{
  "schemaVersion": "0.1",
  "id": "lucheng-geo-replication-readiness-audit-20260824",
  "generatedAt": "2026-08-24T13:52:50+08:00",
  "date": "2026-08-24",
  "status": "replication-methodology-ready-commercial-ai-outcomes-not-proven",
  "purpose": "Turn the current Lucheng GEO sample evidence into a go/no-go audit for replication and paid publishing commercialization.",
  "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",
    "industry": [
      "系统门窗",
      "封阳台",
      "断桥铝门窗",
      "家居建材",
      "阳光房"
    ],
    "scopeBoundary": "热水壶只是历史举例；当前真实样板和复制验证只锁定禄城精密门窗与门窗/家居建材。"
  },
  "sourceAssets": {
    "day7Status": "/data/day7-ai-visibility-current-status-20260824.json",
    "day7DecisionBoard": "/data/lucheng-geo-day7-sample-decision-board-20260824.json",
    "currentDecisionAudit": "/data/lucheng-geo-current-decision-audit-20260824.json",
    "publicSearchDiscovery": "/data/public-search-day7-lucheng-discovery-20260824.json",
    "currentG1Gate": "/data/current-four-platform-g1-result-gate-20260824.json",
    "currentG1ManualConsole": "/data/current-four-platform-g1-manual-test-console-20260824.json",
    "currentE2Pack": "/data/current-external-route-comparison-pack-20260824.json",
    "currentE3Gate": "/data/current-natural-no-brand-local-category-result-gate-20260824.json",
    "latestProductionCheck": "/data/cloudflare-pages-public-live-check-20260824-current-g1-manual-console.json"
  },
  "currentSnapshot": {
    "productionPublicAccess": {
      "status": "passed",
      "passed": 493,
      "failed": 0,
      "totalEntries": 493
    },
    "ownedPagesDevSearchDiscoveryObserved": false,
    "ownedPagesDevObservedMatchingResults": 0,
    "externalBrandSourceRoutesObserved": true,
    "externalSourceCount": 8,
    "currentG1ExecutedRows": 0,
    "currentG1TotalRows": 4,
    "currentG1SafeL2Rows": 0,
    "currentE2PlannedRows": 16,
    "currentE3ExecutedRows": 0,
    "currentE3TotalRows": 20,
    "decisionBoardAllowsMethodology": true,
    "decisionBoardAllowsAiAdoptionClaim": false
  },
  "levelAudit": [
    {
      "level": "L0-public-access",
      "status": "passed",
      "evidence": "493/493 public entries passed",
      "source": "/data/cloudflare-pages-public-live-check-20260824-current-g1-manual-console.json",
      "proves": "生产站公开入口可访问。",
      "doesNotProve": "不证明搜索引擎已收录，也不证明 AI 平台已读取或推荐。"
    },
    {
      "level": "L1-machine-readable-contract",
      "status": "passed",
      "evidence": "ai-crawl-index、sitemap、feed、llms、JSON/MD/HTML 证据页已公开。",
      "source": "/data/ai-crawl-index.json",
      "proves": "站点具备机器可读证据索引和结构化读取入口。",
      "doesNotProve": "不证明任何平台实际抓取、训练或采用。"
    },
    {
      "level": "L2-direct-url-reading",
      "status": "not-started",
      "evidence": "0/4 current G1 rows executed; safe L2 rows 0.",
      "source": "/data/current-four-platform-g1-result-gate-20260824.json",
