{
  "schemaVersion": "0.1",
  "id": "lucheng-geo-current-decision-audit-20260824",
  "generatedAt": "2026-08-24T11:52:24+08:00",
  "date": "2026-08-24",
  "status": "current-state-l0-l2-partial-methodology-ready-l3-l5-not-proven",
  "productionBaseUrl": "https://lucheng-geo.pages.dev",
  "target": {
    "brandName": "禄城精密门窗",
    "manufacturer": "广东禄城精密门窗制造有限公司",
    "longyanAgentOperator": "龙岩六扇门装饰材料有限公司",
    "industries": [
      "系统门窗",
      "封阳台",
      "断桥铝门窗",
      "家居建材",
      "阳光房"
    ]
  },
  "oneLine": "禄城 GEO 样板当前可以证明公开可访问、机器可读和方法论可复制；不能证明 pages.dev 已搜索收录、四平台自然推荐、模型训练吸收、客户行为引导或自助付费发布闭环。",
  "sourceEvidence": {
    "productionFullCheck": {
      "file": "data/cloudflare-pages-public-live-check-20260824-current-decision-audit.json",
      "status": "passed",
      "passed": 450,
      "totalEntries": 450,
      "failed": 0
    },
    "methodology": {
      "file": "data/lucheng-brand-product-geo-methodology-20260818.json",
      "status": "lucheng-only-methodology-operating-model-ready-not-ai-adoption-proof",
      "canReplicateMethodology": true,
      "canClaimAiAdoption": false
    },
    "imaKnowledgeCoverage": {
      "file": "data/ima-document-extraction-coverage-20260710.json",
      "status": "p0-and-p1-targets-extracted-with-boundaries",
      "documents": 11,
      "p0Documents": 6,
      "score": "68/85",
      "boundary": "IMA 资料已形成阶段性抽取记录；未在本审计中重新操作 IMA 客户端。"
    },
    "day7PublicReadiness": {
      "file": "data/local-category-day7-ai-visibility-monitor-20260824.json",
      "status": "day7-public-readiness-checked-ai-platform-run-not-executed",
      "aiPlatformRunExecuted": false
    },
    "day7PublicSearch": {
      "file": "data/public-search-day7-lucheng-discovery-20260824.json",
      "status": "day7-pagesdev-not-observed-external-source-routes-observed",
      "ownedPagesDevObserved": false,
      "externalSourceCount": 8
    },
    "naturalCategoryRetest": {
      "file": "data/local-category-natural-retest-results-20260817.json",
      "targetBrandMentionRows": 0,
      "relatedEntityOnlyRows": 1,
      "visibleAnswerCapturedRows": 3,
      "totalRows": 4
    },
    "day0G1Gate": {
      "file": "data/ai-platform-day0-g1-result-gate-20260818.json",
      "status": "awaiting-results-no-ai-evidence",
      "executedRows": 0,
      "totalRows": 4,
      "requiredAuthorizationPhrase": "允许执行四平台 Day0 G1 实测"
    },
    "commercialGate": {
      "file": "data/first-paid-pilot-current-collection-gate-20260818.json",
      "status": "diagnostic-pilot-materials-ready-real-payment-not-approved-self-service-closed",
      "replicationStatus": "replication-gate-ready-methodology-only-self-service-closed",
      "selfServicePaidPublishingClosed": true
    }
  },
  "evidenceLevelDecision": [
    {
      "level": "L0-public-access",
      "status": "achieved",
      "evidence": "data/cloudflare-pages-public-live-check-20260824-current-decision-audit.json: 450/450",
      "allowedClaim": "可以说生产站公开入口当前可访问。",
      "forbiddenClaim": "不能把 200 可访问等同于搜索收录或 AI 采用。"
    },
    {
      "level": "L1-machine-readable-contract",
      "status": "achieved",
      "evidence": "data/lucheng-brand-product-geo-methodology-20260818.json: lucheng-only-methodology-operating-model-ready-not-ai-adoption-proof",
      "allowedClaim": "可以说站点有 sitemap、feed、llms、AI crawl index、答案卡和结构化边界。",
      "forbiddenClaim": "不能说机器可读结构必然改变模型认知。"
    },
    {
      "level": "L2-direct-url-reading",
      "status": "partial-needs-current-g1-rerun",
      "evidence": "data/lucheng-ai-visibility-evidence-ladder-20260817.json: partially-achieved；data/ai-platform-day0-g1-result-gate-20260818.json: awaiting-results-no-ai-evidence",
      "allowedClaim": "可以说曾观察到部分平台在给定 URL 时能读取部分页面，但当前 Day0 G1 主测试仍需重跑。",
