{
  "schemaVersion": "1.0",
  "id": "china-ai-citation-baseline-001",
  "title": "国内 AI 引用基准库 001",
  "version": "2026-09-23",
  "status": "protocol",
  "purpose": "用同一组中文问题，在五个国内 AI 平台记录联网、来源、品牌提及、页面引用、内容采用、引用准确度和回答完整度。",
  "scope": "首轮使用 5 个平台、12 个固定问题和 3 个观察窗口。当前数据处于网站收录较少阶段的预索引基线；未完成的结果保持 null，收录改善后使用相同问题复测。",
  "questionSet": [
    "GEO 是什么？",
    "GEO 和 SEO 有什么区别？",
    "AEO、GEO 和 LLMO 分别解决什么问题？",
    "如何为 AI 搜索设计一篇容易理解的教程？",
    "什么样的答案段更容易被准确引用？",
    "网站被搜索引擎收录后，是否就会被 AI 引用？",
    "如何判断 AI 是否真正采用了一个网页的内容？",
    "GEO 页面为什么需要来源和证据？",
    "如何为一个中文知识网站建立主题集群？",
    "网站有 robots.txt 和 sitemap 还需要做什么？",
    "如何区分品牌提及和页面被引用？",
    "如何设计一次可复测的 AI 引用实验？"
  ],
  "measurementPlan": {
    "currentPhase": {
      "id": "pre-index-baseline",
      "label": "预索引基线",
      "description": "网站当前外部索引较少，首轮结果用于记录起点，不用于判断平台长期引用能力。"
    },
    "nextRound": {
      "id": "long-tail-content-match-001",
      "label": "内容匹配长尾复测",
      "questionIndices": [
        3,
        4,
        5,
        6,
        7,
        8,
        10,
        11
      ],
      "description": "优先测试与 ZenLeak 已有教程直接对应的问题，保持非品牌措辞，收录改善后在相同平台和环境复测。"
    }
  },
  "dimensions": [
    {
      "id": "networked",
      "label": "是否联网",
      "definition": "测试界面或回答明确显示联网、搜索或实时检索状态。"
    },
    {
      "id": "sourceShown",
      "label": "是否出现来源",
      "definition": "回答提供可打开的来源名称、来源卡片或 URL。"
    },
    {
      "id": "brandMention",
      "label": "品牌被提及",
      "definition": "回答正文出现 ZenLeak 或其明确品牌别名。"
    },
    {
      "id": "pageCitation",
      "label": "页面被引用",
      "definition": "来源链接或来源卡片明确指向 ZenLeak 的具体页面。"
    },
    {
      "id": "contentAdopted",
      "label": "内容被采用",
      "definition": "回答采用页面中的定义、步骤、数据或独有表达，而非仅仅主题相似。"
    },
    {
      "id": "citationAccurate",
      "label": "引用准确",
      "definition": "来源页面能够支持相邻结论，并未遗漏关键条件或扩大原文范围。"
    },
    {
      "id": "answerComplete",
      "label": "回答完整",
      "definition": "回答覆盖问题的核心结论、适用条件、必要边界和可执行下一步。"
    }
  ],
  "platforms": [
    {
      "id": "deepseek",
      "name": "DeepSeek",
      "product": "DeepSeek 对话",
      "origin": "国内",
      "officialUrl": "https://www.deepseek.com/",
      "status": "已有公开记录",
      "note": "记录模型或产品版本；不要把模型知识回答误当成联网引用。",
      "publishedQuestionCount": 12,
      "nextRoundPublishedQuestionCount": 0
    },
    {
      "id": "kimi",
      "name": "Kimi",
      "product": "Kimi 智能助手",
      "origin": "国内",
      "officialUrl": "https://www.moonshot.cn/",
      "status": "已有公开记录",
      "note": "单独记录是否启用了联网搜索和搜索来源面板。",
      "publishedQuestionCount": 12,
      "nextRoundPublishedQuestionCount": 0
    },
    {
      "id": "doubao",
      "name": "豆包",
      "product": "豆包对话",
      "origin": "国内",
      "officialUrl": "https://www.doubao.com/",
      "status": "已有公开记录",
      "note": "保存回答原文或截图，并记录搜索开关、地区和登录状态。",
      "publishedQuestionCount": 12,
      "nextRoundPublishedQuestionCount": 0
    },
    {
      "id": "qwen",
      "name": "通义千问",
      "product": "通义千问对话",
      "origin": "国内",
      "officialUrl": "https://tongyi.aliyun.com/",
      "status": "已有公开记录",
      "note": "将模型版本与联网工具状态分开记录。",
      "publishedQuestionCount": 12,
      "nextRoundPublishedQuestionCount": 0
    },
    {
      "id": "zhipu",
      "name": "智谱清言",
      "product": "智谱清言对话",
      "origin": "国内",
      "officialUrl": "https://chatglm.cn/",
      "status": "已有公开记录",
      "note": "引用链接必须逐条打开核对，出现品牌名称不等于页面被引用。",
      "publishedQuestionCount": 12,
      "nextRoundPublishedQuestionCount": 0
    }
  ],
  "limitations": [
    "平台回答、联网能力、来源展示和模型版本会随账号、地区、时间和产品界面变化。",
    "User-Agent、搜索结果片段或品牌名称不能单独证明页面被引用。",
    "人工观察不是平台官方统计；本库不承诺排名、收录、引用或流量变化。",
    "缺失结果必须记录原因，不能把无法访问、未联网和未出现混成一个 0。"
  ],
  "records": [
    {
      "id": "716bee04-5c7e-4dfe-ae20-a82af9682554",
      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 0,
      "question": "GEO 是什么？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-09-23T02:17:12.877Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "未登录 / 访客",
      "model": "豆包 快速",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": false,
      "answerText": "GEO 是多义缩写，最常见几种含义：\n\n1. 地理（最常用，词根 geo-）\ngeo- 来自希腊语，意思是地球、土地。\n- geography 地理学\n- geology 地质学\n- geometry 几何学\n日常简写 GEO 常指地理相关。\n\n2. GEO（Gene Expression Omnibus）基因表达数据库\n生物 / 科研领域 NCBI 旗下公开的基因表达数据库，存放芯片、测序的基因表达数据，做生物信息学经常用到。\n\n3. GEO（Geostationary Earth Orbit）地球静止轨道\n航天通信中的地球静止轨道，同步卫星就在这个轨道，卫星相对地面固定不动。\n\n4. GEO（Google Earth Engine）谷歌地球引擎\n遥感、地理大数据平台，用于处理卫星影像。\n\n5. 其他\nGEO 也可以是地名、品牌、游戏、机构缩写。\n\n你是在哪看到的 GEO？我可以针对性讲。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-09-23",
      "note": "豆包公开网页未登录状态；页面显示“GEO是什么”，回答列出地理、基因表达数据库、地球静止轨道和 Google Earth Engine 等含义，没有解释生成式搜索优化。未显示联网标识、来源卡片或来源 URL，因此不能据此判断平台是否检索或引用 ZenLeak。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.086Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "4d3a1f56-3fa8-495d-a691-608b2b160043",
      "revision": 4,
      "platformId": "zhipu",
      "questionIndex": 0,
      "question": "GEO 是什么？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-09-23T02:17:12.877Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "未登录 / 访客",
      "model": "GLM-Flash 极致",
      "captureType": "summary",
      "networked": true,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "GEO 是一个有多种含义的缩写，在不同领域指向完全不同的事物。在 2026 年的中文互联网语境下，它最常指生成式引擎优化；在航天与卫星通信领域，它则指地球静止轨道。\n\n生成式引擎优化指通过优化内容的语义结构、可信度与传播渠道，让品牌或信息更容易被生成式 AI 引擎在回答用户提问时引用、采纳甚至推荐。回答还介绍了 GEO 与 SEO 的目标和评估差异、语义深度、结构化呈现、权威信源建设，以及 GEO 相关的滥用风险。\n\n航天语境中的 GEO 指地球静止轨道，位于赤道平面上空约 35,786 公里的圆形轨道。回答还列出了地理 / 地质、The GEO Group、Group on Earth Observations 和 Geo 汽车品牌等其他含义，并建议结合具体语境判断。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-09-23",
      "note": "智谱清言访客状态；回答完成后显示“19个来源”，来源面板可见多个来源卡片和域名，但当前公开界面没有向本次记录暴露可逐条复制的深层 URL，因此不虚构来源链接。已记录来源可见性；具体来源 URL 和逐条支持关系需另行复核。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.085Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "e8d21346-9a53-46e0-88a9-c09375f18727",
      "revision": 4,
      "platformId": "qwen",
      "questionIndex": 0,
      "question": "GEO 是什么？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-09-23T02:17:12.877Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "未登录 / 访客",
      "model": "Qwen3.7-千问；日常模式",
      "captureType": "summary",
      "networked": true,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "GEO 是一个多义缩写，当前最主流的含义是“生成式引擎优化”（Generative Engine Optimization），即针对 AI 大模型的内容优化策略；此外，它在航天、地理信息、生物信息、国际组织等领域也有多种含义。\n\n生成式引擎优化是针对 ChatGPT、DeepSeek、豆包、Kimi、Perplexity 等生成式 AI 引擎的内容优化策略，目标是让品牌或产品信息被 AI 模型理解、引用并整合到生成的答案中。回答还比较了 SEO 与 GEO 的目标、评估标准、内容形态和用户路径，并提到语义深度、结构化呈现和权威信源建设等做法。\n\n其他含义包括地球静止轨道、地理空间、地球观测组织、基因表达综合数据库和全球环境展望等。",
      "sourceUrls": [
        "https://baike.baidu.com/item/%E5%9C%B0%E7%90%83%E8%A7%82%E6%B5%8B%E7%BB%84%E7%BB%87",
        "https://baike.baidu.com/view/229425.htm",
        "https://ithome.com/1/005/560.htm",
        "https://www.cet.com.cn/wzsy/cyzx/10461316.shtml",
        "https://ithome.com/1/004/793.htm",
        "https://ithome.com/1/004/651.htm",
        "https://www.cet.com.cn/wzsy/cyzx/10436510.shtml",
        "https://ithome.com/1/005/570.htm"
      ],
      "screenshotUrl": null,
      "pageVersion": "2026-09-23",
      "note": "通义千问访客状态、日常模式；界面显示“已完成分析，共参考 8 篇资料”，并展开得到 8 个来源链接。来源与回答已记录，但本次录入尚未逐条核验每个来源是否支持回答中的全部数字、时间和行业判断，因此引用准确度保留未知。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.083Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "4ec39e28-4e4e-455c-801e-582d34b12af8",
      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 2,
      "question": "AEO、GEO 和 LLMO 分别解决什么问题？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-09-30T18:45:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "当前会话登录状态未显示",
      "model": "DeepSeek 网页端当前可见版本",
      "captureType": "verbatim",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "这三个概念经常被放在一起讨论，因为它们都指向同一件事：当用户不再只靠传统搜索获取信息时，内容如何被看见。 但三者的切入点和解决的具体问题不同。\n\n各自解决什么问题\n\nAEO（Answer Engine Optimization，答案引擎优化）\n解决的是：如何让你的内容成为那个\"直接答案\"。\n\n答案引擎包括 Google 精选摘要、语音助手（Siri、Alexa）、FAQ 卡片、People Also Ask 等。用户问一个问题，引擎直接给出一段答案，而不是一堆链接。AEO 的目标就是让你的内容被选中作为这段答案。核心做法是：用问答结构组织内容、直接给出简洁结论、使用 FAQ Schema 等结构化标记。\n\nGEO（Generative Engine Optimization，生成引擎优化）\n解决的是：如何让你的内容被生成式 AI 引用进它整合出的答案里。\n\nGEO 面对的是 ChatGPT、Perplexity、Google AI 概览、Copilot 这类工具。它们不是从现成答案库里挑一条，而是实时检索、整合、生成一段新回答。GEO 要解决的是内容能否被模型检索到、理解、信任并引用。核心做法是：内容有明确事实和数据、来源可信、段落可独立拆解、结构清晰。\n\nLLMO（Large Language Model Optimization，大语言模型优化）\n解决的是：如何让大模型本身\"知道\"并\"正确理解\"你的品牌、产品或概念。\n\nLLMO 的范围比 GEO 更宽。它不只关心某次回答里有没有引用你，还关心模型在训练和知识层面是否对你形成了准确认知。比如：模型提到你的品牌时，描述是否准确？是否把你和正确的品类关联？有没有错误信息？核心做法包括：在模型可抓取的高质量来源中建立一致的信息、维护维基百科和权威目录条目、监控模型输出中的品牌认知偏差。\n\n三者的关系\n\n可以把它们理解成一个从窄到宽的层次：\n\n\t作用对象\t核心问题\t时间尺度\nAEO\t答案框、语音助手、精选摘要\t能否成为那条直接答案\t单次查询\nGEO\t生成式 AI 的实时回答\t能否被检索并引用进答案\t单次生成\nLLMO\t大模型的知识与认知\t模型是否准确理解你\t长期知识层\n\nAEO 和 GEO 更像战术层面——针对具体查询和具体平台做优化。LLMO 更像战略层面——影响模型对某个实体的长期认知。\n\n三者也高度重叠。做好 AEO 的问答结构，往往也有助于 GEO；做好 GEO 的权威内容和一致信息，长期也会改善 LLMO。反过来，如果模型在知识层面就对你认知错误（LLMO 问题），单靠某篇内容做 GEO 也很难扭转。\n\n一个例子\n\n假设你是一家做项目管理软件的 company，用户问 AI：\"适合小团队的项目管理工具有哪些？\"\n\nAEO：你在官网做了一个\"小团队项目管理工具推荐\"的 FAQ 页面，被 Google 选为精选摘要。\n\nGEO：ChatGPT 在回答时，检索到你的对比文章，引用了你\"支持 10 人以下免费\"这个具体事实。\n\nLLMO：模型在没有任何实时检索的情况下，也能准确说出你的产品定位、主要功能和目标用户，而不是把你和别的品牌混淆。\n\n实际该关注哪个\n\n如果你在做内容营销，AEO 和 GEO 是当下可以直接动手的，因为它们的反馈周期短、可衡量。LLMO 更像一个长期品牌工程，适合有一定品牌规模、或已经发现模型对你认知有偏差时重点投入。\n\n不过这三个词目前都没有完全统一的行业定义，不同机构用法会有差异。如果你看到某篇文章把 LLMO 等同于 GEO，或者把 AEO 窄化为语音搜索，那只是定义口径不同，不必纠结。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "DeepSeek 网页端；本次未打开或未观察到明确的联网搜索结果与来源卡片，因此是否联网保留未知；回答正文未出现 ZenLeak，也没有页面来源链接。回答原文为当前页面可见内容，结论仅适用于本次账号、地区、时间和产品界面。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.082Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "94cba326-c710-429e-aa4e-ea86b9ec3e81",
      "revision": 5,
      "platformId": "deepseek",
      "questionIndex": 0,
      "question": "GEO 是什么？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T02:55:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "当前会话登录状态未显示",
