{ "schemaVersion": "0.1", "id": "lucheng-brand-product-geo-methodology-20260818", "generatedAt": "2026-08-24T11:23:11+08:00", "status": "lucheng-only-methodology-operating-model-ready-not-ai-adoption-proof", "productionBaseUrl": "https://lucheng-geo.pages.dev", "publicPaths": { "json": "/data/lucheng-brand-product-geo-methodology-20260818.json", "csv": "/data/lucheng-brand-product-geo-methodology-checklist-20260818.csv", "md": "/docs/LUCHENG_BRAND_PRODUCT_GEO_METHODOLOGY_20260818.md", "html": "/reports/lucheng-brand-product-geo-methodology-20260818.html" }, "brandIdentity": { "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" ] }, "summary": { "oneLine": "禄城精密门窗 GEO 样板已经形成可复制的品牌与产品 GEO 操作模型；当前证明的是公开可读、结构化内容、证据边界和执行门禁，不证明全平台收录展现或 AI 稳定推荐。", "activeSample": "禄城精密门窗", "currentGoal": "打造一套可复制、可预期、便于操作的品牌及产品 GEO 优化方法论。", "heatKettleScope": "历史举例，不进入当前样板、不做真实测试、不作为商业案例。", "canReplicateMethodology": true, "canClaimFullPlatformIndexing": false, "canClaimAiAdoption": false, "canClaimNaturalRecommendation": false, "canOpenSelfServicePaidPublishing": false, "nextRequiredAuthorization": "允许执行四平台 Day0 G1 实测" }, "evidenceSnapshot": { "publicLiveCheck": { "totalEntries": 437, "passed": 437, "failed": 0, "totalBytes": 5672052 }, "publicSearch": { "totalQueries": 8, "totalObservedResultRefs": 0, "positiveObservedRows": 0, "canPromoteSearchDiscoveryS2": false, "canClaimSearchIndexed": false, "canClaimAiAdoption": false, "canClaimNaturalRecommendation": false, "canClaimModelCognitionChanged": false, "canClaimPaidPublishingOutcome": false, "canOpenSelfServiceRechargePublishing": false, "canMarkOriginalGoalComplete": false, "oneLine": "8 个只读公开搜索探测当前未观察到正向结果；这只能说明当前没有可用正向搜索发现证据，不能证明 AI 已采用或未采用。" }, "day0G1": { "totalRows": 4, "executedRows": 0, "notTestedRows": 4, "directUrlReadableBoundaryPassRows": 0, "blockedOrNotAccessibleRows": 0, "unsafeOrBoundaryFailRows": 0, "platformsWithSafeL2Signal": [] }, "aiIngestion": { "totalChunks": 28, "articleChunks": 18, "evidenceChunks": 10, "uniqueTargetQuestions": 53, "missingArticleFiles": 0, "missingEvidenceFiles": 0 }, "aiAnswerCards": { "totalCards": 53, "sourceQuestions": 53, "intentCounts": { "recommendation-intent": 10, "selection-education": 7, "scenario-criteria": 8, "brand-fact-check": 8, "acceptance-checklist": 8, "general-knowledge": 3, "proof-boundary": 3, "ai-test-execution": 3, "search-discovery": 2, "crawler-access": 1 }, "cardsWithEvidenceUrls": 53, "canClaimAiAdoption": false, "canClaimNaturalRecommendation": false, "canClaimPaidPublishingLoop": false }, "aiAnswerPages": { "totalPages": 53, "sourceCards": 53, "cardsWithEvidenceUrls": 53, "recommendationIntentPages": 10, "canClaimAiAdoption": false, "canClaimSearchIndexing": false, "canClaimNaturalRecommendation": false, "canClaimPaidPublishingLoop": false }, "clientIntake": { "totalFields": 25, "sections": 8, "requiredBlockingFields": 24, "customerOwnedFields": 9, "operatorOwnedFields": 