{ "schemaVersion": "0.1", "id": "geo-sop-integration-map-20260710", "generatedAt": "2026-07-10T03:02:00+08:00", "purpose": "Convert the extracted GEO user-operation and SOP documents into the platform's own backend fields, workflow gates, article types, distribution records and validation model.", "sourceArtifacts": [ "data/ima-document-extraction-records-20260710.json", "data/ima-document-extraction-coverage-20260710.json", "data/platform-mvp-system-spec.json", "data/customer-delivery-pipeline.json", "data/post-publish-ai-verification-template.json", "data/question-distillation-model.json" ], "privacyBoundary": "This map contains no private Feishu URLs and no raw full text. The two GEO documents are treated as internal operating-method sources, not public citations and not official AI-platform crawling rules.", "strategicPosition": { "sellableNow": [ "evidence-reviewed brand knowledge publishing workflow", "question distillation and content planning", "owned-site and public-media URL preparation", "crawlability, search discovery and AI answer monitoring", "client report explaining observed evidence and next actions" ], "notSellableNow": [ "guaranteed AI indexing", "guaranteed recommendation", "guaranteed ranking", "claim that model training has changed", "hidden advertorial without sponsorship or brand-source disclosure" ] }, "operatingWorkflow": [ { "stepId": "geo-01-qualification-and-real-materials", "name": "客户准入与真实资料入库", "fromGeoDocs": ["实名账号", "提供真实资料+图库", "禁止伪造资质", "违法违规行业不做"], "ourSystemFields": [ "customer.authorizationStatus", "source_materials.publicUseStatus", "evidence_packages.priority", "claims.evidenceStatus" ], "hardGate": "No article or paid order proceeds without entity authorization, public-use scope and risk-category decision.", "luchengPilotUse": "禄城样板只使用已授权或可公开摘要的品牌资料；慕尼黑110强参数继续标为建议补充。" }, { "stepId": "geo-02-keyword-question-distillation", "name": "关键词与问题蒸馏", "fromGeoDocs": ["训练主词", "转化词", "AI蒸馏", "手动批量添加", "前缀/主词/后缀组合"], "ourSystemFields": [ "question_distillation_jobs.trainKeyword", "question_distillation_jobs.conversionTerm", "question_distillation_jobs.prefixPool", "question_distillation_jobs.mainTermPool", "question_distillation_jobs.suffixPool", "verification_prompts.queryType" ], "hardGate": "Distilled questions are planning and test inputs only; they are not evidence of AI adoption.", "luchengPilotUse": "训练主词优先为系统门窗、封阳台、龙岩系统门窗、门窗厂家；转化词为禄城精密门窗/Winsmo。" }, { "stepId": "geo-03-content-task-and-review", "name": "内容任务、文章类型与人工审核", "fromGeoDocs": ["创建写作任务", "内容创作指令", "标题创作指令", "审核文章", "知识库关联"], "ourSystemFields": [ "content_tasks.articleType", "content_tasks.targetQuestionsJson", "article_assets.reviewStatus", "claims.decision", "article_assets.customerApprovalStatus" ], "hardGate": "AI-generated or assisted drafts must pass claim review, source boundary review, sponsorship disclosure and customer approval before publication.", "luchengPilotUse": "门窗样板优先用问答类、选择指南类、客观测评/事实核验类，不用无证据硬广软文。" }, { "stepId": "geo-04-owned-site-publication", "name": "官网/门户发布包", "fromGeoDocs": ["Ai官网SEO", "PbootCMS", "EyouCms", "WordPress", "最终域名", "api.php"], "ourSystemFields": [ "publication_records.channel", "publication_records.url", "publication_records.httpStatus", "article_assets.canonicalUrl", "article_assets.jsonLdStatus" ], "hardGate": "No distribution or AI testing starts before the public URL returns readable 2xx HTML and appears in sitemap/feed/llms/AI