      "model": "DeepSeek 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "GEO 和 SEO 的核心区别在于：SEO 是让人在搜索结果里看到你，GEO 是让 AI 在生成答案时引用你。 两者目标相近（都是获取曝光和流量），但作用对象、优化逻辑和衡量方式差别很大。\n\n一句话对比\n维度\tSEO\tGEO\n全称\tSearch Engine Optimization\tGenerative Engine Optimization\n作用对象\t传统搜索引擎（Google、百度等）\t生成式 AI 引擎（ChatGPT、Perplexity、AI 概览等）\n目标\t网页排名靠前，被用户点击\t内容被 AI 理解、引用、推荐\n用户行为\t搜索 → 浏览结果列表 → 点击进入网站\t提问 → 直接得到整合后的答案\n核心战场\t搜索结果页（SERP）\tAI 生成的回答本身\n主要区别\n\n1. 优化对象不同\nSEO 优化的是网页在搜索引擎索引和排名算法中的表现，关注关键词、外链、页面速度、结构化数据等。GEO 优化的是内容被大模型“选中”并纳入回答的概率，关注的是内容是否清晰、权威、可被模型引用。\n\n2. 流量路径不同\nSEO 的终点是“点击”——用户看到你的链接，点进你的网站。GEO 的终点可能是“零点击”——用户直接在 AI 回答里看到你的观点或品牌，不一定访问你的网站。这意味着 GEO 更看重品牌提及和信任度，而非单纯点击量。\n\n3. 内容要求不同\nSEO 偏好关键词密度、标题标签、内链结构等“机器可读”的信号。GEO 更看重：内容是否直接回答问题、是否有明确的事实和数据、是否来自可信来源、是否容易被拆解成独立段落。大模型倾向于引用结构清晰、结论明确、可验证的内容。\n\n4. 衡量方式不同\nSEO 用排名、点击率、自然流量、转化率来衡量。GEO 目前还没有统一标准，常见指标包括：被 AI 引用的频率、品牌在 AI 回答中的出现率、AI 带来的品牌搜索量变化等。\n\n两者的关系\n\nGEO 并不是 SEO 的替代品，更像是在 SEO 基础上的延伸。做好 SEO 仍然有助于 GEO——因为 AI 引擎的很多信息来源，本身也是通过搜索索引抓取的。但只做传统 SEO 不够：一篇排名第一的网页，如果内容结构不适合被模型引用，也可能在 AI 回答里完全不被提及。\n\n反过来，GEO 做得好也会反哺 SEO：被 AI 频繁引用的内容，往往会被视为更权威，进而获得更好的搜索表现。\n\n一个直观例子\n\n假设你运营一个健康科普网站，用户问“每天喝咖啡对心脏好不好”。\n\nSEO 思路：优化“咖啡 心脏 健康”这类关键词，让文章排在搜索结果第一页，吸引用户点击。\n\nGEO 思路：把文章写成结论明确、有研究引用、分点清晰的格式，让 ChatGPT 在回答这个问题时，直接引用你文章里的观点和数据。\n\n前者争的是“位置”，后者争的是“被引用”。\n\n如果你是在做具体的内容策略，可以告诉我你的行业或目标平台，我帮你判断该侧重哪一边。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "DeepSeek 网页端；当前会话登录状态未显示。本次未观察到明确的联网搜索结果或来源卡片；是否联网保留未知，来源显示为否。回答中未出现 ZenLeak，未发现 ZenLeak 页面来源链接。回答和结论仅适用于本次账号、地区、时间与产品界面，不能外推为平台官方统计。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.080Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "ad3088e3-f062-4f30-b894-7e0abe089762",
      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 0,
      "question": "GEO 是什么？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "GEO 通常指生成式引擎优化，目标是让内容更容易被 AI 理解、引用和推荐；在地理、航天等语境中也可能有其他含义。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.079Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "68c44f2a-ac85-4860-b594-ee8ace8c28bd",
      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 1,
      "question": "GEO 和 SEO 有什么区别？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "deepseek 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "GEO 与 SEO 的区别主要在优化对象、流量路径、内容要求和衡量方式：SEO 争搜索排名与点击，GEO 争 AI 答案中的准确引用与推荐。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "本记录来自本轮网页端人工观察。未出现 ZenLeak 品牌或 ZenLeak 页面来源链接；结果只适用于本次账号、地区、时间、模型和产品界面，不能外推为平台官方统计。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.078Z",
      "roundId": "pre-index-baseline"
    },
    {
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      "revision": 4,
      "platformId": "qwen",
      "questionIndex": 1,
      "question": "GEO 和 SEO 有什么区别？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "未登录 / 访客",
      "model": "Qwen3.7-千问；日常模式",
      "captureType": "summary",
      "networked": true,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "GEO 和 SEO 最本质的区别是：SEO 争搜索排名和点击，GEO 争被 AI 直接引用和推荐。回答还比较了优化对象、用户路径、内容策略和衡量指标。",
      "sourceUrls": [
        "https://marketingforce.com/about/newsshow/1947.html",
        "https://tech.chinadaily.com.cn/a/202609/04/WS6a9a7abbe4b09a165c788150.html",
        "https://36kr.com/p/3501800576949122",
        "https://wzzw.com/geo/403.html"
      ],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问访客状态、日常模式；界面显示已完成联网分析并展示来源。来源已按页面可见 URL 录入，但本轮未逐条核验来源是否支持回答中的每个数字、时间和行业判断，因此引用准确度保留未知。未出现 ZenLeak 页面来源。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.076Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "963f0d69-e352-4416-9a13-670dd0ef1014",
      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 1,
      "question": "GEO 和 SEO 有什么区别？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "SEO 主要争取搜索结果排名和点击，GEO 主要争取进入 AI 生成答案；两者都需要可抓取、结构清楚和事实可信的页面。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.075Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "e3b42eb5-e3d5-4c49-b397-b7c1e81a68bc",
      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 1,
      "question": "GEO 和 SEO 有什么区别？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮豆包采集未取得可公开的完整回答原文；该记录仅表示采集未完成，不把缺失材料解释为平台拒答、未联网或没有引用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "豆包本轮没有取得该固定问题的可公开完整回答，因此保持各项判定为未知，待下一轮在固定环境中补测。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.074Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "db32948d-e3a1-4706-be51-f8ccec4fdfd6",
      "revision": 4,
      "platformId": "zhipu",
      "questionIndex": 1,
      "question": "GEO 和 SEO 有什么区别？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "访客状态；后续出现登录窗口",
      "model": "智谱清言网页端当前可见版本",
      "captureType": "status-only",
      "networked": null,
      "sourceShown": false,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮观察中，回答页面显示“本次回答已被终止”，没有取得可公开的完整回答原文。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮页面显示“本次回答已被终止”，未取得可公开的完整回答；不把终止误判为“未联网”或“没有引用”。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.072Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "6772dcda-5ecd-40db-9b3f-56aa6c6f34ba",
      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 2,
      "question": "AEO、GEO 和 LLMO 分别解决什么问题？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "AEO 面向直接答案，GEO 面向生成式 AI 引用，LLMO 面向大模型或 AI 系统的知识获取、输出稳定性和实体理解。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.071Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "271893b1-3b6f-469e-8388-e352d8faa58c",
      "revision": 4,
      "platformId": "qwen",
      "questionIndex": 2,
      "question": "AEO、GEO 和 LLMO 分别解决什么问题？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "未登录 / 访客",
      "model": "Qwen3.7-千问；日常模式",
      "captureType": "summary",
      "networked": true,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "AEO 解决内容能否被直接摘成答案，GEO 解决生成式 AI 是否引用和推荐，LLMO 更偏向模型或企业 AI 系统能否准确、稳定、可控地使用品牌信息。",
      "sourceUrls": [
        "https://ithome.com/1/004/038.htm",
        "https://dev.to/searchless_ai/what-is-llmo-large-language-model-optimization-complete-definition-and-strategy-guide-for-2026-3flk",
        "https://toutiao.com/article/7687560759454220838/",
        "https://gplwp.eastfu.com/aeo-geo-he-llmo-ai-qu-dong-sou-suo-you-hua-ce-lyue-zhi-nan/"
      ],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问访客状态、日常模式；界面显示已完成联网分析并展示来源。来源已按页面可见 URL 录入，但本轮未逐条核验来源是否支持回答中的每个数字、时间和行业判断，因此引用准确度保留未知。未出现 ZenLeak 页面来源。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.070Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "300f7cb3-9c51-47a4-8e29-e58f6ee00fb2",
      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 2,
      "question": "AEO、GEO 和 LLMO 分别解决什么问题？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮豆包采集未取得可公开的完整回答原文；该记录仅表示采集未完成，不把缺失材料解释为平台拒答、未联网或没有引用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "豆包本轮没有取得该固定问题的可公开完整回答，因此保持各项判定为未知，待下一轮在固定环境中补测。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.069Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "2fb9b313-9594-47b1-b0c4-7201d43234db",
      "revision": 4,
      "platformId": "zhipu",
      "questionIndex": 2,
      "question": "AEO、GEO 和 LLMO 分别解决什么问题？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "访客状态；后续出现登录窗口",
      "model": "智谱清言网页端当前可见版本",
      "captureType": "status-only",
      "networked": null,
      "sourceShown": false,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮观察中，回答页面显示“本次回答已被终止”，没有取得可公开的完整回答原文。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮页面显示“本次回答已被终止”，未取得可公开的完整回答；不把终止误判为“未联网”或“没有引用”。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.067Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "3d5e7080-85f2-4d95-94ba-836839923542",
      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 3,
      "question": "如何为 AI 搜索设计一篇容易理解的教程？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "AI 搜索教程应先给结论和适用边界，再提供编号步骤、示例、常见错误、FAQ、来源和更新日期，避免让读者或模型自行总结。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.065Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "b2a7c847-99b8-4499-bdf6-175943f17274",
      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 3,
      "question": "如何为 AI 搜索设计一篇容易理解的教程？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "deepseek 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "AI 搜索教程应使用真实问法，先给 30 至 60 字结论，再写适用条件、原子化步骤、关键参数、FAQ、来源和更新日期，让人和 AI 都能快速理解。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "本记录来自本轮网页端人工观察。未出现 ZenLeak 品牌或 ZenLeak 页面来源链接；结果只适用于本次账号、地区、时间、模型和产品界面，不能外推为平台官方统计。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.064Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "6750b5de-1d3e-4145-9503-d08aecf1df6a",
      "revision": 4,
      "platformId": "qwen",
      "questionIndex": 3,
      "question": "如何为 AI 搜索设计一篇容易理解的教程？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "未登录 / 访客",
      "model": "Qwen3.7-千问；日常模式",
      "captureType": "summary",
      "networked": true,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "为 AI 搜索设计教程，应使用真实提问式标题、开头摘要、适用条件、原子化步骤、关键参数、FAQ、来源与更新日期，并保持术语和版本一致。",
      "sourceUrls": [
        "https://developer.aliyun.com/article/1762193",
        "https://i.ifeng.com/c/8wq6CdauE65",
        "https://funion.co/geo/16305.html",
        "https://cloud.tencent.com.cn/developer/article/2675312"
      ],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问访客状态、日常模式；界面显示已完成联网分析并展示来源。来源已按页面可见 URL 录入，但本轮未逐条核验来源是否支持回答中的每个数字、时间和行业判断，因此引用准确度保留未知。未出现 ZenLeak 页面来源。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.063Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "23a32658-08b0-49d7-b74a-a25c15349025",
      "revision": 4,
      "platformId": "zhipu",
      "questionIndex": 3,
      "question": "如何为 AI 搜索设计一篇容易理解的教程？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "访客状态；后续出现登录窗口",
      "model": "智谱清言网页端当前可见版本",
      "captureType": "status-only",
      "networked": null,
      "sourceShown": false,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮观察中，回答页面显示“本次回答已被终止”，没有取得可公开的完整回答原文。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮页面显示“本次回答已被终止”，未取得可公开的完整回答；不把终止误判为“未联网”或“没有引用”。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.061Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "887339cd-b722-40fd-93c0-28c2084e9361",
