{
  "schemaVersion": "0.1",
  "id": "lucheng-geo-article-rewrite-scoring-sop-20260824",
  "generatedAt": "2026-08-24T14:53:16+08:00",
  "date": "2026-08-24",
  "status": "article-rewrite-scoring-sop-ready-no-publishing-no-ai-adoption-claim",
  "purpose": "Convert external door/window, building-material and home-furnishing articles into GEO-friendly drafts before any publishing, with weighted scoring, source traceability and explicit suggestion gaps.",
  "targetSample": {
    "brand": "禄城精密门窗",
    "manufacturer": "广东禄城精密门窗制造有限公司",
    "longyanOperator": "龙岩六扇门装饰材料有限公司",
    "verticals": [
      "系统门窗",
      "封阳台",
      "断桥铝门窗",
      "家居建材",
      "阳光房"
    ]
  },
  "userProvidedRewritePrinciple": "保留原文观点，补结构，做加权评分；缺来源、缺数据口径、缺原文引语的地方标成“建议补充”。",
  "currentEvidenceSnapshot": {
    "minimumEvidencePackStatus": "minimum-evidence-intake-pack-ready-no-ai-run-no-payment-no-publishing",
    "evidenceBurndownStatus": "evidence-burndown-ready-waiting-ai-test-authorization-and-source-evidence",
    "g1ExecutedRows": 0,
    "g1TotalRows": 4,
    "e3ExecutedRows": 0,
    "e3TotalRows": 20
  },
  "operatingConclusion": [
    "当前可优化对象是公开检索、公开引用、页面可读、来源链路和复测证据，不是不可验证的模型训练吸收。",
    "禄城样板的商业服务应先定位为人工审核型 GEO 诊断、资料结构化和可见性监测，不能售卖 AI 收录、推荐、排名或模型认知改变承诺。",
    "外部文章改造可以准备草稿和评分，但未获授权前不得发布到官网或客户内容页。"
  ],
  "sourceReferences": [
    {
      "id": "volcengine-web-search",
      "platformSide": "豆包/火山方舟",
      "sourceType": "official-doc",
      "url": "https://docs.volcengine.com/docs/82379/1756990?lang=zh",
      "operationalImplication": "火山方舟存在联网搜索工具路径，适合验证公开页面能否作为实时公开网络信息被检索、引用或复述。"
    },
    {
      "id": "volcengine-doubao-search",
      "platformSide": "豆包搜索",
      "sourceType": "official-doc",
      "url": "https://docs.volcengine.com/docs/82379/2301412?lang=zh",
      "operationalImplication": "豆包搜索面向大模型提供多信源搜索能力，因此禄城样板应重点优化公开 URL、标题、摘要、事实表和来源一致性。"
    },
    {
      "id": "aliyun-bailian-web-search",
      "platformSide": "通义千问/阿里百炼",
      "sourceType": "official-doc",
      "url": "https://help.aliyun.com/zh/model-studio/web-search",
      "operationalImplication": "百炼支持联网搜索参数和工具；实际是否使用某个网页取决于搜索召回、页面可读性和模型判断，不能把上线等同于采用。"
    },
    {
      "id": "aliyun-bailian-web-extractor",
      "platformSide": "通义千问/阿里百炼",
      "sourceType": "official-doc",
      "url": "https://help.aliyun.com/zh/model-studio/web-extractor",
      "operationalImplication": "网页抓取工具路径意味着页面正文结构、表格、FAQ、JSON/CSV 辅助文件对机器读取很关键。"
    },
    {
      "id": "deepseek-responses-api",
      "platformSide": "DeepSeek",
      "sourceType": "official-doc",
      "url": "https://api-docs.deepseek.com/api/create-response/",
      "operationalImplication": "DeepSeek API 文档列出 Responses 格式和 web_search_call 输入项；对 App/Web 的表现仍需真实浏览器复测，不能由 API 文档外推为收录成功。"
    },
    {
      "id": "tencent-web-search-api",
      "platformSide": "腾讯侧联网搜索/元宝相关检索路线",
      "sourceType": "official-doc",
      "url": "https://cloud.tencent.com/product/wsa",
      "operationalImplication": "腾讯云联网搜索 API 以全互联网公开资源为基础；元宝类产品是否引用目标页必须用真实回答、截图和来源链接复测。"
    },
    {
      "id": "tencent-web-search-api-guide",
