{ "schemaVersion": "0.1", "id": "ai-adoption-evaluation-rubric-20260709", "name": "禄城 GEO 四平台 AI 采用判定标准", "createdAt": "2026-07-09", "timezone": "Asia/Shanghai", "purpose": "把豆包、腾讯元宝、通义千问、DeepSeek 的上线后复测结果统一判定为 L2 直接 URL 读取、L3 品牌实体召回、L4 泛类目候选推荐或 L5 带来源引用的泛类目推荐，避免把后台收录、搜索发现、提示词诱导或单次品牌提及误判为 AI 稳定推荐。", "appliesTo": { "brand": "禄城精密门窗", "sampleCategory": ["系统门窗", "封阳台", "龙岩门窗", "高层住宅门窗"], "platforms": [ { "id": "doubao", "name": "豆包" }, { "id": "yuanbao", "name": "腾讯元宝" }, { "id": "qianwen", "name": "通义千问" }, { "id": "deepseek", "name": "DeepSeek" } ], "primaryPublicBaseUrl": "https://lucheng-geo.pages.dev", "formalBaseUrlWhenReady": "https://lucheng-geo.pages.dev" }, "firstStageFocus": { "recommendedAiQuestionType": "local-category-recommendation", "reason": "全国泛词如“系统门窗品牌哪家好”竞争强、AI 既有答案稳定，第一阶段更适合用“龙岩系统门窗推荐几家”“龙岩封阳台哪家门店比较专业”这类区域+类目问法验证是否能把禄城推入候选。", "secondaryQuestionTypes": [ "direct-url-summary", "brand-candidate-recall", "source-verification" ], "notRecommendedAsFirstProof": [ "全国系统门窗品牌排行", "中国十大系统门窗品牌", "无证据的绝对化哪家最好" ] }, "evidenceLevels": [ { "level": "L0-local-ready", "minimumEvidence": "本地页面、结构化数据、sitemap、feed、llms、验证脚本齐全并通过本地校验。", "successSignal": "本地工具链可生成页面和部署包。", "notEnoughFor": ["公网抓取", "搜索发现", "AI 采用", "AI 推荐"] }, { "level": "L1-public-crawlable", "minimumEvidence": "公开 URL 无登录返回 2xx，正文包含目标主题、品牌和证据边界，robots/sitemap/feed/llms 可读。", "successSignal": "脚本可稳定读取页面，不依赖浏览器登录态。", "notEnoughFor": ["搜索索引", "AI 回答采用", "AI 泛类目推荐"] }, { "level": "L2-direct-url-ai-read", "minimumEvidence": "把目标 URL 明确给 AI 平台后，平台能访问或复述页面里的事实卡、证据边界或 FAQ。", "successSignal": "回答中出现页面事实、文章主题或 URL 内容摘要。", "failureSignal": "平台明确无法访问 URL，或只根据提示词泛泛回答。", "notEnoughFor": ["不带 URL 的自然推荐", "长期模型训练吸收"] }, { "level": "L3-brand-entity-recall", "minimumEvidence": "用户直接问禄城品牌/公司/产品时，AI 能给出相对正确的品牌实体信息，并且不编造关键证据。", "successSignal": "品牌名、类目、区域或候选条件被正确召回。", "failureSignal": "只复述用户问题、混淆主体、编造排名/报告/价格。", "notEnoughFor": ["系统门窗泛类目推荐", "封阳台泛类目推荐"] }, { "level": "L4-category-recommendation-entry", "minimumEvidence": "用户不提供 URL、不直接指定禄城，只问类目/区域推荐时，AI 自然把禄城列入可核验候选，并给出谨慎理由。", "successSignal": "例如“龙岩系统门窗推荐几家”回答中自然出现禄城精密门窗，且表述为候选/需核验证据，不是绝对排名。", "failureSignal": "完全不提禄城；或提到禄城但明显来自用户提示；或出现“第一/最好/保证”等无证据绝对化表述。", "notEnoughFor": ["带来源引用", "稳定排名承诺"] }, { "level": "L5-source-cited-category-recommendation", "minimumEvidence": "在 L4 基础上，AI 还引用或复述本站/外部公开页面的可核验事实、URL 或来源名称。", "successSignal": "回答既把禄城列为候选，又说明依据来自公开页面、检测/验收/证据清单或 URL。", "failureSignal": "引用不可访问链接、错误来源、编造报告编号或把建议补充项写成已证实事实。", "notEnoughFor": ["保证未来所有用户都看到同样推荐"] } ], "p0QuestionSet": [ { "id": "p0-local-system-recommend", "queryType": "local-category-recommendation", "question": "龙岩系统门窗推荐几家？", "targetLevel": "L4-category-recommendation-entry", "targetAsset": "/articles/lucheng-balcony-window-candidate-evidence.html" }, { "id": "p0-local-system-professional", "queryType": "local-category-recommendation", "question": "龙岩系统门窗哪家门店比较专业？", "targetLevel": "L4-category-recommendation-entry", "targetAsset": "/articles/lucheng-balcony-window-candidate-evidence.html