16, "canAskClientForIntakeNow": true, "canGenerateServiceConfirmationDraftAfterIntake": true, "canCollectPaymentNow": false, "canPublishClientContentNow": false, "canOperateAiPlatformsNow": false, "canOpenSelfServiceRechargePublishing": false, "canSellAiOutcomeGuarantee": false, "canClaimAiAdoption": false, "canMarkOriginalGoalComplete": false, "firstQuestion": "请先确认客户主体、品牌名、品牌授权范围、资料公开使用范围，并书面确认接受不承诺 AI 收录/推荐/排名/模型认知改变。", "oneLine": "首单真实客户资料收集包已准备好；当前只授权资料收集和服务确认草案准备，不授权收款、发布、AI 平台实测或自助充值发文。" }, "objectiveStatus": "not-complete", "objectiveCanMarkGoalComplete": false }, "modules": [ { "id": "M1-entity-standardization", "name": "品牌实体标准化", "purpose": "让 AI 明确禄城精密门窗是谁、生产商是谁、龙岩代理经营主体是谁，以及和产品线是什么关系。", "input": "品牌名：禄城精密门窗；生产商：广东禄城精密门窗制造有限公司；龙岩代理经营主体：龙岩六扇门装饰材料有限公司；类目：系统门窗、封阳台、断桥铝门窗、家居建材、阳光房；别名、产品线、服务区域、授权边界。", "output": "品牌事实页、主体关系说明、AI crawl index canonical facts。", "verification": "AI 回答不混淆禄城精密门窗、广东禄城精密门窗制造有限公司、龙岩六扇门装饰材料有限公司；六扇门单独出现不等于禄城被推荐。" }, { "id": "M2-evidence-tiering", "name": "证据资产分层", "purpose": "把画册、参数、案例、安装交付、售后、检测和媒体内容按证据等级绑定到每条主张。", "input": "IMA 资料、官网资料、外部媒体页、产品资料、案例授权。", "output": "证据清单、缺口标记、建议补充字段。", "verification": "无证据主张不得写成确定事实；缺来源、缺数据口径、缺原文引语必须标注建议补充。" }, { "id": "M3-question-distillation", "name": "用户问法蒸馏", "purpose": "从产品词转成真实购买/验收/避坑/本地候选问题。", "input": "系统门窗、封阳台、买门窗避坑、龙岩本地门窗等种子词。", "output": "问法池、优先级、Day0/Day3/Day7 测试矩阵。", "verification": "每个问法都有目标答案、证据入口、禁止说法和可评分结果。" }, { "id": "M4-ai-readable-content", "name": "AI 友好内容生产", "purpose": "把文章改造成 AI 容易摘取的答案卡和独立问答页。", "input": "问法、证据、边界、赞助披露。", "output": "HTML、JSON-LD、Answer Cards、独立问答页、JSON/JSONL 分块。", "verification": "页面直链可 200，包含问题、短答案、证据 URL、doNotSay、claimBoundary。" }, { "id": "M5-crawlable-publication", "name": "公开抓取与机器索引", "purpose": "让搜索引擎和 AI 检索系统更容易发现页面。", "input": "静态站点、robots、sitemap、feed、llms、AI crawl index。", "output": "公开可读站点和 full live check 记录。", "verification": "生产 full live check 全量通过；不得把可访问误说成已收录或已采用。" }, { "id": "M6-external-source-routing", "name": "外部信源路线", "purpose": "用官网、行业媒体和可索引平台补强自有新站权重。", "input": "winsmo 官网、行业媒体页、可公开读取的第三方内容。", "output": "外部来源审核队列、改写队列、AI/搜索对照复测包。", "verification": "外部页面可读、可引用、主张有依据；不可把媒体软文直接当事实证明。" }, { "id": "M7-ai-verification-loop", "name": "AI 实测与评分闭环", "purpose": "用真实平台回答证明读取、召回、自然推荐或稳定展现。", "input": "豆包、腾讯元宝、DeepSeek、千问的真实回答与截图。", "output": "Day0 G1 结果台账、评分器、S0-S4 等级、D3/D7/D14 复测。", "verification": "没有真实回答和截图，不得声明 AI 已读取、已采用、自然推荐或模型认知改变。" }, { "id": "M8-commercial-gating", "name": "商业化门禁", "purpose": "把服务卖成诊断、改造、发布和监测，而不是 AI 结果保证。", "input": "客户资料、授权、服务确认单、验收边界。", "output": "首单资料收集包、服务确认草案、收款前验收门禁。", "verification": "未达搜索/AI 证据门槛前，不开放自助充值发文，不销售 AI 收录/推荐/排名承诺。" } ], "operatingGates": [ { "gate": "G0-scope-lock", "name": "样板范围锁定", "currentState": "passed", "rule": "当前唯一真实样板是禄城精密门窗；热水壶只作为历史举例，不进入当前执行对象。", "nextAction": "所有新增内容、问法、实测和商业判断均回到禄城精密门窗。" }, { "gate": "G1-public-infrastructure", "name": "公开基础设施", "currentState": "passed", "rule": "生产站点、机器索引和关键页面必须公开可读。", "nextAction": "维持 437/437 或更高版本 full live check。" }, { "gate": "G2-method-assets", "name": "方法论资产", "currentState": "passed", "rule": "必须有问法池、答案卡、独立问答页、AI 摄取清单和证据边界。", "nextAction": "持续把 IMA 和外部来源转成带证据等级的问答卡。" }, { "gate": "G3-search-discovery", "name": "公开搜索发现", "currentState": "not-passed", "rule": "至少观察到本站或目标页面在公开搜索中有 S2/S3 正向发现。", "nextAction": "按 D3/D7/D14 