{
  "schemaVersion": "1.2",
  "type": "tutorial-evidence-record",
  "language": "zh-CN",
  "generatedAt": "2026-11-04",
  "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-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/",
    "path": "/content/geo-original-research-guide/",
    "evidenceUrl": "https://zenleak.cn/evidence/#geo-original-research-guide",
    "representations": {
      "json": "https://zenleak.cn/evidence/geo-original-research-guide.json",
      "markdown": "https://zenleak.cn/evidence/geo-original-research-guide.md"
    },
    "category": "内容优化",
    "contentType": "guide",
    "status": "reviewed",
    "statusLabel": "已复核",
    "datePublished": "2026-11-04",
    "dateModified": "2026-11-04",
    "reviewedAt": "2026-11-04",
    "evidenceReviewedAt": "2026-11-04",
    "claims": [
      {
        "id": "geo-original-research-guide-claim-1",
        "text": "GEO 原创内容应围绕一个能验证的具体问题产生信息增量，并同时公开方法、结果、原始材料和限制；改写旧文不能替代实际研究。",
        "url": "https://zenleak.cn/evidence/#geo-original-research-guide-claim-1",
        "articleUrl": "https://zenleak.cn/content/geo-original-research-guide/#geo-original-research-guide-claim-1",
        "evidence": [
          {
            "tutorialId": "geo-original-research-guide",
            "checkedAt": "2026-11-04",
            "claimText": "GEO 原创内容应围绕一个能验证的具体问题产生信息增量，并同时公开方法、结果、原始材料和限制；改写旧文不能替代实际研究。",
            "relation": "inference",
            "sourceUrl": "https://developers.google.cn/search/docs/fundamentals/creating-helpful-content?hl=zh-cn",
            "sourceTitle": "创建实用、可靠、以用户为中心的内容",
            "locator": "与内容和质量相关的问题；本文的定义问题、流程与限制章节",
            "excerpt": "官方自评问题要求检查内容是否提供原创信息、报告、研究或分析，以及是否在借鉴来源时增加实质价值。此处为中文转述。",
            "limits": "将原创价值落实为研究问题与公开材料，是 ZenLeak 的编辑方法；官方指南不要求每篇文章都做实验，也不保证 GEO 效果。"
          }
        ]
      },
      {
        "id": "geo-original-research-guide-claim-2",
        "text": "2026-11-04 发布本文前冻结的 59 篇教程中，251 条摘要声明有 179 条存在精确对应的证据映射，72 条未映射。",
        "url": "https://zenleak.cn/evidence/#geo-original-research-guide-claim-2",
        "articleUrl": "https://zenleak.cn/content/geo-original-research-guide/#geo-original-research-guide-claim-2",
        "evidence": [
          {
            "tutorialId": "geo-original-research-guide",
            "checkedAt": "2026-11-04",
            "claimText": "2026-11-04 发布本文前冻结的 59 篇教程中，251 条摘要声明有 179 条存在精确对应的证据映射，72 条未映射。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/downloads/research/geo-original-research-2026-11-04.json",
            "sourceTitle": "ZenLeak 59 篇教程摘要声明映射冻结快照",
            "locator": "results；inputFiles；method；perTutorial",
            "excerpt": "results: tutorials=59; summaryClaims=251; mappedSummaryClaims=179; unmappedSummaryClaims=72。输入字节哈希与采集时生产对应源文件一致。",
            "limits": "只检查发布本文前冻结的教程摘要与映射表，不扫描正文，不审核语义支持，不代表全部公开页面或线上抓取结果。"
          }
        ]
      },
      {
        "id": "geo-original-research-guide-claim-3",
        "text": "本次摘要声明映射覆盖率为 179/251，即 71.31%；183 是映射记录数，一个声明有多条来源时不能重复计入覆盖数。",
        "url": "https://zenleak.cn/evidence/#geo-original-research-guide-claim-3",
        "articleUrl": "https://zenleak.cn/content/geo-original-research-guide/#geo-original-research-guide-claim-3",
        "evidence": [
          {
            "tutorialId": "geo-original-research-guide",
            "checkedAt": "2026-11-04",
            "claimText": "本次摘要声明映射覆盖率为 179/251，即 71.31%；183 是映射记录数，一个声明有多条来源时不能重复计入覆盖数。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/downloads/research/geo-original-research-2026-11-04.json",
            "sourceTitle": "ZenLeak 摘要映射统计口径与计数",
            "locator": "method.numerator；method.denominator；method.multipleMappings；results",