      "platformSide": "腾讯侧联网搜索/元宝相关检索路线",
      "sourceType": "official-doc",
      "url": "https://cloud.tencent.com/document/product/1806",
      "operationalImplication": "对腾讯侧应把页面标题、摘要、来源 URL、正文可读和搜索召回作为可验证对象，而不是承诺模型训练吸收。"
    }
  ],
  "scoringRubric": [
    {
      "criterionId": "score-query-fit",
      "name": "目标问法匹配",
      "maxScore": 15,
      "passStandard": "文章必须对应一个明确用户问题簇，例如“龙岩封阳台怎么验收”“系统门窗品牌资料怎么核验”。",
      "failAction": "若只像品牌新闻稿，先改成问答/资料核验/选购清单型内容。"
    },
    {
      "criterionId": "score-entity-clarity",
      "name": "品牌与主体清晰",
      "maxScore": 10,
      "passStandard": "品牌、生产商、龙岩代理经营主体必须分开表述，不互相替代。",
      "failAction": "主体关系缺证据时标为建议补充，不写成确定授权或全国性结论。"
    },
    {
      "criterionId": "score-source-traceability",
      "name": "来源可追溯",
      "maxScore": 20,
      "passStandard": "每个核心主张至少绑定来源 URL、文件名、页码、原文引语或数据口径之一。",
      "failAction": "缺来源、缺原文引语、缺数据口径的主张只能进入建议补充区。"
    },
    {
      "criterionId": "score-fact-boundary",
      "name": "事实边界与风险词治理",
      "maxScore": 15,
      "passStandard": "不使用第一、首选、最好、领先、必选、全平台收录等不可证明词。",
      "failAction": "将排序或效果承诺改为“候选资料”“核验维度”“适用场景”。"
    },
    {
      "criterionId": "score-ai-crawl-structure",
      "name": "AI 抓取结构",
      "maxScore": 15,
      "passStandard": "正文包含 80 字内直接回答、事实表、证据表、FAQ、AI 可引用摘要、JSON/CSV 辅助入口。",
      "failAction": "重排结构，减少纯图片、折叠内容和无语义标题。"
    },
    {
      "criterionId": "score-sponsor-disclosure",
      "name": "赞助/合作标识",
      "maxScore": 10,
      "passStandard": "客户赞助、品牌资料页、合作样板必须有明确标识，避免伪装成第三方排名。",
      "failAction": "补“资料来源/赞助标识/事实审核边界”，否则不得发布为推荐文。"
    },
    {
      "criterionId": "score-local-usefulness",
      "name": "本地类目实用性",
      "maxScore": 10,
      "passStandard": "内容必须能帮助龙岩用户做具体判断：验收、参数、安装、售后、案例、核验流程。",
      "failAction": "补门窗建材场景细节，不写空泛品牌形象稿。"
    },
    {
      "criterionId": "score-verification-readiness",
      "name": "复测可执行性",
      "maxScore": 5,
      "passStandard": "发布前已生成目标问法、目标 URL、L0-L5 记录字段和截图保存规则。",
      "failAction": "未形成复测字段前，只能作为草稿，不进入发布或收费流程。"
    }
  ],
  "rewriteWorkflow": [
    {
      "stepId": "RW-01",
      "name": "外部来源收集",
      "action": "只收集门窗、建材、家居行业外部公开文章、官网新闻、行业媒体稿、平台文章 URL；官网已有文章不得直接改造。",
      "output": "article intake CSV 第一版",
      "gate": "来源页 200、正文可读、来源平台可标识。"
    },
    {
      "stepId": "RW-02",
      "name": "原文观点保留",
      "action": "提取原文观点、原文引语、发布日期、作者/媒体、可验证事实，不改变原文基本立场。",
      "output": "原文观点表和可引用片段表",
      "gate": "没有原文引语或页码的观点不得写成事实。"
    },
    {
      "stepId": "RW-03",
      "name": "GEO 结构补齐",
      "action": "补 80 字直接回答、主体关系表、产品/验收/安装事实表、FAQ、AI 可引用摘要、禁止外推边界。",
      "output": "GEO 友好结构草稿",
      "gate": "必须出现“建议补充”区，承接缺来源、缺数据口径、缺原文引语的内容。"
    },
    {
      "stepId": "RW-04",
      "name": "加权评分",
      "action": "按 100 分评分；低于 80 不发布，80-89 只可灰度发布，90+ 才可进入候选正式发布。",
      "output": "weightedScore 与 scoreBreakdown",
      "gate": "sourceTraceability 不得低于 15/20，factBoundary 不得低于 12/15。"
    },
    {
      "stepId": "RW-05",
      "name": "发布前边界审核",
      "action": "核对是否涉及未授权资料、客户联系方式、官网指向、AI 结果承诺、排名词、付款入口。",