crawl index.", "luchengPilotUse": "第一阶段主承接仍为 doctorlucheng.com/灰度静态站；Winsmo 新文章仅在详情页性能修复后作为辅助渠道。" }, { "stepId": "geo-05-distribution", "name": "外部分发与新闻源实验", "fromGeoDocs": ["自媒体投喂", "官媒新闻源发布", "发布媒体可多选", "制造业推荐媒体"], "ourSystemFields": [ "distribution_events.channelId", "distribution_events.publishedUrl", "distribution_events.screenshotObjectKey", "distribution_events.sponsoredDisclosure", "distribution_events.nextVerificationWindow" ], "hardGate": "Distribution proves exposure only. It cannot be reported as AI adoption without later AI-answer evidence.", "luchengPilotUse": "优先验证少量公开可抓取媒体 URL 与 owned-site URL 的差异，不把多账号/代理自动化作为第一阶段卖点。" }, { "stepId": "geo-06-ai-verification", "name": "AI 查收录与回答采用验证", "fromGeoDocs": ["AI大模型授权", "查收录", "独立组合词查询", "查询过程截图", "数据报表验收"], "ourSystemFields": [ "ai_verification_runs.window", "verification_prompts.question", "ai_verification_records.platform", "ai_verification_records.answerText", "ai_verification_records.screenshotObjectKey", "ai_verification_records.adoptionStatus" ], "hardGate": "No report can claim AI adoption without platform, question, query time, account/search state, raw answer and screenshot.", "luchengPilotUse": "豆包、腾讯元宝、通义千问、DeepSeek 用同一组问题分层记录 direct URL、target intent、brand recall、source verification。" }, { "stepId": "geo-07-report-and-renewal", "name": "报告复盘与下一轮优化", "fromGeoDocs": ["查看数据报表验收结果", "结果同步到数据报表"], "ourSystemFields": [ "customer_reports.reportType", "customer_reports.privateObjectKey", "customer_reports.publicUrl", "audit_logs.entityType" ], "hardGate": "Reports must separate published, crawlable, search-discovered, AI-adopted and not-observed states.", "luchengPilotUse": "禄城样板的报告先说明证据缺口和复测结果，不做“已改变大模型认知”的结论。" } ], "contentTypeRules": [ { "articleType": "qa-answer", "bestFor": ["用户高频疑问", "品牌召回", "来源核验"], "requiredStructure": ["开篇直接回答", "3-4 个分板块", "证据和适用边界", "无强制推荐"], "blockedPatterns": ["无来源数据", "购买引导", "竞品拉踩", "极限词"] }, { "articleType": "selection-guide", "bestFor": ["怎么选", "哪类适合", "区域类目候选"], "requiredStructure": ["先立通用标准", "再拆目标品牌样本", "补适配/不适配边界", "无排名评分"], "blockedPatterns": ["直接排名", "无证据推荐", "只写品牌优点"] }, { "articleType": "objective-measurement", "bestFor": ["参数真假", "配置核验", "检测报告解读"], "requiredStructure": ["统一测评维度", "动作-过程-数据-现象", "误差和局限", "建议补充"], "blockedPatterns": ["虚构实测", "只列官方参数", "把清洁剂报告迁移为门窗性能"] }, { "articleType": "encyclopedia-or-industry-observation", "bestFor": ["概念解释", "行业趋势", "非品牌问题承接"], "requiredStructure": ["核心结论", "分模块解释", "来源或口径", "用户核验清单"], "blockedPatterns": ["模板化空话", "无新增信息", "硬广植入"] }, { "articleType": "platform-native-short-form", "bestFor": ["小红书/抖音图文", "分发摘要"], "requiredStructure": ["前两行给结论", "短句分段", "实操案例", "不超过平台适配长度"], "blockedPatterns": ["联系方式", "私域引流", "虚构体验", "制造焦虑"] } ], "backendExtensions": [ { "table": "question_distillation_jobs", "reason": "The GEO SOP has an explicit train-keyword/conversion-term and prefix-main-suffix expansion model. This should be first-class in the backend instead of hidden in article notes.", "minimumFields": ["id", "customerId", "trainKeyword", "conversionTerm", "distillationMode", "prefixPoolJson", "mainTermPoolJson", "suffixPoolJson", "generatedQuestionCount", "selectedQuestionCount", "status", "createdAt"] }, { "table": "content_tasks", "reason": "Writing tasks need article type, instruction profile, source/evidence bindings and maximum article