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Not every page that Google processes ends up being indexed.", "checkedAt": "2026-11-03", "limits": "官方资料支持区分抓取、索引和展示；提交、AI 回答和引用准确是本文的跨系统记录维度，不能由该资料直接证明。" } ] }, { "id": "geo-optimization-diagnosis-guide-claim-3", "text": "诊断前应冻结页面版本、内容哈希、技术响应、发现入口、问题环境、完整回答和来源区域，否则前后结果无法比较。", "url": "https://zenleak.cn/evidence/#geo-optimization-diagnosis-guide-claim-3", "articleUrl": "https://zenleak.cn/content/geo-optimization-diagnosis-guide/#geo-optimization-diagnosis-guide-claim-3", "evidence": [ { "tutorialId": "geo-optimization-diagnosis-guide", "claimText": "诊断前应冻结页面版本、内容哈希、技术响应、发现入口、问题环境、完整回答和来源区域，否则前后结果无法比较。", "relation": "first-party", "sourceUrl": "https://zenleak.cn/content/geo-page-version-management/", "sourceTitle": "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", "locator": "版本字段、页面哈希和复测关联", "excerpt": "每次实质改动都应保存版本号、修改摘要、页面哈希和发布时间，并在复测记录中明确关联版本；否则不同时间的结果无法可靠比较。", "checkedAt": "2026-11-03", "limits": "该第一方教程支持页面版本与复测关联的记录方法；具体字段可按站点权限、平台能力和隐私要求调整。" } ] }, { "id": "geo-optimization-diagnosis-guide-claim-4", "text": "页面技术可访问但没有发现路径时，应检查栏目、语义内链、Sitemap、RSS、站点索引和提交台账，而不是先堆关键词。", "url": "https://zenleak.cn/evidence/#geo-optimization-diagnosis-guide-claim-4", "articleUrl": "https://zenleak.cn/content/geo-optimization-diagnosis-guide/#geo-optimization-diagnosis-guide-claim-4", "evidence": [ { "tutorialId": "geo-optimization-diagnosis-guide", "claimText": "页面技术可访问但没有发现路径时，应检查栏目、语义内链、Sitemap、RSS、站点索引和提交台账，而不是先堆关键词。", "relation": "first-party", "sourceUrl": "https://zenleak.cn/content/geo-optimization-guide/", "sourceTitle": "GEO 优化怎么做：从页面结构、实体清晰到 AI 引用复测", "locator": "第五步主题集群与内链、第六步抓取与机器入口", "excerpt": "页面改造需要同时检查主题集群、语义内链、Sitemap、RSS、站点索引和机器入口；关键词数量不能代替页面发现路径。", "checkedAt": "2026-11-03", "limits": "该来源支持 ZenLeak 对发现路径的工程建议；它不保证任何入口会让页面被搜索引擎抓取或收录。" } ] }, { "id": "geo-optimization-diagnosis-guide-claim-5", "text": "内容排查要确认主问题、页面角色、首段答案、实体关系、适用条件和结论边界，字数增加不能替代任务清晰和证据完整。", "url": "https://zenleak.cn/evidence/#geo-optimization-diagnosis-guide-claim-5", "articleUrl": "https://zenleak.cn/content/geo-optimization-diagnosis-guide/#geo-optimization-diagnosis-guide-claim-5", "evidence": [ { "tutorialId": "geo-optimization-diagnosis-guide", "claimText": "内容排查要确认主问题、页面角色、首段答案、实体关系、适用条件和结论边界，字数增加不能替代任务清晰和证据完整。", "relation": "context", "sourceUrl": "https://developers.google.com/search/docs/fundamentals/creating-helpful-content", "sourceTitle": "Google Search Central · Creating helpful, reliable, people-first content", "locator": "Who, how, and why：帮助读者评估内容", "excerpt": "Does your content provide a substantial, complete, or comprehensive description of the topic? Does it leave you feeling you've learned enough about a topic to help achieve your goal?", "checkedAt": "2026-11-03", "limits": "官方自评问题支持内容应帮助读者完成任务；本文把它落到页面角色、首段、条件和边界字段，不把字数、结构或完整度解释成排名保证。" } ] }, { "id": "geo-optimization-diagnosis-guide-claim-6", "text": "重要声明应区分外部事实、第一方观察、编辑推断、行动建议和未知状态，并映射到来源、摘录、定位、复核时间和限制。", "url": "https://zenleak.cn/evidence/#geo-optimization-diagnosis-guide-claim-6", "articleUrl": "https://zenleak.cn/content/geo-optimization-diagnosis-guide/#geo-optimization-diagnosis-guide-claim-6", "evidence": [ { "tutorialId": "geo-optimization-diagnosis-guide", "claimText": "重要声明应区分外部事实、第一方观察、编辑推断、行动建议和未知状态，并映射到来源、摘录、定位、复核时间和限制。", "relation": "first-party", "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": "声明类型、来源定位与限制字段", "excerpt": "一条可维护的声明记录至少需要声明文本、类型、来源关系、来源 URL、原文定位、复核日期、支持范围和不能外推的限制。", "checkedAt": "2026-11-03", "limits": "该第一方来源支持声明级证据记录方法；具体页面仍需要根据其声明、来源和实验材料进行人工判断。" } ] }, { "id": "geo-optimization-diagnosis-guide-claim-7", "text": "AI 复测应固定平台、问题、语言、地区、设备、登录、联网和页面版本，分别记录品牌提及、来源出现、页面引用、内容采用、引用准确和回答完整。", "url": "https://zenleak.cn/evidence/#geo-optimization-diagnosis-guide-claim-7", "articleUrl": "https://zenleak.cn/content/geo-optimization-diagnosis-guide/#geo-optimization-diagnosis-guide-claim-7", "evidence": [ { "tutorialId": "geo-optimization-diagnosis-guide", "claimText": "AI 复测应固定平台、问题、语言、地区、设备、登录、联网和页面版本，分别记录品牌提及、来源出现、页面引用、内容采用、引用准确和回答完整。", "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": "固定问题、观察环境和结果维度", "excerpt": "基准实验需要固定问题、平台、运行条件和页面版本，并分别记录品牌提及、来源、页面引用、内容采用、引用准确和回答完整。", "checkedAt": "2026-11-03", "limits": "该第一方来源描述 ZenLeak 的国内 AI 观察协议，不代表所有平台都提供相同的联网、来源或版本字段，也不保证回答稳定。" } ] }, { "id": "geo-optimization-diagnosis-guide-claim-8", "text": "修复可以按 P0 阻断、P1 发现、P2 理解、P3 核验和 P4 观察排序；这是一套站内排期方法，不是搜索或 AI 平台的官方评分。", "url": "https://zenleak.cn/evidence/#geo-optimization-diagnosis-guide-claim-8", "articleUrl": "https://zenleak.cn/content/geo-optimization-diagnosis-guide/#geo-optimization-diagnosis-guide-claim-8", "evidence": [ { "tutorialId": "geo-optimization-diagnosis-guide", "claimText": "修复可以按 P0 阻断、P1 发现、P2 理解、P3 核验和 P4 观察排序；这是一套站内排期方法，不是搜索或 AI 平台的官方评分。", "relation": "first-party", "sourceUrl": "https://zenleak.cn/content/geo-page-publishing-checklist/", "sourceTitle": "GEO 页面发布前检查清单：从声明、来源到机器入口的上线验收", "locator": "发布前验收、阻断问题和人工复核边界", "excerpt": "发布检查应先处理页面不可访问、入口错误和声明缺证等阻断问题，再安排平台观察；不同状态不应压成一个总分。", "checkedAt": "2026-11-03", "limits": "P0 到 P4 是本文为 ZenLeak 站内排期制定的优先级标签，不是搜索引擎、AI 平台或第三方工具的标准评分。" } ] } ], "sources": [ { "label": "Google 搜索如何运作", "url": "https://developers.google.com/search/docs/fundamentals/how-search-works", "publisher": "Google Search Central" }, { "label": "创建有帮助、可靠、以人为本的内容", "url": "https://developers.google.com/search/docs/fundamentals/creating-helpful-content", "publisher": "Google Search Central" }, { "label": "Google 搜索中的 AI 功能与网站", "url": "https://developers.google.com/search/docs/appearance/ai-features", "publisher": "Google Search Central" }, { "label": "结构化数据政策", "url": "https://developers.google.com/search/docs/appearance/structured-data/sd-policies", "publisher": "Google Search Central" }, { "label": "PROV-Overview：来源与溯源模型", "url": "https://www.w3.org/TR/prov-overview/", "publisher": "W3C" }, { "label": "GEO 优化怎么做", "url": "https://zenleak.cn/content/geo-optimization-guide/", "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": "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" }, { "label": "AI 搜索流量怎么判断", "url": 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}, { "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/" }, { "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": "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-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-ai-traffic-attribution-guide", "title": "AI 搜索流量怎么判断：从来源链接、UTM 到转化归因的证据链", "url": "https://zenleak.cn/content/geo-ai-traffic-attribution-guide/" } ] } }