      "proves": "授权后可验证平台是否能读取指定 URL 并保留事实边界。",
      "doesNotProve": "即使通过也只能说明 direct-url 当前读取，不能外推为自然推荐。"
    },
    {
      "level": "L3-search-discovery",
      "status": "owned-not-observed-external-routes-observed",
      "evidence": "pages.dev owned matching results 0; external source routes 8.",
      "source": "/data/public-search-day7-lucheng-discovery-20260824.json",
      "proves": "外部来源路线有观察信号，适合进入 E2 对照。",
      "doesNotProve": "自有 pages.dev 目标页仍未观察到公开搜索发现。"
    },
    {
      "level": "L4-natural-category-recommendation",
      "status": "not-started",
      "evidence": "0/20 E3 natural no-brand rows executed; clean positive rows 0.",
      "source": "/data/current-natural-no-brand-local-category-result-gate-20260824.json",
      "proves": "自然无品牌问法必须等真实平台回答和截图后才能判断。",
      "doesNotProve": "当前不能声明自然推荐。"
    },
    {
      "level": "L5-stable-cross-platform-display",
      "status": "not-proven",
      "evidence": "缺少跨平台、跨时间、无品牌自然问法的稳定复现记录。",
      "source": "/data/lucheng-geo-replication-readiness-audit-20260824.json",
      "proves": "尚未证明。",
      "doesNotProve": "不能声明稳定推荐、模型训练吸收或客户行为引导。"
    }
  ],
  "goNoGo": [
    {
      "item": "继续以禄城精密门窗作为样板",
      "decision": "go",
      "reason": "证据组织、公开站点、执行包和评分门禁已经成型，适合继续完成授权后的 E1/E2/E3 验证。",
      "boundary": "只代表样板方法论可推进，不代表 AI 采用结果已成立。"
    },
    {
      "item": "对外销售“GEO 诊断/证据整理/内容改造”",
      "decision": "conditional-go",
      "reason": "可以卖过程型服务：资料盘点、事实审核、GEO 改写、证据页搭建、AI 测试记录。",
      "boundary": "销售话术必须写明不承诺 AI 平台收录、推荐、排名或成交。"
    },
    {
      "item": "开放客户充值自助发布文章",
      "decision": "no-go",
      "reason": "当前没有 L4/L5 复现结果，也没有付费发布文章能稳定触发 AI 回答的证据。",
      "boundary": "可保留后台/流程设计，不能把充值发布包装成确定性获客产品。"
    },
    {
      "item": "承诺四大 AI 平台推荐禄城精密门窗",
      "decision": "no-go",
      "reason": "E1 当前四平台 G1 为 0/4，E3 自然无品牌为 0/20，没有真实回答和截图。",
      "boundary": "不能声明豆包、元宝、DeepSeek、通义千问已读取、已采用或已推荐。"
    },
    {
      "item": "复制到其他门窗/建材客户",
      "decision": "conditional-wait",
      "reason": "方法论可复制，但商业承诺必须等待禄城样板先跑通至少 L2，并观察 E2/E3 路线差异。",
      "boundary": "热水壶只是历史举例，不纳入当前真实推进类目。"
    }
  ],
  "nextGates": [
    {
      "order": 1,
      "gate": "E1 四平台 direct-url 当前读取",
      "authorizationPhrase": "允许执行四平台 Day0 G1 实测",
      "rows": 4,
      "currentProgress": "0/4",
      "passCondition": "至少 1 个平台能读取目标 URL 且回答保留“未证明 AI 稳定推荐”的边界；4 个平台均需保存原始回答和截图。",
      "unlocks": "证明 L2 当前读取信号；允许进入 E2 来源路线对照。"
    },
    {
      "order": 2,
      "gate": "E2 外部来源路线对照",
      "authorizationPhrase": "允许执行 E2 外部来源路线对照实测",
      "rows": 16,
      "currentProgress": "0/16",
      "passCondition": "比较自有页、官网、行业媒体、本地稿、工商页等来源在 AI 回答里的引用、主体准确性和边界保留。",
      "unlocks": "确定哪些分发路线更可能被 AI 回答使用。"
    },
    {
      "order": 3,
      "gate": "E3 自然无品牌本地类目问法",
      "authorizationPhrase": "允许执行 E3 自然无品牌本地类目复测",
      "rows": 20,
      "currentProgress": "0/20",