复测，并补 sitemap 提交、官网入口和外部链接。" }, { "gate": "G4-ai-direct-url", "name": "AI 直链读取", "currentState": "awaiting-authorization", "rule": "豆包、元宝、DeepSeek、千问至少部分平台能读取当前执行 URL 并保留边界。", "nextAction": "等待精确授权句：允许执行四平台 Day0 G1 实测。" }, { "gate": "G5-natural-recommendation", "name": "自然问法推荐", "currentState": "not-proven", "rule": "无品牌问法下跨平台、跨时间自然出现禄城精密门窗，并给出证据化理由。", "nextAction": "G4 通过后执行自然问法 D3/D7/D14 复测。" }, { "gate": "G6-paid-publishing", "name": "客户付费发布闭环", "currentState": "closed", "rule": "只能先卖人工审核型诊断/监测 pilot，不能承诺 AI 结果。", "nextAction": "首单先走 25 字段资料收集和服务确认草案，不直接收款。" } ], "currentScorecard": { "sampleBrand": "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" ], "activeSampleOnly": true, "excludedCurrentExecutionExamples": [ "热水壶代工厂" ], "whyExcluded": "热水壶只是历史举例和抽象复制说明，不是当前样板、不是当前测试对象、不是当前商业案例。", "proven": [ "生产站点 full live check 437/437 通过。", "AI 摄取清单覆盖 28 个分块、53 个问法。", "AI Answer Cards 53 张，独立问答页 53 个。", "首单客户资料收集包 25 个字段已生成。", "方法论、证据边界、机器索引、执行门禁已经可以复制给运营人员使用。" ], "notProven": [ "公开搜索当前正向结果 0/8。", "Day0 G1 四平台实测已执行 0/4。", "尚未证明豆包、元宝、DeepSeek、千问全平台稳定读取、引用或自然推荐禄城。", "尚未证明搜索索引、模型训练吸收、模型认知改变或客户充值付费发文闭环。", "当前不能销售 AI 收录、推荐、排名或模型认知改变承诺。" ], "currentCommercialBoundary": "当前可以准备首单人工审核型 GEO 诊断/监测 pilot 的材料和客户资料收集，但不能现在收款、不能开放客户自助充值发文，也不能销售 AI 收录、推荐、排名或模型认知改变承诺。" }, "checklist": [ { "step": "01", "phase": "锁定样板", "action": "确认本轮只做禄城精密门窗", "evidence": "activeSampleOnly=true", "boundary": "不可切换到热水壶或其他行业" }, { "step": "02", "phase": "实体校准", "action": "核对品牌、主体、别名、产品线、服务区域", "evidence": "品牌事实页/主体关系页可读", "boundary": "主体混淆时先补实体页" }, { "step": "03", "phase": "证据盘点", "action": "把 IMA/官网/媒体/画册资料拆成主张与证据", "evidence": "每条主张有来源或建议补充", "boundary": "无证据不写确定性结论" }, { "step": "04", "phase": "问法蒸馏", "action": "从系统门窗、封阳台、买门窗避坑生成问法", "evidence": "每个问法有目标页和评分标准", "boundary": "不要只写品牌词文章" }, { "step": "05", "phase": "内容改造", "action": "生成答案卡、FAQ、JSON-LD、边界和证据 URL", "evidence": "HTML/JSON/JSONL 可公开读取", "boundary": "禁止隐藏赞助或伪第三方评测" }, { "step": "06", "phase": "站点发布", "action": "更新 sitemap/feed/llms/ai-crawl-index", "evidence": "full live check 通过", "boundary": "可访问不等于已收录" }, { "step": "07", "phase": "外部信源", "action": "选择官网和已收录媒体页补强", "evidence": "外部来源审核队列记录可用性", "boundary": "媒体软文不等于事实证据" }, { "step": "08", "phase": "Day0 G1", "action": "四平台 direct-url 实测并截图", "evidence": "4 行真实回答录入评分器", "boundary": "未授权不执行" }, { "step": "09", "phase": "自然问法", "action": "D3/D7/D14 复测无品牌问法", "evidence": "至少 S2/S3 且跨时间复现", "boundary": "单次出现不能包装成功案例" }, { "step": "10", "phase": "商业门禁", "action": "客户只走诊断/监测 pilot", "evidence": "服务确认单写明不承诺 AI 结果", "boundary": "不开自助充值发文" } ], "nextExecutionPlan": [ { "order": 1, "action": "执行四平台 Day0 G1 direct-url 实测", "prerequisite": "用户发送精确授权句：允许执行四平台 Day0 G1 实测", "output": "4 条真实平台回答、截图、结果录入和评分门禁。" }, { "order": 2, "action": "执行 D3/D7/D14 公开搜索发现复测", "prerequisite": "到达计划日期或用户要求立即复测。", "output": "站点是否被公开搜索发现的 S0-S3 记录。" }, { "order": 3, "action": "从 winsmo 官网和可用外部媒体页补强来源路线", "prerequisite": "只读审核可用 URL，并确认不改官网旧文。", "output": "外部来源可读性、改写队列和证据缺口。" }, { "order": 4, "action": "把方法论复制成客户交付 SOP", "prerequisite": "首单资料字段齐全，合同明确不承诺 AI 结果。", "output": "诊断/监测 pilot，而不是自助充值发文平台。" } ] }