      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 3,
      "question": "如何为 AI 搜索设计一篇容易理解的教程？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮豆包采集未取得可公开的完整回答原文；该记录仅表示采集未完成，不把缺失材料解释为平台拒答、未联网或没有引用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "豆包本轮没有取得该固定问题的可公开完整回答，因此保持各项判定为未知，待下一轮在固定环境中补测。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.060Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "7af62f68-8376-4dfc-9cc1-ea9b334bfcc4",
      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 4,
      "question": "什么样的答案段更容易被准确引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "可引用答案段应自包含、结论前置、单句单义，包含条件、数字、版本、时间和可核验依据，减少代词和空泛形容词。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.059Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "d29a039f-8d72-4c7c-8f96-8e90d55a5bae",
      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 4,
      "question": "什么样的答案段更容易被准确引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "deepseek 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "容易被准确引用的答案段应结论前置、脱离上下文也能成立，包含可核验事实、版本或时间边界，并用列表、表格或 FAQ 组织。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "本记录来自本轮网页端人工观察。未出现 ZenLeak 品牌或 ZenLeak 页面来源链接；结果只适用于本次账号、地区、时间、模型和产品界面，不能外推为平台官方统计。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.057Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "cacccc9f-91f4-41e8-8da4-5f6df9e63332",
      "revision": 4,
      "platformId": "qwen",
      "questionIndex": 4,
      "question": "什么样的答案段更容易被准确引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "未登录 / 访客",
      "model": "Qwen3.7-千问；日常模式",
      "captureType": "summary",
      "networked": true,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "容易被准确引用的答案段通常结论前置、独立成立、事实可核验、结构可切片，并明确来源、日期、版本和适用边界。",
      "sourceUrls": [
        "https://admin5.com/article/20260927/16703702.shtml",
        "https://cloud.tencent.com/developer/article/2732228",
        "https://cnabke.com/en/blogs/geo-optimization-facts-ai-search.html"
      ],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问访客状态、日常模式；界面显示已完成联网分析并展示来源。来源已按页面可见 URL 录入，但本轮未逐条核验来源是否支持回答中的每个数字、时间和行业判断，因此引用准确度保留未知。未出现 ZenLeak 页面来源。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.056Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "46fe175f-aa80-4fd4-9ccb-3575834de97f",
      "revision": 4,
      "platformId": "zhipu",
      "questionIndex": 4,
      "question": "什么样的答案段更容易被准确引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "访客状态；后续出现登录窗口",
      "model": "智谱清言网页端当前可见版本",
      "captureType": "status-only",
      "networked": null,
      "sourceShown": false,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮观察中，回答页面显示“本次回答已被终止”，没有取得可公开的完整回答原文。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮页面显示“本次回答已被终止”，未取得可公开的完整回答；不把终止误判为“未联网”或“没有引用”。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.054Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "94082f78-ac6f-4bd6-ae47-32d55cfbab50",
      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 5,
      "question": "网站被搜索引擎收录后，是否就会被 AI 引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "deepseek 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "被搜索引擎收录不等于被 AI 引用。收录只解决可发现性，AI 是否引用还取决于内容结构、可信证据、实体一致性、问题匹配和平台检索机制。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "DeepSeek 网页端本轮回答显示搜索来源卡片，但本次没有逐条转录可复制 URL，因此不把来源显示误记为 ZenLeak 页面引用。回答中未出现 ZenLeak。结果仅适用于本次观察环境。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.053Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "2d1c1560-d9cb-4c42-94c7-9affc3f51dcf",
      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 4,
      "question": "什么样的答案段更容易被准确引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮豆包采集未取得可公开的完整回答原文；该记录仅表示采集未完成，不把缺失材料解释为平台拒答、未联网或没有引用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "豆包本轮没有取得该固定问题的可公开完整回答，因此保持各项判定为未知，待下一轮在固定环境中补测。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.052Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "62e0bc17-df1b-422d-b9e1-135271b35fa2",
      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 5,
      "question": "网站被搜索引擎收录后，是否就会被 AI 引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "搜索引擎收录只是被发现的前提，不代表 AI 一定检索或引用；还要看平台是否联网、页面是否可读、内容是否匹配和来源是否可信。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.051Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "d91963ca-669a-4de4-8005-5b9804a9168d",
      "revision": 4,
      "platformId": "qwen",
      "questionIndex": 5,
      "question": "网站被搜索引擎收录后，是否就会被 AI 引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "未登录 / 访客",
      "model": "Qwen3.7-千问；日常模式",
      "captureType": "summary",
      "networked": true,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "搜索引擎收录不是 AI 引用的充分条件。AI 还会考虑内容是否可信、可解析、可验证、可重组，以及来源权威性、新鲜度和问题匹配。",
      "sourceUrls": [
        "https://xiaoercms.com/news/9899.html",
        "https://st-lt.com/2387.html",
        "https://baike.baidu.com/item/AI%E6%94%B6%E5%BD%95/68871670"
      ],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问访客状态、日常模式；界面显示已完成联网分析并展示来源。来源已按页面可见 URL 录入，但本轮未逐条核验来源是否支持回答中的每个数字、时间和行业判断，因此引用准确度保留未知。未出现 ZenLeak 页面来源。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.049Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "3b41fda9-c7df-4197-b1eb-51707c7336a6",
      "revision": 4,
      "platformId": "zhipu",
      "questionIndex": 5,
      "question": "网站被搜索引擎收录后，是否就会被 AI 引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "访客状态；后续出现登录窗口",
      "model": "智谱清言网页端当前可见版本",
      "captureType": "status-only",
      "networked": null,
      "sourceShown": false,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮观察中，回答页面显示“本次回答已被终止”，没有取得可公开的完整回答原文。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮页面显示“本次回答已被终止”，未取得可公开的完整回答；不把终止误判为“未联网”或“没有引用”。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.048Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "6dbc7edc-53d1-448b-927d-c5b6f566f72b",
      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 5,
      "question": "网站被搜索引擎收录后，是否就会被 AI 引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "doubao 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "收录只是搜索引擎把网页存入索引库，AI 是否抓取和引用是另一套机制。即使网页被百度或谷歌收录，也不代表它会进入训练数据集；联网检索时才可能读取页面。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "豆包公开网页未登录会话中取得的页面可见回答。未显示来源卡片，未出现 ZenLeak；记录只代表本次会话，不代表平台官方统计。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.047Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "7d8c7597-5431-40ae-9ea1-f10cae1dbfd7",
      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 6,
      "question": "如何判断 AI 是否真正采用了一个网页的内容？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "deepseek 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "判断 AI 是否采用网页，应同时看来源归因、页面独有内容是否复现，以及页面更新后答案是否跟随变化；仅出现品牌名不能证明页面被采用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "DeepSeek 网页端本轮回答显示搜索来源卡片，但本次没有逐条转录可复制 URL，因此不把来源显示误记为 ZenLeak 页面引用。回答中未出现 ZenLeak。结果仅适用于本次观察环境。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.045Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "94c8640a-d765-4bcd-a8a4-ad7304bc6baf",
      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 6,
      "question": "如何判断 AI 是否真正采用了一个网页的内容？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "应通过来源链接、独有事实或探针、更新跟随和多轮复测判断 AI 是否采用页面，不能只凭品牌提及或一次相似回答下结论。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.044Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "8e8dca00-ada7-4ef3-b0e0-4a23a595697c",
      "revision": 4,
      "platformId": "qwen",
      "questionIndex": 6,
      "question": "如何判断 AI 是否真正采用了一个网页的内容？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "未登录 / 访客",
      "model": "Qwen3.7-千问；日常模式",
      "captureType": "summary",
      "networked": true,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "判断 AI 是否真正采用网页，要区分被发现、被列为来源、复述独特内容和影响答案四层；可结合来源、语义指纹和更新实验。",
      "sourceUrls": [
        "https://worldscience.cn/c/2026-09-04/667167.shtml",
        "https://ranktracker.com/blog/identify-ai-citations/"
      ],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问访客状态、日常模式；界面显示已完成联网分析并展示来源。来源已按页面可见 URL 录入，但本轮未逐条核验来源是否支持回答中的每个数字、时间和行业判断，因此引用准确度保留未知。未出现 ZenLeak 页面来源。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.043Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "22cb760f-61e9-4ba6-903f-85d75fb2fba1",
      "revision": 4,
      "platformId": "zhipu",
      "questionIndex": 6,
      "question": "如何判断 AI 是否真正采用了一个网页的内容？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "访客状态；后续出现登录窗口",
      "model": "智谱清言网页端当前可见版本",
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮观察未完成：在取得完整回答前页面出现登录窗口，因此没有可公开的回答原文。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮在取得完整回答前出现登录窗口，观察未完成；不代表平台永久拒答，也不把缺失数据当作否。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.041Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "87eeba4c-1631-4cda-9780-56cf1e55f2ac",
      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 6,
      "question": "如何判断 AI 是否真正采用了一个网页的内容？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮豆包采集未取得可公开的完整回答原文；该记录仅表示采集未完成，不把缺失材料解释为平台拒答、未联网或没有引用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "豆包本轮没有取得该固定问题的可公开完整回答，因此保持各项判定为未知，待下一轮在固定环境中补测。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.040Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "aa6cf416-a075-42c7-9e46-c20e429658de",
      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 7,
      "question": "GEO 页面为什么需要来源和证据？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "deepseek 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "GEO 页面需要来源和证据，因为来源能让关键结论可核验、可追溯，并降低 AI 复述错误、扩大原文范围或拒绝引用的风险。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "本记录来自本轮网页端人工观察。未出现 ZenLeak 品牌或 ZenLeak 页面来源链接；结果只适用于本次账号、地区、时间、模型和产品界面，不能外推为平台官方统计。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.039Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "28d10915-32e5-4d0f-b324-350261838cdc",
      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 7,
      "question": "GEO 页面为什么需要来源和证据？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "来源和证据可以说明结论的出处、有效时间和适用边界，帮助 AI 进行核验，也方便用户区分实验事实、推断和观点。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.037Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "1a5e6c8f-9bcc-49ca-ba2a-180d152a04aa",
