-page-version-management",
        "title": "GEO 页面版本管理怎么做：让 AI 引用复测、证据和内容更新可比较",
        "url": "https://zenleak.cn/content/geo-page-version-management/"
      },
      {
        "id": "geo-retest-report-guide",
        "title": "GEO复测报告怎么写：从技术可访问到 AI 引用的四层证据链",
        "url": "https://zenleak.cn/content/geo-retest-report-guide/"
      },
      {
        "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/"
      },
      {
        "id": "geo-page-publishing-checklist",
        "title": "GEO 页面发布前检查清单：12 项验收标准与复测方法",
        "url": "https://zenleak.cn/content/geo-page-publishing-checklist/"
      }
    ]
  }
}