count.", "minimumFields": ["id", "customerId", "distillationJobId", "articleType", "instructionProfile", "evidencePackageIdsJson", "targetQuestionsJson", "maxArticleCount", "reviewStatus", "status"] }, { "table": "distribution_quotas", "reason": "The source SOP tracks max publish volume and per-account daily limits. Our platform should keep this as safety throttling and audit context, not as a gray-hat promise.", "minimumFields": ["id", "customerId", "channelId", "maxTaskPublishCount", "dailyPerAccountLimit", "riskNote", "status"] }, { "table": "verification_query_sets", "reason": "The SOP's independent combined-word query model should map to reusable prompt sets for direct URL, target intent, brand recall and source verification.", "minimumFields": ["id", "customerId", "querySetName", "aPoolJson", "bPoolJson", "cPoolJson", "dPoolJson", "ePoolJson", "fPoolJson", "estimatedQueryCount", "actualQueryCount", "status"] } ], "releaseGateAdditions": [ "A distillation job cannot be marked executable until trainKeyword, conversionTerm and selected target questions are present.", "A content task cannot be published until every high-risk claim has a review decision and public-use boundary.", "A distribution event cannot be created until its primary article URL passes live check.", "A customer-facing report cannot combine geo.bb78-style dashboard counts with proof of model training unless original AI answers and screenshots exist.", "Any news-source or official-media strategy must be marked experiment until validated with live URL and AI-answer records." ], "assumptionsToValidate": [ { "assumption": "Official/news-source media may be adopted faster by some AI platforms than low-structure pages.", "validationPlan": "Publish or reuse comparable owned-site and public-media URLs, then test direct URL reading, source-verification questions and target-intent questions across 豆包、腾讯元宝、通义千问、DeepSeek.", "status": "not-yet-validated-for-our-site" }, { "assumption": "Owned-site SEO and continuous sitemap/feed/llms updates improve AI direct reading and later answer adoption.", "validationPlan": "Deploy gray or production site, verify 2xx/canonical/JSON-LD/sitemap/feed/llms, then run Day1/Day3/Day7 AI tests.", "status": "blocked-by-public-url-not-live" }, { "assumption": "Question distillation coverage increases the chance that a brand appears in target-intent answers.", "validationPlan": "Use Day0 baseline and post-publish records on the same question set; compare L2/L3/L4/L5 adoption levels.", "status": "requires-public-deployment-and-retest" } ], "doorWindowPilotDefaults": { "customerId": "customer-lucheng", "brandName": "禄城精密门窗", "brandAliases": ["Winsmo", "禄城门窗"], "firstTrainKeywords": ["系统门窗", "封阳台", "龙岩系统门窗", "门窗厂家"], "conversionTerm": "禄城精密门窗", "priorityQuestionTypes": ["selection-guide", "brand-recall", "objective-measurement", "source-verification"], "preferredFirstContentTypes": ["qa-answer", "selection-guide", "objective-measurement"], "deferUntilEvidence": ["慕尼黑110性能强参数", "隔音分贝承诺", "抗风压/水密/气密等级", "奖项/专利/商标数量强背书"] }, "currentReadinessImpact": { "p0ImaDocumentExtraction": "closed-6-of-6", "methodIntegration": "ready-for-backend-and-SOP-use", "commercializationStatus": "methodology-demo-ready-only", "nextBlockingGate": "public crawlable URL for gray or production site" }, "boundary": "This map improves the product and workflow model. It does not prove public crawlability, search indexing, AI model ingestion, AI answer adoption, ranking or recommendation." }