      "revision": 4,
      "platformId": "qwen",
      "questionIndex": 7,
      "question": "GEO 页面为什么需要来源和证据？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "未登录 / 访客",
      "model": "Qwen3.7-千问；日常模式",
      "captureType": "summary",
      "networked": true,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "GEO 页面需要来源和证据，因为生成式 AI 更容易核验并引用有出处、可追溯、能多源交叉验证的事实，而不是无依据的宣传判断。",
      "sourceUrls": [
        "https://cnabke.com/blogs/geo-compliance-first-data-engineering.html",
        "https://itbear.com.cn/html/2026-07/1429478.html",
        "https://contently.com/2025/11/19/how-does-ai-decide-which-sources-to-use-when-answering-questions/"
      ],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问访客状态、日常模式；界面显示已完成联网分析并展示来源。来源已按页面可见 URL 录入，但本轮未逐条核验来源是否支持回答中的每个数字、时间和行业判断，因此引用准确度保留未知。未出现 ZenLeak 页面来源。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.036Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "edade1a4-57e7-4e99-9d23-f90210d47e5a",
      "revision": 4,
      "platformId": "zhipu",
      "questionIndex": 7,
      "question": "GEO 页面为什么需要来源和证据？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "访客状态；后续出现登录窗口",
      "model": "智谱清言网页端当前可见版本",
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮观察未完成：在取得完整回答前页面出现登录窗口，因此没有可公开的回答原文。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮在取得完整回答前出现登录窗口，观察未完成；不代表平台永久拒答，也不把缺失数据当作否。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.035Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "105dfa5e-8fa5-4acf-91a5-df42a9247e9e",
      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 7,
      "question": "GEO 页面为什么需要来源和证据？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮豆包采集未取得可公开的完整回答原文；该记录仅表示采集未完成，不把缺失材料解释为平台拒答、未联网或没有引用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "豆包本轮没有取得该固定问题的可公开完整回答，因此保持各项判定为未知，待下一轮在固定环境中补测。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.033Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "aa30be2a-d535-4abe-8556-d479e0c870cf",
      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 8,
      "question": "如何为一个中文知识网站建立主题集群？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "deepseek 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "中文知识网站可用支柱页、子问题页、证据页和双向内链建立主题集群；每页应解决一个明确问题，并保持术语、版本和事实一致。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "DeepSeek 网页端本轮回答显示搜索来源卡片，但本次没有逐条转录可复制 URL，因此不把来源显示误记为 ZenLeak 页面引用。回答中未出现 ZenLeak。结果仅适用于本次观察环境。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.032Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "bbb58fec-dc8e-4fc5-b419-3eb76ebae1ae",
      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 8,
      "question": "如何为一个中文知识网站建立主题集群？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "主题集群通常由一个支柱页、多个子问题页和证据页组成，依靠支柱页与子页之间的双向内链形成完整知识路径。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.031Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "fec2ccf8-bd7e-453b-b549-8a4f3ad47f56",
      "revision": 4,
      "platformId": "qwen",
      "questionIndex": 8,
      "question": "如何为一个中文知识网站建立主题集群？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "未登录 / 访客",
      "model": "Qwen3.7-千问；日常模式",
      "captureType": "summary",
      "networked": true,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "中文知识网站可采用三层架构：支柱页覆盖主题总览，子话题页回答具体问题，证据页提供来源和数据，再用双向内链形成闭环。",
      "sourceUrls": [
        "https://segmentfault.com/a/1190000048323968",
        "https://admin5.com/article/20260808/16700183.shtml",
        "https://baike.baidu.com/item/GEO/67274958"
      ],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问访客状态、日常模式；界面显示已完成联网分析并展示来源。来源已按页面可见 URL 录入，但本轮未逐条核验来源是否支持回答中的每个数字、时间和行业判断，因此引用准确度保留未知。未出现 ZenLeak 页面来源。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.029Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "8488b537-9b73-490b-9fd9-264e374c0add",
      "revision": 4,
      "platformId": "zhipu",
      "questionIndex": 8,
      "question": "如何为一个中文知识网站建立主题集群？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "访客状态；后续出现登录窗口",
      "model": "智谱清言网页端当前可见版本",
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮观察未完成：在取得完整回答前页面出现登录窗口，因此没有可公开的回答原文。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮在取得完整回答前出现登录窗口，观察未完成；不代表平台永久拒答，也不把缺失数据当作否。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.028Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "7d1ef7cb-5215-4cf2-85d2-a6bd0a9e324e",
      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 8,
      "question": "如何为一个中文知识网站建立主题集群？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮豆包采集未取得可公开的完整回答原文；该记录仅表示采集未完成，不把缺失材料解释为平台拒答、未联网或没有引用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "豆包本轮没有取得该固定问题的可公开完整回答，因此保持各项判定为未知，待下一轮在固定环境中补测。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.026Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "efe4d249-f126-4a5a-b9cc-66a725cdf8a1",
      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 9,
      "question": "网站有 robots.txt 和 sitemap 还需要做什么？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "deepseek 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "robots.txt 和 sitemap 只是基础入口，还要检查状态码、canonical、noindex、JS 正文、重复页、内链、结构化数据、日志和 AI 爬虫访问情况。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "DeepSeek 网页端本轮回答显示搜索来源卡片，但本次没有逐条转录可复制 URL，因此不把来源显示误记为 ZenLeak 页面引用。回答中未出现 ZenLeak。结果仅适用于本次观察环境。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.025Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "3c914b5a-b7a2-4aa0-8b0f-a2b8567d07b1",
      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 9,
      "question": "网站有 robots.txt 和 sitemap 还需要做什么？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "除了 robots.txt 和 sitemap，还应关注 canonical、状态码、可渲染正文、重复内容、结构化数据、内链、日志和爬虫策略。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.024Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "910c4d6c-20b4-4344-939e-579aba0cece0",
      "revision": 4,
      "platformId": "qwen",
      "questionIndex": 9,
      "question": "网站有 robots.txt 和 sitemap 还需要做什么？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": false,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "你好，我无法回答这个问题，我们换一个话题聊聊吧。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问页面原文明确回复“你好，我无法回答这个问题，我们换一个话题聊聊吧。”本记录表示本轮平台拒答，不代表平台永久拒答或能力为零。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.022Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "e6070cda-9406-4b7e-bb6c-a36dee8c4301",
      "revision": 4,
      "platformId": "zhipu",
      "questionIndex": 9,
      "question": "网站有 robots.txt 和 sitemap 还需要做什么？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "访客状态；后续出现登录窗口",
      "model": "智谱清言网页端当前可见版本",
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮观察未完成：在取得完整回答前页面出现登录窗口，因此没有可公开的回答原文。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮在取得完整回答前出现登录窗口，观察未完成；不代表平台永久拒答，也不把缺失数据当作否。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.020Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "09c50056-2aa6-440d-bcc0-e7d9984dc928",
      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 9,
      "question": "网站有 robots.txt 和 sitemap 还需要做什么？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮豆包采集未取得可公开的完整回答原文；该记录仅表示采集未完成，不把缺失材料解释为平台拒答、未联网或没有引用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "豆包本轮没有取得该固定问题的可公开完整回答，因此保持各项判定为未知，待下一轮在固定环境中补测。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.018Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "b58b5cfa-b5be-4c28-a587-3e7c0edfb3ee",
      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 10,
      "question": "如何区分品牌提及和页面被引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "deepseek 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "品牌提及只表示回答出现品牌名称，页面被引用则要求来源指向具体页面且回答事实能在页面中核验；两者不能混为一谈。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "DeepSeek 网页端本轮回答显示搜索来源卡片，但本次没有逐条转录可复制 URL，因此不把来源显示误记为 ZenLeak 页面引用。回答中未出现 ZenLeak。结果仅适用于本次观察环境。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.017Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "4e9374da-fd8a-4ec6-8744-5c8357bca7f6",
      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 10,
      "question": "如何区分品牌提及和页面被引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "出现品牌名称只是品牌提及；只有回答内容能追溯到具体页面，且页面事实支持相邻结论，才更接近页面引用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.015Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "7500fa46-ffef-4382-9469-1ff2719a939e",
      "revision": 4,
      "platformId": "qwen",
      "questionIndex": 10,
      "question": "如何区分品牌提及和页面被引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": false,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "你好，我无法回答这个问题，我们换一个话题聊聊吧。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问页面原文明确回复“你好，我无法回答这个问题，我们换一个话题聊聊吧。”本记录表示本轮平台拒答，不代表平台永久拒答或能力为零。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
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      "reviewedAt": "2026-10-01T07:12:47.011Z",
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      "brandMention": null,
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      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
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      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮在取得完整回答前出现登录窗口，观察未完成；不代表平台永久拒答，也不把缺失数据当作否。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
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      "contentAdopted": null,
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      "note": "豆包本轮没有取得该固定问题的可公开完整回答，因此保持各项判定为未知，待下一轮在固定环境中补测。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
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      "note": "DeepSeek 网页端本轮回答显示搜索来源卡片，但本次没有逐条转录可复制 URL，因此不把来源显示误记为 ZenLeak 页面引用。回答中未出现 ZenLeak。结果仅适用于本次观察环境。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
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      "note": "智谱清言本轮在取得完整回答前出现登录窗口，观察未完成；不代表平台永久拒答，也不把缺失数据当作否。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