            "excerpt": "summaryClaims=251; mappedSummaryClaims=179; mappingRecords=183; mappingCoveragePercent=71.31。每个教程内的摘要仅计一次覆盖。",
            "limits": "这是特定输入的精确匹配覆盖率，不是声明准确率；183 条记录不能替换已映射声明数作为该指标的分子。"
          }
        ]
      },
      {
        "id": "geo-original-research-guide-claim-4",
        "text": "按教程统计，28 篇的摘要全部映射、26 篇部分映射、5 篇未映射；这三种状态不是文章质量等级。",
        "url": "https://zenleak.cn/evidence/#geo-original-research-guide-claim-4",
        "articleUrl": "https://zenleak.cn/content/geo-original-research-guide/#geo-original-research-guide-claim-4",
        "evidence": [
          {
            "tutorialId": "geo-original-research-guide",
            "checkedAt": "2026-11-04",
            "claimText": "按教程统计，28 篇的摘要全部映射、26 篇部分映射、5 篇未映射；这三种状态不是文章质量等级。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/downloads/research/geo-original-research-2026-11-04.json",
            "sourceTitle": "ZenLeak 逐篇摘要映射状态",
            "locator": "results.allMappedTutorials；results.partlyMappedTutorials；results.noneMappedTutorials；perTutorial",
            "excerpt": "allMappedTutorials=28; partlyMappedTutorials=26; noneMappedTutorials=5。三个状态按每篇摘要是否存在精确对应记录计算。",
            "limits": "没有摘要映射不表示正文无来源或声明错误；全部映射也不表示来源有效或声明得到支持。"
          }
        ]
      },
      {
        "id": "geo-original-research-guide-claim-5",
        "text": "183 条记录中有 85 条存储为 first-party，但第一方关系标签不能证明完成了 85 次实验，也不能证明对应声明真实。",
        "url": "https://zenleak.cn/evidence/#geo-original-research-guide-claim-5",
        "articleUrl": "https://zenleak.cn/content/geo-original-research-guide/#geo-original-research-guide-claim-5",
        "evidence": [
          {
            "tutorialId": "geo-original-research-guide",
            "checkedAt": "2026-11-04",
            "claimText": "183 条记录中有 85 条存储为 first-party，但第一方关系标签不能证明完成了 85 次实验，也不能证明对应声明真实。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/downloads/research/geo-original-research-2026-11-04.json",
            "sourceTitle": "ZenLeak 关系标签计数与限制",
            "locator": "results.relationRecordCounts；limitations",
            "excerpt": "context=57; inference=24; first-party=85; direct=17。第一方关系标签不构成实验发生或关联声明真实的证明。",
            "limits": "这里只统计存储标签，未重新判定各条标签、摘录与来源支持关系；不能把 85 条记录称为 85 次原创实验。"
          }
        ]
      },
      {
        "id": "geo-original-research-guide-claim-6",
        "text": "研究材料应保留冻结输入、版本哈希、逐篇结果和复算方法；本次脚本只做教程 ID 与声明全文的精确匹配，不做语义审核。",
        "url": "https://zenleak.cn/evidence/#geo-original-research-guide-claim-6",
        "articleUrl": "https://zenleak.cn/content/geo-original-research-guide/#geo-original-research-guide-claim-6",
        "evidence": [
          {
            "tutorialId": "geo-original-research-guide",
            "checkedAt": "2026-11-04",
            "claimText": "研究材料应保留冻结输入、版本哈希、逐篇结果和复算方法；本次脚本只做教程 ID 与声明全文的精确匹配，不做语义审核。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/downloads/research/geo-original-research-2026-11-04/reproduce.mjs",
            "sourceTitle": "ZenLeak 冻结快照复算脚本",
            "locator": "readInput；input validation；perTutorial；report.method",
            "excerpt": "脚本读取同目录两个冻结输入，计算 SHA-256，检查输入异常，按 tutorialId 和 claimText 全文精确相等匹配并输出逐篇计数。",
            "limits": "公开与冻结材料是本文的可核验做法，不是搜索引擎的额外技术要求；哈希不证明事实真实，复算一致不证明指标适合其他用途。"
          }
        ]
      },
      {
        "id": "geo-original-research-guide-claim-7",
        "text": "摘要映射覆盖属于结构指标，不能代替来源可达性、摘录准确性、语义支持、搜索收录或 AI 引用效果的测量。",
        "url": "https://zenleak.cn/evidence/#geo-original-research-guide-claim-7",
        "articleUrl": "https://zenleak.cn/content/geo-original-research-guide/#geo-original-research-guide-claim-7",
        "evidence": [
          {
            "tutorialId": "geo-original-research-guide",
            "checkedAt": "2026-11-04",