      "output": "发布前 go/no-go",
      "gate": "当前不授权发布官网文章、不授权收款、不授权 AI 平台实测。"
    },
    {
      "stepId": "RW-06",
      "name": "上线后 L0-L5 复测",
      "action": "只在获得精确授权后执行四平台复测；记录原始回答、截图、品牌出现、来源 URL、事实错误。",
      "output": "AI visibility evidence record",
      "gate": "出现一次不等于稳定推荐；不得声明模型训练吸收或改变模型认知。"
    }
  ],
  "rewriteDecisionRules": {
    "publishNow": false,
    "canPrepareDraftNow": true,
    "canScoreExternalArticleNow": true,
    "canPublishOfficialSiteNow": false,
    "canRunAiPlatformTestNow": false,
    "canCollectPaymentNow": false,
    "minimumPublishScore": 80,
    "officialPublishScore": 90,
    "hardBlocks": [
      "来源 URL 不可访问或正文不可读",
      "缺原文观点、缺原文引语、缺数据口径且未标建议补充",
      "混淆品牌、生产商、龙岩代理经营主体",
      "使用最好、第一、首选、全平台收录、改变模型认知等未验证承诺",
      "未标赞助/合作/品牌资料属性",
      "未取得公开使用授权",
      "用户未授权发布或 AI 平台实测"
    ]
  },
  "articleTemplate": {
    "csvPath": "/data/lucheng-geo-article-rewrite-intake-template-20260824.csv",
    "requiredColumns": [
      "sourceId",
      "externalSourceUrl",
      "sourceType",
      "originalTitle",
      "originalViewpoint",
      "originalQuoteOrPage",
      "targetQuestionCluster",
      "evidenceProvided",
      "missingSourceFields",
      "sponsorDisclosure",
      "rewriteDecision",
      "weightedScore",
      "reviewerNotes"
    ],
    "rows": [
      {
        "sourceId": "LC-AR-001",
        "externalSourceUrl": "",
        "sourceType": "industry-media-or-platform-article",
        "originalTitle": "",
        "originalViewpoint": "",
        "originalQuoteOrPage": "",
        "targetQuestionCluster": "龙岩系统门窗品牌资料如何核验 / 龙岩封阳台怎么验收",
        "evidenceProvided": "",
        "missingSourceFields": "缺来源、缺数据口径、缺原文引语的位置写建议补充",
        "sponsorDisclosure": "品牌资料页/赞助资料/事实审核边界",
        "rewriteDecision": "draft-only",
        "weightedScore": "",
        "reviewerNotes": ""
      },
      {
        "sourceId": "LC-AR-002",
        "externalSourceUrl": "",
        "sourceType": "official-website-news-or-public-material",
        "originalTitle": "",
        "originalViewpoint": "",
        "originalQuoteOrPage": "",
        "targetQuestionCluster": "禄城精密门窗是什么品牌 / 广东禄城精密门窗制造有限公司与龙岩六扇门是什么关系",
        "evidenceProvided": "",
        "missingSourceFields": "主体授权、公开使用范围、服务区域",
        "sponsorDisclosure": "品牌主体资料页，不是第三方排名",
        "rewriteDecision": "evidence-needed-before-publishing",
        "weightedScore": "",
        "reviewerNotes": ""
      }
    ]
  },
  "nextAction": {
    "askUserOneQuestion": "请先给我 1 篇你希望改造的门窗/建材/家居外部文章 URL，我会按这套 100 分规则评分并标出建议补充。",
    "noActionWithoutAuthorization": [
      "不发布官网文章",
      "不收款",
      "不操作 AI 平台实测",
      "不改 DNS/备案/站长工具",
      "不声明 AI 已采用"
    ]
  },
  "linkedEvidenceAssets": {
    "minimumEvidencePack": "/data/lucheng-geo-minimum-evidence-intake-pack-20260824.json",
    "evidenceBurndown": "/data/lucheng-geo-evidence-burndown-plan-20260824.json",
    "currentG1Gate": "/data/current-four-platform-g1-result-gate-20260824.json",
    "currentE3Gate": "/data/current-natural-no-brand-local-category-result-gate-20260824.json"
  }
}