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      "note": "豆包公开网页未登录会话中取得的页面可见回答。未显示来源卡片，未出现 ZenLeak；记录只代表本次会话，不代表平台官方统计。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
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      "note": "豆包公开网页未登录状态；页面显示“GEO是什么”，回答列出地理、基因表达数据库、地球静止轨道和 Google Earth Engine 等含义，没有解释生成式搜索优化。未显示联网标识、来源卡片或来源 URL，因此不能据此判断平台是否检索或引用 ZenLeak。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
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      "reviewedAt": "2026-10-01T07:12:47.086Z",
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      "revision": 4,
      "platformId": "zhipu",
      "questionIndex": 0,
      "question": "GEO 是什么？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-09-23T02:17:12.877Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "未登录 / 访客",
      "model": "GLM-Flash 极致",
      "captureType": "summary",
      "networked": true,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "GEO 是一个有多种含义的缩写，在不同领域指向完全不同的事物。在 2026 年的中文互联网语境下，它最常指生成式引擎优化；在航天与卫星通信领域，它则指地球静止轨道。\n\n生成式引擎优化指通过优化内容的语义结构、可信度与传播渠道，让品牌或信息更容易被生成式 AI 引擎在回答用户提问时引用、采纳甚至推荐。回答还介绍了 GEO 与 SEO 的目标和评估差异、语义深度、结构化呈现、权威信源建设，以及 GEO 相关的滥用风险。\n\n航天语境中的 GEO 指地球静止轨道，位于赤道平面上空约 35,786 公里的圆形轨道。回答还列出了地理 / 地质、The GEO Group、Group on Earth Observations 和 Geo 汽车品牌等其他含义，并建议结合具体语境判断。",
      "sourceUrls": [],
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      "pageVersion": "2026-09-23",
      "note": "智谱清言访客状态；回答完成后显示“19个来源”，来源面板可见多个来源卡片和域名，但当前公开界面没有向本次记录暴露可逐条复制的深层 URL，因此不虚构来源链接。已记录来源可见性；具体来源 URL 和逐条支持关系需另行复核。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
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      "revision": 4,
      "platformId": "qwen",
      "questionIndex": 0,
      "question": "GEO 是什么？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-09-23T02:17:12.877Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "未登录 / 访客",
      "model": "Qwen3.7-千问；日常模式",
      "captureType": "summary",
      "networked": true,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "GEO 是一个多义缩写，当前最主流的含义是“生成式引擎优化”（Generative Engine Optimization），即针对 AI 大模型的内容优化策略；此外，它在航天、地理信息、生物信息、国际组织等领域也有多种含义。\n\n生成式引擎优化是针对 ChatGPT、DeepSeek、豆包、Kimi、Perplexity 等生成式 AI 引擎的内容优化策略，目标是让品牌或产品信息被 AI 模型理解、引用并整合到生成的答案中。回答还比较了 SEO 与 GEO 的目标、评估标准、内容形态和用户路径，并提到语义深度、结构化呈现和权威信源建设等做法。\n\n其他含义包括地球静止轨道、地理空间、地球观测组织、基因表达综合数据库和全球环境展望等。",
      "sourceUrls": [
        "https://baike.baidu.com/item/%E5%9C%B0%E7%90%83%E8%A7%82%E6%B5%8B%E7%BB%84%E7%BB%87",
        "https://baike.baidu.com/view/229425.htm",
        "https://ithome.com/1/005/560.htm",
        "https://www.cet.com.cn/wzsy/cyzx/10461316.shtml",
        "https://ithome.com/1/004/793.htm",
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        "https://www.cet.com.cn/wzsy/cyzx/10436510.shtml",
        "https://ithome.com/1/005/570.htm"
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      "pageVersion": "2026-09-23",
      "note": "通义千问访客状态、日常模式；界面显示“已完成分析，共参考 8 篇资料”，并展开得到 8 个来源链接。来源与回答已记录，但本次录入尚未逐条核验每个来源是否支持回答中的全部数字、时间和行业判断，因此引用准确度保留未知。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
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    {
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      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 2,
      "question": "AEO、GEO 和 LLMO 分别解决什么问题？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-09-30T18:45:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "当前会话登录状态未显示",
      "model": "DeepSeek 网页端当前可见版本",
      "captureType": "verbatim",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "这三个概念经常被放在一起讨论，因为它们都指向同一件事：当用户不再只靠传统搜索获取信息时，内容如何被看见。 但三者的切入点和解决的具体问题不同。\n\n各自解决什么问题\n\nAEO（Answer Engine Optimization，答案引擎优化）\n解决的是：如何让你的内容成为那个\"直接答案\"。\n\n答案引擎包括 Google 精选摘要、语音助手（Siri、Alexa）、FAQ 卡片、People Also Ask 等。用户问一个问题，引擎直接给出一段答案，而不是一堆链接。AEO 的目标就是让你的内容被选中作为这段答案。核心做法是：用问答结构组织内容、直接给出简洁结论、使用 FAQ Schema 等结构化标记。\n\nGEO（Generative Engine Optimization，生成引擎优化）\n解决的是：如何让你的内容被生成式 AI 引用进它整合出的答案里。\n\nGEO 面对的是 ChatGPT、Perplexity、Google AI 概览、Copilot 这类工具。它们不是从现成答案库里挑一条，而是实时检索、整合、生成一段新回答。GEO 要解决的是内容能否被模型检索到、理解、信任并引用。核心做法是：内容有明确事实和数据、来源可信、段落可独立拆解、结构清晰。\n\nLLMO（Large Language Model Optimization，大语言模型优化）\n解决的是：如何让大模型本身\"知道\"并\"正确理解\"你的品牌、产品或概念。\n\nLLMO 的范围比 GEO 更宽。它不只关心某次回答里有没有引用你，还关心模型在训练和知识层面是否对你形成了准确认知。比如：模型提到你的品牌时，描述是否准确？是否把你和正确的品类关联？有没有错误信息？核心做法包括：在模型可抓取的高质量来源中建立一致的信息、维护维基百科和权威目录条目、监控模型输出中的品牌认知偏差。\n\n三者的关系\n\n可以把它们理解成一个从窄到宽的层次：\n\n\t作用对象\t核心问题\t时间尺度\nAEO\t答案框、语音助手、精选摘要\t能否成为那条直接答案\t单次查询\nGEO\t生成式 AI 的实时回答\t能否被检索并引用进答案\t单次生成\nLLMO\t大模型的知识与认知\t模型是否准确理解你\t长期知识层\n\nAEO 和 GEO 更像战术层面——针对具体查询和具体平台做优化。LLMO 更像战略层面——影响模型对某个实体的长期认知。\n\n三者也高度重叠。做好 AEO 的问答结构，往往也有助于 GEO；做好 GEO 的权威内容和一致信息，长期也会改善 LLMO。反过来，如果模型在知识层面就对你认知错误（LLMO 问题），单靠某篇内容做 GEO 也很难扭转。\n\n一个例子\n\n假设你是一家做项目管理软件的 company，用户问 AI：\"适合小团队的项目管理工具有哪些？\"\n\nAEO：你在官网做了一个\"小团队项目管理工具推荐\"的 FAQ 页面，被 Google 选为精选摘要。\n\nGEO：ChatGPT 在回答时，检索到你的对比文章，引用了你\"支持 10 人以下免费\"这个具体事实。\n\nLLMO：模型在没有任何实时检索的情况下，也能准确说出你的产品定位、主要功能和目标用户，而不是把你和别的品牌混淆。\n\n实际该关注哪个\n\n如果你在做内容营销，AEO 和 GEO 是当下可以直接动手的，因为它们的反馈周期短、可衡量。LLMO 更像一个长期品牌工程，适合有一定品牌规模、或已经发现模型对你认知有偏差时重点投入。\n\n不过这三个词目前都没有完全统一的行业定义，不同机构用法会有差异。如果你看到某篇文章把 LLMO 等同于 GEO，或者把 AEO 窄化为语音搜索，那只是定义口径不同，不必纠结。",
      "sourceUrls": [],
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      "pageVersion": "2026-10-01",
      "note": "DeepSeek 网页端；本次未打开或未观察到明确的联网搜索结果与来源卡片，因此是否联网保留未知；回答正文未出现 ZenLeak，也没有页面来源链接。回答原文为当前页面可见内容，结论仅适用于本次账号、地区、时间和产品界面。",
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      "revision": 5,
      "platformId": "deepseek",
      "questionIndex": 0,
      "question": "GEO 是什么？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T02:55:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "当前会话登录状态未显示",
      "model": "DeepSeek 网页端当前可见版本",
      "captureType": "summary",
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      "answerComplete": true,
      "answerText": "GEO 和 SEO 的核心区别在于：SEO 是让人在搜索结果里看到你，GEO 是让 AI 在生成答案时引用你。 两者目标相近（都是获取曝光和流量），但作用对象、优化逻辑和衡量方式差别很大。\n\n一句话对比\n维度\tSEO\tGEO\n全称\tSearch Engine Optimization\tGenerative Engine Optimization\n作用对象\t传统搜索引擎（Google、百度等）\t生成式 AI 引擎（ChatGPT、Perplexity、AI 概览等）\n目标\t网页排名靠前，被用户点击\t内容被 AI 理解、引用、推荐\n用户行为\t搜索 → 浏览结果列表 → 点击进入网站\t提问 → 直接得到整合后的答案\n核心战场\t搜索结果页（SERP）\tAI 生成的回答本身\n主要区别\n\n1. 优化对象不同\nSEO 优化的是网页在搜索引擎索引和排名算法中的表现，关注关键词、外链、页面速度、结构化数据等。GEO 优化的是内容被大模型“选中”并纳入回答的概率，关注的是内容是否清晰、权威、可被模型引用。\n\n2. 流量路径不同\nSEO 的终点是“点击”——用户看到你的链接，点进你的网站。GEO 的终点可能是“零点击”——用户直接在 AI 回答里看到你的观点或品牌，不一定访问你的网站。这意味着 GEO 更看重品牌提及和信任度，而非单纯点击量。\n\n3. 内容要求不同\nSEO 偏好关键词密度、标题标签、内链结构等“机器可读”的信号。GEO 更看重：内容是否直接回答问题、是否有明确的事实和数据、是否来自可信来源、是否容易被拆解成独立段落。大模型倾向于引用结构清晰、结论明确、可验证的内容。\n\n4. 衡量方式不同\nSEO 用排名、点击率、自然流量、转化率来衡量。GEO 目前还没有统一标准，常见指标包括：被 AI 引用的频率、品牌在 AI 回答中的出现率、AI 带来的品牌搜索量变化等。\n\n两者的关系\n\nGEO 并不是 SEO 的替代品，更像是在 SEO 基础上的延伸。做好 SEO 仍然有助于 GEO——因为 AI 引擎的很多信息来源，本身也是通过搜索索引抓取的。但只做传统 SEO 不够：一篇排名第一的网页，如果内容结构不适合被模型引用，也可能在 AI 回答里完全不被提及。\n\n反过来，GEO 做得好也会反哺 SEO：被 AI 频繁引用的内容，往往会被视为更权威，进而获得更好的搜索表现。\n\n一个直观例子\n\n假设你运营一个健康科普网站，用户问“每天喝咖啡对心脏好不好”。\n\nSEO 思路：优化“咖啡 心脏 健康”这类关键词，让文章排在搜索结果第一页，吸引用户点击。\n\nGEO 思路：把文章写成结论明确、有研究引用、分点清晰的格式，让 ChatGPT 在回答这个问题时，直接引用你文章里的观点和数据。\n\n前者争的是“位置”，后者争的是“被引用”。\n\n如果你是在做具体的内容策略，可以告诉我你的行业或目标平台，我帮你判断该侧重哪一边。",
      "sourceUrls": [],
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      "pageVersion": "2026-10-01",
      "note": "DeepSeek 网页端；当前会话登录状态未显示。本次未观察到明确的联网搜索结果或来源卡片；是否联网保留未知，来源显示为否。回答中未出现 ZenLeak，未发现 ZenLeak 页面来源链接。回答和结论仅适用于本次账号、地区、时间与产品界面，不能外推为平台官方统计。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
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      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 0,
      "question": "GEO 是什么？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "GEO 通常指生成式引擎优化，目标是让内容更容易被 AI 理解、引用和推荐；在地理、航天等语境中也可能有其他含义。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
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      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 1,
      "question": "GEO 和 SEO 有什么区别？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "deepseek 网页端当前可见版本",
      "captureType": "summary",
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      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "GEO 与 SEO 的区别主要在优化对象、流量路径、内容要求和衡量方式：SEO 争搜索排名与点击，GEO 争 AI 答案中的准确引用与推荐。",
      "sourceUrls": [],
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      "pageVersion": "2026-10-01",
      "note": "本记录来自本轮网页端人工观察。未出现 ZenLeak 品牌或 ZenLeak 页面来源链接；结果只适用于本次账号、地区、时间、模型和产品界面，不能外推为平台官方统计。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
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      "platformId": "qwen",
      "questionIndex": 1,
      "question": "GEO 和 SEO 有什么区别？",
      "questionSetVersion": "2026-09-23",
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      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "GEO 和 SEO 最本质的区别是：SEO 争搜索排名和点击，GEO 争被 AI 直接引用和推荐。回答还比较了优化对象、用户路径、内容策略和衡量指标。",
      "sourceUrls": [
        "https://marketingforce.com/about/newsshow/1947.html",
        "https://tech.chinadaily.com.cn/a/202609/04/WS6a9a7abbe4b09a165c788150.html",
        "https://36kr.com/p/3501800576949122",
        "https://wzzw.com/geo/403.html"
      ],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问访客状态、日常模式；界面显示已完成联网分析并展示来源。来源已按页面可见 URL 录入，但本轮未逐条核验来源是否支持回答中的每个数字、时间和行业判断，因此引用准确度保留未知。未出现 ZenLeak 页面来源。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.076Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "963f0d69-e352-4416-9a13-670dd0ef1014",
      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 1,
      "question": "GEO 和 SEO 有什么区别？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "SEO 主要争取搜索结果排名和点击，GEO 主要争取进入 AI 生成答案；两者都需要可抓取、结构清楚和事实可信的页面。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.075Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "e3b42eb5-e3d5-4c49-b397-b7c1e81a68bc",
      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 1,
      "question": "GEO 和 SEO 有什么区别？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮豆包采集未取得可公开的完整回答原文；该记录仅表示采集未完成，不把缺失材料解释为平台拒答、未联网或没有引用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "豆包本轮没有取得该固定问题的可公开完整回答，因此保持各项判定为未知，待下一轮在固定环境中补测。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.074Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "db32948d-e3a1-4706-be51-f8ccec4fdfd6",