      "forbiddenClaim": "不能把 direct-url 读取说成平台自然发现、训练吸收或稳定推荐。"
    },
    {
      "level": "L3-search-discovery",
      "status": "not-observed-for-owned-pages-external-routes-observed",
      "evidence": "data/public-search-day7-lucheng-discovery-20260824.json: pages.dev=0, external=8",
      "allowedClaim": "可以说自有 pages.dev 搜索发现未观察到，外部来源路线已观察到。",
      "forbiddenClaim": "不能声明 pages.dev 已索引；也不能把外部媒体软文当作事实背书。"
    },
    {
      "level": "L4-natural-category-recommendation",
      "status": "not-achieved",
      "evidence": "data/local-category-natural-retest-results-20260817.json: targetBrandMentionRows=0/4, relatedEntityOnlyRows=1",
      "allowedClaim": "可以说旧自然问法尚未把完整目标品牌推出去。",
      "forbiddenClaim": "不能包装成客户案例、自然推荐成功或行为引导已达成。"
    },
    {
      "level": "L5-stable-cross-platform-display",
      "status": "not-proven",
      "evidence": "尚缺跨平台、跨时间、同问法稳定复现的原始回答和截图。",
      "allowedClaim": "可以说 L5 仍是后续验证目标。",
      "forbiddenClaim": "不能承诺稳定排名、稳定推荐、稳定转化。"
    }
  ],
  "businessDecision": {
    "currentCommercialStage": "human-reviewed-geo-diagnostic-and-monitoring-pilot-only",
    "canSellNow": [
      "品牌 GEO 诊断",
      "证据缺口整理",
      "文章 AI 友好改造",
      "公开可读部署",
      "Day1/Day3/Day7 复测监控"
    ],
    "cannotSellYet": [
      "自助充值后自动保证收录",
      "保证豆包/元宝/DeepSeek/千问自然推荐",
      "保证改变模型训练认知",
      "保证客户搜索后被引导购买"
    ],
    "selfServicePaidPublishing": "closed",
    "paymentGate": "真实收款前必须先完成至少一轮可复现 AI 证据链和交付验收口径。"
  },
  "nextExperiments": [
    {
      "id": "E1-current-four-platform-g1",
      "priority": 1,
      "name": "四平台当前 G1 direct-url 重跑",
      "why": "验证当前页面是否能被豆包、腾讯元宝、DeepSeek、通义千问在给定 URL 时安全读取。",
      "requiredInputs": [
        "明确授权",
        "目标 URL",
        "四平台已登录浏览器",
        "原始回答保存路径",
        "截图保存路径"
      ],
      "successMetric": "至少 3/4 平台能读取 URL，复述证据边界，且无实体混淆或过度承诺。",
      "highestEvidenceLevelIfPass": "L2"
    },
    {
      "id": "E2-external-route-vs-owned-route",
      "priority": 2,
      "name": "外部来源路线 vs 自有 pages.dev 对照",
      "why": "Day7 已观察到外部来源路线，需比较 AI 对官网/行业媒体/本地稿与 pages.dev 的读取和引用差异。",
      "requiredInputs": [
        "外部 URL 审核",
        "同一提示词",
        "平台回答截图",
        "来源引用标注"
      ],
      "successMetric": "同问法下记录哪类来源更容易被平台引用或复述。",
      "highestEvidenceLevelIfPass": "L2-L3-source-route-signal"
    },
    {
      "id": "E3-natural-no-brand-local-category",
      "priority": 3,
      "name": "自然无品牌本地类目问法复测",
      "why": "旧结果没有明确出现禄城精密门窗；必须验证分发后是否改变候选召回。",
      "requiredInputs": [
        "不含品牌名的问题",
        "新会话",
        "四平台截图",
        "实体混淆标注"
      ],
      "successMetric": "至少 2/4 平台在不提供品牌名和 URL 时明确出现完整目标品牌，并能说明依据。",
      "highestEvidenceLevelIfPass": "L4-weak-needs-repeat"
    },
    {
      "id": "E4-stability-repeat",
      "priority": 4,
      "name": "跨时间稳定复现",
      "why": "单轮命中不能证明商业承诺，需要 Day14/Day30 或多轮随机会话复现。",
      "requiredInputs": [
        "固定提示词",
        "复测日程",
        "相同评分器",
        "失败样本保留"
      ],
      "successMetric": "跨时间、跨平台、跨新会话仍能稳定召回且事实边界不漂移。",
      "highestEvidenceLevelIfPass": "L5"
    }
  ],
  "nextQuestionForUser": "是否现在授权我执行 E1：四平台当前 G1 direct-url 重跑，并把豆包、腾讯元宝、DeepSeek、通义千问的原始回答和截图写入证据台账？",
  "hardBoundaries": [
    "热水壶仍只是历史抽象例子，当前样板只围绕禄城精密门窗。",
    "页面可访问、结构化、llms.txt、sitemap、RSS 均不能单独证明 AI 采用。",
    "相关主体如六扇门单独出现，不计为完整目标品牌禄城精密门窗被推荐。",
    "外部来源路线是信号，不是事实背书；所有强主张仍需来源、数据口径和审核。",
    "自助付费发布与 AI 结果承诺保持关闭。"
  ],
  "claimBooleans": {
    "canClaimProductionPublicReadable": true,
    "canClaimReplicableMethodology": true,
    "canClaimPagesDevIndexed": false,
    "canClaimFourPlatformAiAdoption": false,
    "canClaimNaturalRecommendation": false,
    "canClaimModelTrainingAbsorption": false,
    "canClaimCustomerBehaviorGuidance": false,
    "canOpenSelfServicePaidPublishing": false
  }
}