            "claimText": "摘要映射覆盖属于结构指标，不能代替来源可达性、摘录准确性、语义支持、搜索收录或 AI 引用效果的测量。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/downloads/research/geo-original-research-2026-11-04.json",
            "sourceTitle": "ZenLeak 结构检查未测事项",
            "locator": "limitations；method.matchRule",
            "excerpt": "本次未检查正文声明、来源可达、摘录准确和语义支持，也未测量搜索索引、排名、流量、平台回答或 AI 引用。",
            "limits": "本次结果只反映固定输入的字段对应关系；不能由此推算准确率、可信度、其他站点表现或未来引用效果。"
          }
        ]
      },
      {
        "id": "geo-original-research-guide-claim-8",
        "text": "Google 说明 AI 概览和 AI 模式不要求额外的特殊优化，符合相关要求也不保证抓取、索引或展示；这不等于其他 AI 平台采用相同规则。",
        "url": "https://zenleak.cn/evidence/#geo-original-research-guide-claim-8",
        "articleUrl": "https://zenleak.cn/content/geo-original-research-guide/#geo-original-research-guide-claim-8",
        "evidence": [
          {
            "tutorialId": "geo-original-research-guide",
            "checkedAt": "2026-11-04",
            "claimText": "Google 说明 AI 概览和 AI 模式不要求额外的特殊优化，符合相关要求也不保证抓取、索引或展示；这不等于其他 AI 平台采用相同规则。",
            "relation": "direct",
            "sourceUrl": "https://developers.google.cn/search/docs/appearance/ai-features?hl=zh-cn",
            "sourceTitle": "AI 功能和您的网站",
            "locator": "开篇；出现在 AI 功能中的技术要求；SEO 最佳实践",
            "excerpt": "官方页面说明 AI 概览与 AI 模式无需额外的特殊优化，并说明符合要求与最佳实践不保证抓取、索引或展示。此处为中文转述。",
            "limits": "此处仅适用于 Google 所述 AI 搜索功能；不是所有生成式 AI 平台的通用协议，也不能推断原创材料会自动获得引用。"
          }
        ]
      }
    ],
    "sources": [
      {
        "label": "创建实用、可靠、以用户为中心的内容",
        "url": "https://developers.google.cn/search/docs/fundamentals/creating-helpful-content?hl=zh-cn",
        "publisher": "Google Search Central"
      },
      {
        "label": "AI 功能和您的网站",
        "url": "https://developers.google.cn/search/docs/appearance/ai-features?hl=zh-cn",
        "publisher": "Google Search Central"
      },
      {
        "label": "PROV-Overview：数据溯源概览",
        "url": "https://www.w3.org/TR/prov-overview/",
        "publisher": "W3C"
      },
      {
        "label": "Data Quality Vocabulary：数据质量描述框架",
        "url": "https://www.w3.org/TR/vocab-dqv/",
        "publisher": "W3C"
      },
      {
        "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"
      },
      {
        "label": "复算脚本与冻结输入使用说明",
        "url": "https://zenleak.cn/downloads/research/geo-original-research-2026-11-04/README.md",
        "publisher": "ZenLeak 研究实验室"
      },
      {
        "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": "AI 引用准确性怎么判断",
        "url": "https://zenleak.cn/content/ai-citation-fidelity-audit/",
        "publisher": "ZenLeak 研究实验室"
      }
    ],
    "prerequisites": [
      {
        "id": "question-research",
        "title": "GEO 问题研究怎么做：从关键词到用户问题和实体",
        "url": "https://zenleak.cn/basics/question-research/"
      },
      {
        "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/"
      }
    ],
    "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-page-change-experiment-guide",
        "title": "GEO 页面改版实验怎么做：从基线、对照组到声明级复测",
        "url": "https://zenleak.cn/content/geo-page-change-experiment-guide/"
      },
      {
        "id": "domestic-ai-citation-benchmark-method",
        "title": "国内 AI 引用实验怎么做：从固定问题到可复核结果",
        "url": "https://zenleak.cn/experiments/domestic-ai-citation-benchmark-method/"
      },
      {
        "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-ai-content-trust-guide",
        "title": "AI 搜索为什么愿意引用一个页面：作者、来源与证据的 GEO 可信度框架",
        "url": "https://zenleak.cn/content/geo-ai-content-trust-guide/"
      },
      {
        "id": "geo-optimization-diagnosis-guide",
        "title": "GEO 优化没有效果怎么办：从技术、内容、证据到 AI 引用的排查流程",
        "url": "https://zenleak.cn/content/geo-optimization-diagnosis-guide/"
      }
    ]
  }
}