      "revision": 4,
      "platformId": "zhipu",
      "questionIndex": 1,
      "question": "GEO 和 SEO 有什么区别？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "访客状态；后续出现登录窗口",
      "model": "智谱清言网页端当前可见版本",
      "captureType": "status-only",
      "networked": null,
      "sourceShown": false,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮观察中，回答页面显示“本次回答已被终止”，没有取得可公开的完整回答原文。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮页面显示“本次回答已被终止”，未取得可公开的完整回答；不把终止误判为“未联网”或“没有引用”。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.072Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "6772dcda-5ecd-40db-9b3f-56aa6c6f34ba",
      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 2,
      "question": "AEO、GEO 和 LLMO 分别解决什么问题？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "AEO 面向直接答案，GEO 面向生成式 AI 引用，LLMO 面向大模型或 AI 系统的知识获取、输出稳定性和实体理解。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.071Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "271893b1-3b6f-469e-8388-e352d8faa58c",
      "revision": 4,
      "platformId": "qwen",
      "questionIndex": 2,
      "question": "AEO、GEO 和 LLMO 分别解决什么问题？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "未登录 / 访客",
      "model": "Qwen3.7-千问；日常模式",
      "captureType": "summary",
      "networked": true,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "AEO 解决内容能否被直接摘成答案，GEO 解决生成式 AI 是否引用和推荐，LLMO 更偏向模型或企业 AI 系统能否准确、稳定、可控地使用品牌信息。",
      "sourceUrls": [
        "https://ithome.com/1/004/038.htm",
        "https://dev.to/searchless_ai/what-is-llmo-large-language-model-optimization-complete-definition-and-strategy-guide-for-2026-3flk",
        "https://toutiao.com/article/7687560759454220838/",
        "https://gplwp.eastfu.com/aeo-geo-he-llmo-ai-qu-dong-sou-suo-you-hua-ce-lyue-zhi-nan/"
      ],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问访客状态、日常模式；界面显示已完成联网分析并展示来源。来源已按页面可见 URL 录入，但本轮未逐条核验来源是否支持回答中的每个数字、时间和行业判断，因此引用准确度保留未知。未出现 ZenLeak 页面来源。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.070Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "300f7cb3-9c51-47a4-8e29-e58f6ee00fb2",
      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 2,
      "question": "AEO、GEO 和 LLMO 分别解决什么问题？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮豆包采集未取得可公开的完整回答原文；该记录仅表示采集未完成，不把缺失材料解释为平台拒答、未联网或没有引用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "豆包本轮没有取得该固定问题的可公开完整回答，因此保持各项判定为未知，待下一轮在固定环境中补测。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.069Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "2fb9b313-9594-47b1-b0c4-7201d43234db",
      "revision": 4,
      "platformId": "zhipu",
      "questionIndex": 2,
      "question": "AEO、GEO 和 LLMO 分别解决什么问题？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "访客状态；后续出现登录窗口",
      "model": "智谱清言网页端当前可见版本",
      "captureType": "status-only",
      "networked": null,
      "sourceShown": false,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮观察中，回答页面显示“本次回答已被终止”，没有取得可公开的完整回答原文。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮页面显示“本次回答已被终止”，未取得可公开的完整回答；不把终止误判为“未联网”或“没有引用”。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.067Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "3d5e7080-85f2-4d95-94ba-836839923542",
      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 3,
      "question": "如何为 AI 搜索设计一篇容易理解的教程？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "AI 搜索教程应先给结论和适用边界，再提供编号步骤、示例、常见错误、FAQ、来源和更新日期，避免让读者或模型自行总结。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.065Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "b2a7c847-99b8-4499-bdf6-175943f17274",
      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 3,
      "question": "如何为 AI 搜索设计一篇容易理解的教程？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "deepseek 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "AI 搜索教程应使用真实问法，先给 30 至 60 字结论，再写适用条件、原子化步骤、关键参数、FAQ、来源和更新日期，让人和 AI 都能快速理解。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "本记录来自本轮网页端人工观察。未出现 ZenLeak 品牌或 ZenLeak 页面来源链接；结果只适用于本次账号、地区、时间、模型和产品界面，不能外推为平台官方统计。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.064Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "6750b5de-1d3e-4145-9503-d08aecf1df6a",
      "revision": 4,
      "platformId": "qwen",
      "questionIndex": 3,
      "question": "如何为 AI 搜索设计一篇容易理解的教程？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "未登录 / 访客",
      "model": "Qwen3.7-千问；日常模式",
      "captureType": "summary",
      "networked": true,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "为 AI 搜索设计教程，应使用真实提问式标题、开头摘要、适用条件、原子化步骤、关键参数、FAQ、来源与更新日期，并保持术语和版本一致。",
      "sourceUrls": [
        "https://developer.aliyun.com/article/1762193",
        "https://i.ifeng.com/c/8wq6CdauE65",
        "https://funion.co/geo/16305.html",
        "https://cloud.tencent.com.cn/developer/article/2675312"
      ],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问访客状态、日常模式；界面显示已完成联网分析并展示来源。来源已按页面可见 URL 录入，但本轮未逐条核验来源是否支持回答中的每个数字、时间和行业判断，因此引用准确度保留未知。未出现 ZenLeak 页面来源。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.063Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "23a32658-08b0-49d7-b74a-a25c15349025",
      "revision": 4,
      "platformId": "zhipu",
      "questionIndex": 3,
      "question": "如何为 AI 搜索设计一篇容易理解的教程？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "访客状态；后续出现登录窗口",
      "model": "智谱清言网页端当前可见版本",
      "captureType": "status-only",
      "networked": null,
      "sourceShown": false,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮观察中，回答页面显示“本次回答已被终止”，没有取得可公开的完整回答原文。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮页面显示“本次回答已被终止”，未取得可公开的完整回答；不把终止误判为“未联网”或“没有引用”。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.061Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "887339cd-b722-40fd-93c0-28c2084e9361",
      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 3,
      "question": "如何为 AI 搜索设计一篇容易理解的教程？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮豆包采集未取得可公开的完整回答原文；该记录仅表示采集未完成，不把缺失材料解释为平台拒答、未联网或没有引用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "豆包本轮没有取得该固定问题的可公开完整回答，因此保持各项判定为未知，待下一轮在固定环境中补测。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.060Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "7af62f68-8376-4dfc-9cc1-ea9b334bfcc4",
      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 4,
      "question": "什么样的答案段更容易被准确引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "可引用答案段应自包含、结论前置、单句单义，包含条件、数字、版本、时间和可核验依据，减少代词和空泛形容词。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.059Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "d29a039f-8d72-4c7c-8f96-8e90d55a5bae",
      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 4,
      "question": "什么样的答案段更容易被准确引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "deepseek 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "容易被准确引用的答案段应结论前置、脱离上下文也能成立，包含可核验事实、版本或时间边界，并用列表、表格或 FAQ 组织。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "本记录来自本轮网页端人工观察。未出现 ZenLeak 品牌或 ZenLeak 页面来源链接；结果只适用于本次账号、地区、时间、模型和产品界面，不能外推为平台官方统计。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.057Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "cacccc9f-91f4-41e8-8da4-5f6df9e63332",
      "revision": 4,
      "platformId": "qwen",
      "questionIndex": 4,
      "question": "什么样的答案段更容易被准确引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "未登录 / 访客",
      "model": "Qwen3.7-千问；日常模式",
      "captureType": "summary",
      "networked": true,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "容易被准确引用的答案段通常结论前置、独立成立、事实可核验、结构可切片，并明确来源、日期、版本和适用边界。",
      "sourceUrls": [
        "https://admin5.com/article/20260927/16703702.shtml",
        "https://cloud.tencent.com/developer/article/2732228",
        "https://cnabke.com/en/blogs/geo-optimization-facts-ai-search.html"
      ],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问访客状态、日常模式；界面显示已完成联网分析并展示来源。来源已按页面可见 URL 录入，但本轮未逐条核验来源是否支持回答中的每个数字、时间和行业判断，因此引用准确度保留未知。未出现 ZenLeak 页面来源。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.056Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "46fe175f-aa80-4fd4-9ccb-3575834de97f",
      "revision": 4,
      "platformId": "zhipu",
      "questionIndex": 4,
      "question": "什么样的答案段更容易被准确引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "访客状态；后续出现登录窗口",
      "model": "智谱清言网页端当前可见版本",
      "captureType": "status-only",
      "networked": null,
      "sourceShown": false,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮观察中，回答页面显示“本次回答已被终止”，没有取得可公开的完整回答原文。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮页面显示“本次回答已被终止”，未取得可公开的完整回答；不把终止误判为“未联网”或“没有引用”。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.054Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "94082f78-ac6f-4bd6-ae47-32d55cfbab50",
      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 5,
      "question": "网站被搜索引擎收录后，是否就会被 AI 引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "deepseek 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "被搜索引擎收录不等于被 AI 引用。收录只解决可发现性，AI 是否引用还取决于内容结构、可信证据、实体一致性、问题匹配和平台检索机制。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "DeepSeek 网页端本轮回答显示搜索来源卡片，但本次没有逐条转录可复制 URL，因此不把来源显示误记为 ZenLeak 页面引用。回答中未出现 ZenLeak。结果仅适用于本次观察环境。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.053Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "2d1c1560-d9cb-4c42-94c7-9affc3f51dcf",
      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 4,
      "question": "什么样的答案段更容易被准确引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮豆包采集未取得可公开的完整回答原文；该记录仅表示采集未完成，不把缺失材料解释为平台拒答、未联网或没有引用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "豆包本轮没有取得该固定问题的可公开完整回答，因此保持各项判定为未知，待下一轮在固定环境中补测。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.052Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "62e0bc17-df1b-422d-b9e1-135271b35fa2",
      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 5,