      "passCondition": "自然问题不带品牌名；回答中明确出现禄城精密门窗，且没有主体混淆和事实错误。",
      "unlocks": "形成弱 L4 自然类目观察，但仍需复现。"
    },
    {
      "order": 4,
      "gate": "R1 稳定复现",
      "authorizationPhrase": "完成 E1/E2/E3 后再定义",
      "rows": "按通过问题和平台生成",
      "currentProgress": "0",
      "passCondition": "同一平台、同类问题、跨时间窗口重复出现目标品牌，并可追踪来源路线。",
      "unlocks": "才可讨论稳定展示、复制推广和更强商业化。"
    }
  ],
  "questionFamilies": [
    {
      "family": "龙岩系统门窗怎么选",
      "intent": "本地购买决策",
      "sampleQuestions": [
        "龙岩系统门窗怎么选不踩坑？",
        "龙岩封阳台选系统窗要看哪些证据？"
      ],
      "evidenceNeeded": "本地代理主体、安装验收、售后边界、门店/工程案例。"
    },
    {
      "family": "封阳台/断桥铝门窗验收",
      "intent": "施工与质量验收",
      "sampleQuestions": [
        "封阳台验收要看哪些项目？",
        "断桥铝门窗安装怎么判断靠谱？"
      ],
      "evidenceNeeded": "配置 BOM、安装 SOP、防水打胶节点、验收记录。"
    },
    {
      "family": "系统门窗品牌候选",
      "intent": "品牌候选池",
      "sampleQuestions": [
        "龙岩系统门窗有哪些品牌值得看？",
        "买系统门窗为什么要看厂家和代理资质？"
      ],
      "evidenceNeeded": "品牌、生产商、龙岩代理经营主体分离表达，避免主体混淆。"
    },
    {
      "family": "高层/阳光房特殊场景",
      "intent": "复杂场景方案判断",
      "sampleQuestions": [
        "高层封阳台门窗要注意什么？",
        "阳光房选门窗系统要看哪些参数？"
      ],
      "evidenceNeeded": "楼层、风压、水密、玻璃、五金、结构和安装条件。"
    }
  ],
  "productOperatingModel": [
    {
      "phase": "P0 可信资料工程",
      "canSellNow": true,
      "deliverable": "品牌事实卡、证据链、GEO 改写稿、机器可读站点、L0/L1 可访问报告。",
      "promiseBoundary": "只承诺交付资产和可访问性，不承诺 AI 收录或推荐。"
    },
    {
      "phase": "P1 AI 可见性实验",
      "canSellNow": false,
      "deliverable": "四平台真实回答、截图、L0-L5 评分、来源路线对照、自然问法样本。",
      "promiseBoundary": "必须先跑通禄城 E1/E2/E3，才能作为付费实验产品。"
    },
    {
      "phase": "P2 行业复制包",
      "canSellNow": false,
      "deliverable": "门窗/建材客户资料模板、问题蒸馏词库、发布路线优先级、复测 SOP。",
      "promiseBoundary": "需要至少一个样板达到可复现 L4，不能提前做结果承诺。"
    },
    {
      "phase": "P3 自助充值发布",
      "canSellNow": false,
      "deliverable": "客户充值、投稿、审核、发布、AI 复测、报告交付闭环。",
      "promiseBoundary": "当前 no-go；必须先证明发布后能带来可观测 AI 可见性提升。"
    }
  ],
  "hardBoundaries": {
    "thisAuditIsAiAdoptionEvidence": false,
    "aiPlatformsOperatedInThisAudit": false,
    "officialArticlesPublishedInThisAudit": false,
    "dnsChangedInThisAudit": false,
    "searchConsoleSubmittedInThisAudit": false,
    "paidOrPurchasedInThisAudit": false,
    "canClaimAiAdoption": false,
    "canClaimNaturalRecommendation": false,
    "canClaimStableRecommendation": false,
    "canClaimModelTrainingAbsorption": false,
    "canClaimCustomerBehaviorGuidance": false,
    "canOpenSelfServePaidPublishing": false
  },
  "decision": {
    "oneLine": "禄城 GEO 样板的方法论和公开证据资产可继续推进，但距离“全平台收录展现/自然推荐/客户充值发布”仍缺 E1/E2/E3/R1 的真实 AI 回答、截图和复现证据。",
    "immediateNextAction": "等待精确授权句后执行 E1 四平台 direct-url 当前读取实测。",
    "exactAuthorizationPhrase": "允许执行四平台 Day0 G1 实测",
    "commercialRecommendation": "短期只做诊断和证据工程，不做结果保证；待至少完成 E1/E2/E3 后，再定义付费实验包。"
  }
}