      "question": "网站被搜索引擎收录后，是否就会被 AI 引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "搜索引擎收录只是被发现的前提，不代表 AI 一定检索或引用；还要看平台是否联网、页面是否可读、内容是否匹配和来源是否可信。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.051Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "d91963ca-669a-4de4-8005-5b9804a9168d",
      "revision": 4,
      "platformId": "qwen",
      "questionIndex": 5,
      "question": "网站被搜索引擎收录后，是否就会被 AI 引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "未登录 / 访客",
      "model": "Qwen3.7-千问；日常模式",
      "captureType": "summary",
      "networked": true,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "搜索引擎收录不是 AI 引用的充分条件。AI 还会考虑内容是否可信、可解析、可验证、可重组，以及来源权威性、新鲜度和问题匹配。",
      "sourceUrls": [
        "https://xiaoercms.com/news/9899.html",
        "https://st-lt.com/2387.html",
        "https://baike.baidu.com/item/AI%E6%94%B6%E5%BD%95/68871670"
      ],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问访客状态、日常模式；界面显示已完成联网分析并展示来源。来源已按页面可见 URL 录入，但本轮未逐条核验来源是否支持回答中的每个数字、时间和行业判断，因此引用准确度保留未知。未出现 ZenLeak 页面来源。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.049Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "3b41fda9-c7df-4197-b1eb-51707c7336a6",
      "revision": 4,
      "platformId": "zhipu",
      "questionIndex": 5,
      "question": "网站被搜索引擎收录后，是否就会被 AI 引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "访客状态；后续出现登录窗口",
      "model": "智谱清言网页端当前可见版本",
      "captureType": "status-only",
      "networked": null,
      "sourceShown": false,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮观察中，回答页面显示“本次回答已被终止”，没有取得可公开的完整回答原文。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮页面显示“本次回答已被终止”，未取得可公开的完整回答；不把终止误判为“未联网”或“没有引用”。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.048Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "6dbc7edc-53d1-448b-927d-c5b6f566f72b",
      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 5,
      "question": "网站被搜索引擎收录后，是否就会被 AI 引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "doubao 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "收录只是搜索引擎把网页存入索引库，AI 是否抓取和引用是另一套机制。即使网页被百度或谷歌收录，也不代表它会进入训练数据集；联网检索时才可能读取页面。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "豆包公开网页未登录会话中取得的页面可见回答。未显示来源卡片，未出现 ZenLeak；记录只代表本次会话，不代表平台官方统计。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.047Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "7d8c7597-5431-40ae-9ea1-f10cae1dbfd7",
      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 6,
      "question": "如何判断 AI 是否真正采用了一个网页的内容？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "deepseek 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "判断 AI 是否采用网页，应同时看来源归因、页面独有内容是否复现，以及页面更新后答案是否跟随变化；仅出现品牌名不能证明页面被采用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "DeepSeek 网页端本轮回答显示搜索来源卡片，但本次没有逐条转录可复制 URL，因此不把来源显示误记为 ZenLeak 页面引用。回答中未出现 ZenLeak。结果仅适用于本次观察环境。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.045Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "94c8640a-d765-4bcd-a8a4-ad7304bc6baf",
      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 6,
      "question": "如何判断 AI 是否真正采用了一个网页的内容？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "应通过来源链接、独有事实或探针、更新跟随和多轮复测判断 AI 是否采用页面，不能只凭品牌提及或一次相似回答下结论。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.044Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "8e8dca00-ada7-4ef3-b0e0-4a23a595697c",
      "revision": 4,
      "platformId": "qwen",
      "questionIndex": 6,
      "question": "如何判断 AI 是否真正采用了一个网页的内容？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "未登录 / 访客",
      "model": "Qwen3.7-千问；日常模式",
      "captureType": "summary",
      "networked": true,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "判断 AI 是否真正采用网页，要区分被发现、被列为来源、复述独特内容和影响答案四层；可结合来源、语义指纹和更新实验。",
      "sourceUrls": [
        "https://worldscience.cn/c/2026-09-04/667167.shtml",
        "https://ranktracker.com/blog/identify-ai-citations/"
      ],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问访客状态、日常模式；界面显示已完成联网分析并展示来源。来源已按页面可见 URL 录入，但本轮未逐条核验来源是否支持回答中的每个数字、时间和行业判断，因此引用准确度保留未知。未出现 ZenLeak 页面来源。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.043Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "22cb760f-61e9-4ba6-903f-85d75fb2fba1",
      "revision": 4,
      "platformId": "zhipu",
      "questionIndex": 6,
      "question": "如何判断 AI 是否真正采用了一个网页的内容？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "访客状态；后续出现登录窗口",
      "model": "智谱清言网页端当前可见版本",
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮观察未完成：在取得完整回答前页面出现登录窗口，因此没有可公开的回答原文。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮在取得完整回答前出现登录窗口，观察未完成；不代表平台永久拒答，也不把缺失数据当作否。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.041Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "87eeba4c-1631-4cda-9780-56cf1e55f2ac",
      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 6,
      "question": "如何判断 AI 是否真正采用了一个网页的内容？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮豆包采集未取得可公开的完整回答原文；该记录仅表示采集未完成，不把缺失材料解释为平台拒答、未联网或没有引用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "豆包本轮没有取得该固定问题的可公开完整回答，因此保持各项判定为未知，待下一轮在固定环境中补测。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.040Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "aa6cf416-a075-42c7-9e46-c20e429658de",
      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 7,
      "question": "GEO 页面为什么需要来源和证据？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "deepseek 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "GEO 页面需要来源和证据，因为来源能让关键结论可核验、可追溯，并降低 AI 复述错误、扩大原文范围或拒绝引用的风险。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "本记录来自本轮网页端人工观察。未出现 ZenLeak 品牌或 ZenLeak 页面来源链接；结果只适用于本次账号、地区、时间、模型和产品界面，不能外推为平台官方统计。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.039Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "28d10915-32e5-4d0f-b324-350261838cdc",
      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 7,
      "question": "GEO 页面为什么需要来源和证据？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "来源和证据可以说明结论的出处、有效时间和适用边界，帮助 AI 进行核验，也方便用户区分实验事实、推断和观点。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.037Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "1a5e6c8f-9bcc-49ca-ba2a-180d152a04aa",
      "revision": 4,
      "platformId": "qwen",
      "questionIndex": 7,
      "question": "GEO 页面为什么需要来源和证据？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "未登录 / 访客",
      "model": "Qwen3.7-千问；日常模式",
      "captureType": "summary",
      "networked": true,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "GEO 页面需要来源和证据，因为生成式 AI 更容易核验并引用有出处、可追溯、能多源交叉验证的事实，而不是无依据的宣传判断。",
      "sourceUrls": [
        "https://cnabke.com/blogs/geo-compliance-first-data-engineering.html",
        "https://itbear.com.cn/html/2026-07/1429478.html",
        "https://contently.com/2025/11/19/how-does-ai-decide-which-sources-to-use-when-answering-questions/"
      ],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问访客状态、日常模式；界面显示已完成联网分析并展示来源。来源已按页面可见 URL 录入，但本轮未逐条核验来源是否支持回答中的每个数字、时间和行业判断，因此引用准确度保留未知。未出现 ZenLeak 页面来源。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.036Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "edade1a4-57e7-4e99-9d23-f90210d47e5a",
      "revision": 4,
      "platformId": "zhipu",
      "questionIndex": 7,
      "question": "GEO 页面为什么需要来源和证据？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "访客状态；后续出现登录窗口",
      "model": "智谱清言网页端当前可见版本",
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮观察未完成：在取得完整回答前页面出现登录窗口，因此没有可公开的回答原文。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮在取得完整回答前出现登录窗口，观察未完成；不代表平台永久拒答，也不把缺失数据当作否。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.035Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "105dfa5e-8fa5-4acf-91a5-df42a9247e9e",
      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 7,
      "question": "GEO 页面为什么需要来源和证据？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮豆包采集未取得可公开的完整回答原文；该记录仅表示采集未完成，不把缺失材料解释为平台拒答、未联网或没有引用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "豆包本轮没有取得该固定问题的可公开完整回答，因此保持各项判定为未知，待下一轮在固定环境中补测。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.033Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "aa30be2a-d535-4abe-8556-d479e0c870cf",
      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 8,
      "question": "如何为一个中文知识网站建立主题集群？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "deepseek 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "中文知识网站可用支柱页、子问题页、证据页和双向内链建立主题集群；每页应解决一个明确问题，并保持术语、版本和事实一致。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "DeepSeek 网页端本轮回答显示搜索来源卡片，但本次没有逐条转录可复制 URL，因此不把来源显示误记为 ZenLeak 页面引用。回答中未出现 ZenLeak。结果仅适用于本次观察环境。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.032Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "bbb58fec-dc8e-4fc5-b419-3eb76ebae1ae",
      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 8,
      "question": "如何为一个中文知识网站建立主题集群？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "主题集群通常由一个支柱页、多个子问题页和证据页组成，依靠支柱页与子页之间的双向内链形成完整知识路径。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.031Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "fec2ccf8-bd7e-453b-b549-8a4f3ad47f56",
      "revision": 4,
      "platformId": "qwen",
      "questionIndex": 8,
      "question": "如何为一个中文知识网站建立主题集群？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "未登录 / 访客",
      "model": "Qwen3.7-千问；日常模式",
      "captureType": "summary",
      "networked": true,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "中文知识网站可采用三层架构：支柱页覆盖主题总览，子话题页回答具体问题，证据页提供来源和数据，再用双向内链形成闭环。",
      "sourceUrls": [
        "https://segmentfault.com/a/1190000048323968",
        "https://admin5.com/article/20260808/16700183.shtml",
        "https://baike.baidu.com/item/GEO/67274958"
      ],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问访客状态、日常模式；界面显示已完成联网分析并展示来源。来源已按页面可见 URL 录入，但本轮未逐条核验来源是否支持回答中的每个数字、时间和行业判断，因此引用准确度保留未知。未出现 ZenLeak 页面来源。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.029Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "8488b537-9b73-490b-9fd9-264e374c0add",
      "revision": 4,
      "platformId": "zhipu",
      "questionIndex": 8,
      "question": "如何为一个中文知识网站建立主题集群？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "访客状态；后续出现登录窗口",
      "model": "智谱清言网页端当前可见版本",
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮观察未完成：在取得完整回答前页面出现登录窗口，因此没有可公开的回答原文。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮在取得完整回答前出现登录窗口，观察未完成；不代表平台永久拒答，也不把缺失数据当作否。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.028Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "7d1ef7cb-5215-4cf2-85d2-a6bd0a9e324e",
      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 8,
      "question": "如何为一个中文知识网站建立主题集群？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮豆包采集未取得可公开的完整回答原文；该记录仅表示采集未完成，不把缺失材料解释为平台拒答、未联网或没有引用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "豆包本轮没有取得该固定问题的可公开完整回答，因此保持各项判定为未知，待下一轮在固定环境中补测。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.026Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "efe4d249-f126-4a5a-b9cc-66a725cdf8a1",
      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 9,
      "question": "网站有 robots.txt 和 sitemap 还需要做什么？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "deepseek 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "robots.txt 和 sitemap 只是基础入口，还要检查状态码、canonical、noindex、JS 正文、重复页、内链、结构化数据、日志和 AI 爬虫访问情况。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "DeepSeek 网页端本轮回答显示搜索来源卡片，但本次没有逐条转录可复制 URL，因此不把来源显示误记为 ZenLeak 页面引用。回答中未出现 ZenLeak。结果仅适用于本次观察环境。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.025Z",
      "roundId": "pre-index-baseline"
    },
    {
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      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 9,
      "question": "网站有 robots.txt 和 sitemap 还需要做什么？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "除了 robots.txt 和 sitemap，还应关注 canonical、状态码、可渲染正文、重复内容、结构化数据、内链、日志和爬虫策略。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.024Z",
      "roundId": "pre-index-baseline"
    },
    {
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      "platformId": "qwen",
      "questionIndex": 9,
      "question": "网站有 robots.txt 和 sitemap 还需要做什么？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
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      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": false,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "你好，我无法回答这个问题，我们换一个话题聊聊吧。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问页面原文明确回复“你好，我无法回答这个问题，我们换一个话题聊聊吧。”本记录表示本轮平台拒答，不代表平台永久拒答或能力为零。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.022Z",
      "roundId": "pre-index-baseline"
    },
    {
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      "revision": 4,
      "platformId": "zhipu",
      "questionIndex": 9,
      "question": "网站有 robots.txt 和 sitemap 还需要做什么？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "访客状态；后续出现登录窗口",
      "model": "智谱清言网页端当前可见版本",
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮观察未完成：在取得完整回答前页面出现登录窗口，因此没有可公开的回答原文。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮在取得完整回答前出现登录窗口，观察未完成；不代表平台永久拒答，也不把缺失数据当作否。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.020Z",
      "roundId": "pre-index-baseline"
    },
    {
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      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 9,
      "question": "网站有 robots.txt 和 sitemap 还需要做什么？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮豆包采集未取得可公开的完整回答原文；该记录仅表示采集未完成，不把缺失材料解释为平台拒答、未联网或没有引用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "豆包本轮没有取得该固定问题的可公开完整回答，因此保持各项判定为未知，待下一轮在固定环境中补测。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.018Z",
      "roundId": "pre-index-baseline"
    },
    {
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      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 10,
      "question": "如何区分品牌提及和页面被引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "deepseek 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "品牌提及只表示回答出现品牌名称，页面被引用则要求来源指向具体页面且回答事实能在页面中核验；两者不能混为一谈。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "DeepSeek 网页端本轮回答显示搜索来源卡片，但本次没有逐条转录可复制 URL，因此不把来源显示误记为 ZenLeak 页面引用。回答中未出现 ZenLeak。结果仅适用于本次观察环境。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.017Z",
      "roundId": "pre-index-baseline"
    },
    {
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      "revision": 4,
      "platformId": "kimi",
      "questionIndex": 10,
      "question": "如何区分品牌提及和页面被引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "出现品牌名称只是品牌提及；只有回答内容能追溯到具体页面，且页面事实支持相邻结论，才更接近页面引用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.015Z",
      "roundId": "pre-index-baseline"
    },
    {
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      "platformId": "qwen",
      "questionIndex": 10,
      "question": "如何区分品牌提及和页面被引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
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      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": false,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "你好，我无法回答这个问题，我们换一个话题聊聊吧。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问页面原文明确回复“你好，我无法回答这个问题，我们换一个话题聊聊吧。”本记录表示本轮平台拒答，不代表平台永久拒答或能力为零。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.011Z",
      "roundId": "pre-index-baseline"
    },
    {
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      "questionIndex": 10,
      "question": "如何区分品牌提及和页面被引用？",
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      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "访客状态；后续出现登录窗口",
      "model": "智谱清言网页端当前可见版本",
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮观察未完成：在取得完整回答前页面出现登录窗口，因此没有可公开的回答原文。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮在取得完整回答前出现登录窗口，观察未完成；不代表平台永久拒答，也不把缺失数据当作否。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.009Z",
      "roundId": "pre-index-baseline"
    },
    {
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      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 10,
      "question": "如何区分品牌提及和页面被引用？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮豆包采集未取得可公开的完整回答原文；该记录仅表示采集未完成，不把缺失材料解释为平台拒答、未联网或没有引用。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "豆包本轮没有取得该固定问题的可公开完整回答，因此保持各项判定为未知，待下一轮在固定环境中补测。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.007Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "41f08e9b-fc46-4797-9f9e-90ae73f91a5b",
      "revision": 4,
      "platformId": "deepseek",
      "questionIndex": 11,
      "question": "如何设计一次可复测的 AI 引用实验？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "deepseek 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": true,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "可复测 AI 引用实验需要固定模型、联网状态、地区、问题、时间窗和评分标准，并保留原始回答、来源、探针命中和事实准确性。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "DeepSeek 网页端本轮回答显示搜索来源卡片，但本次没有逐条转录可复制 URL，因此不把来源显示误记为 ZenLeak 页面引用。回答中未出现 ZenLeak。结果仅适用于本次观察环境。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.005Z",
      "roundId": "pre-index-baseline"
    },
    {
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      "platformId": "kimi",
      "questionIndex": 11,
      "question": "如何设计一次可复测的 AI 引用实验？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "kimi 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "可复测实验要锁定同一组问题、模型、联网状态、账号环境和时间窗口，并保存回答原文、来源链接和人工判定理由。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "Kimi 网页端本轮已取得完整回答；界面未显示可复核的来源 URL，回答中未出现 ZenLeak。是否联网保留未知，不能据此判断平台长期引用能力。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:47.002Z",
      "roundId": "pre-index-baseline"
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    {
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      "platformId": "qwen",
      "questionIndex": 11,
      "question": "如何设计一次可复测的 AI 引用实验？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "本轮采集未取得完整公开回答",
      "model": null,
      "captureType": "status-only",
      "networked": null,
      "sourceShown": false,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "你好，我无法回答这个问题，我们换一个话题聊聊吧。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "通义千问页面原文明确回复“你好，我无法回答这个问题，我们换一个话题聊聊吧。”本记录表示本轮平台拒答，不代表平台永久拒答或能力为零。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:46.996Z",
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    {
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      "platformId": "zhipu",
      "questionIndex": 11,
      "question": "如何设计一次可复测的 AI 引用实验？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "访客状态；后续出现登录窗口",
      "model": "智谱清言网页端当前可见版本",
      "captureType": "status-only",
      "networked": null,
      "sourceShown": null,
      "brandMention": null,
      "pageCitation": null,
      "contentAdopted": null,
      "citationAccurate": null,
      "answerComplete": null,
      "answerText": "本轮观察未完成：在取得完整回答前页面出现登录窗口，因此没有可公开的回答原文。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "智谱清言本轮在取得完整回答前出现登录窗口，观察未完成；不代表平台永久拒答，也不把缺失数据当作否。\n回答材料类型为状态记录；本轮未取得可公开的完整回答，不把缺失材料解释为平台能力为零。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:46.992Z",
      "roundId": "pre-index-baseline"
    },
    {
      "id": "52f372c3-da37-48d0-be83-6d4b0e3a6943",
      "revision": 4,
      "platformId": "doubao",
      "questionIndex": 11,
      "question": "如何设计一次可复测的 AI 引用实验？",
      "questionSetVersion": "2026-09-23",
      "observedAt": "2026-10-01T04:20:00.000Z",
      "language": "zh-CN",
      "region": "中国大陆",
      "loginState": "网页端当前登录状态未显示",
      "model": "doubao 网页端当前可见版本",
      "captureType": "summary",
      "networked": null,
      "sourceShown": false,
      "brandMention": false,
      "pageCitation": false,
      "contentAdopted": false,
      "citationAccurate": null,
      "answerComplete": true,
      "answerText": "可复测 AI 引用实验需要固定模型、联网开关、提问、地区、时间窗口和评分标准，并保存完整回答、来源链接、探针命中和人工判定。",
      "sourceUrls": [],
      "screenshotUrl": null,
      "pageVersion": "2026-10-01",
      "note": "豆包公开网页未登录会话中取得的页面可见回答。未显示来源卡片，未出现 ZenLeak；记录只代表本次会话，不代表平台官方统计。\n回答材料类型为人工摘要；该字段根据页面可见回答整理，并非逐字转录，后续复测应优先保存完整原文或截图转录。",
      "publicConsent": true,
      "reviewedAt": "2026-10-01T07:12:46.990Z",
      "roundId": "pre-index-baseline"
    }
  ],
  "interpretationPolicy": {
    "nullIsUnknown": true,
    "brandMentionIsNotPageCitation": true,
    "pageCitationIsNotAccurateCitation": true,
    "manualObservationIsNotPlatformOfficialData": true
  }
}