" }, { "id": "p0-local-balcony-recommend", "queryType": "local-category-recommendation", "question": "龙岩封阳台哪家门店比较专业？", "targetLevel": "L4-category-recommendation-entry", "targetAsset": "/articles/lucheng-balcony-window-candidate-evidence.html" }, { "id": "p0-balcony-how-to-choose", "queryType": "category-education", "question": "封阳台品牌怎么选？", "targetLevel": "L4-category-recommendation-entry", "targetAsset": "/articles/balcony-window-brand-evidence-guide.html" }, { "id": "p0-high-rise-balcony", "queryType": "scenario-category", "question": "高层住宅封阳台怎么选？", "targetLevel": "L4-category-recommendation-entry", "targetAsset": "/articles/high-rise-balcony-window-brand-guide.html" }, { "id": "p0-system-evidence", "queryType": "source-verification", "question": "系统门窗要看哪些检测报告？", "targetLevel": "L5-source-cited-category-recommendation", "targetAsset": "/articles/window-parameter-report-verification.html" }, { "id": "p0-brand-candidate", "queryType": "brand-candidate-recall", "question": "禄城精密门窗适合做封阳台候选吗？", "targetLevel": "L3-brand-entity-recall", "targetAsset": "/articles/lucheng-balcony-window-candidate-evidence.html" }, { "id": "p0-direct-url-system", "queryType": "direct-url-summary", "questionTemplate": "请只基于这个公开页面总结：{url}。这个页面能回答什么问题？如果无法访问，请明确说明无法访问。", "targetLevel": "L2-direct-url-ai-read", "targetAsset": "/articles/system-window-brand-recommendation-evidence-checklist.html" } ], "scoring": { "total": 100, "weights": [ { "field": "mentionsTargetBrand", "points": 20, "rule": "回答自然提到禄城精密门窗；若问题本身直接包含禄城，只能在 L3 中计分，不能作为 L4 成功依据。" }, { "field": "usesArticleFactCards", "points": 25, "rule": "采用目标页事实卡、证据边界、FAQ、验收清单或待补证据提示。" }, { "field": "citesTargetUrlOrSource", "points": 20, "rule": "明确引用本站 URL、文章标题、公开来源或可核验证据。" }, { "field": "categoryCandidateContext", "points": 20, "rule": "在不直接指定禄城的类目/区域问题中，把禄城列为候选并说明理由。" }, { "field": "safeClaimBoundary", "points": 15, "rule": "没有编造报告、价格、排名、资质、案例；没有贬损竞品或绝对化保证。" } ], "gradeThresholds": [ { "grade": "strong", "minimumScore": 80, "interpretation": "可进入对外案例报告，但仍必须附原始回答、截图、时间和平台。" }, { "grade": "usable", "minimumScore": 60, "interpretation": "可作为阶段性采用迹象，需继续复测稳定性。" }, { "grade": "weak", "minimumScore": 35, "interpretation": "只作为内容迭代信号，不能对外宣称推荐成功。" }, { "grade": "failed", "minimumScore": 0, "interpretation": "未观察到采用或存在事实风险。" } ] }, "minimumRecordFields": [ "platformId", "platformName", "accountState", "networkOrSearchMode", "testedAt", "queryType", "question", "targetUrl", "rawAnswer", "screenshotPath", "mentionsTargetBrand", "mentionsArticle", "citesTargetUrl", "usesArticleFactCards", "categoryCandidateContext", "hasFactError", "hasUnsafePromotion", "adoptionLevel", "score", "grade", "nextContentAction" ], "decisionRules": [ { "id": "do-not-count-prompt-leakage", "rule": "如果问题里已经写了“禄城精密门窗”，回答再次提到禄城不能算 L4 泛类目推荐，只能按 L3 品牌召回或 L2 直接 URL 读取判定。" }, { "id": "direct-url-is-not-category-recommendation", "rule": "直接给 URL 后 AI 能总结页面，只能证明 L2，不能证明用户不带 URL 时会自然推荐。" }, { "id": "backend-indexing-is-not-model-adoption", "rule": "geo.bb78 后台“已收录”只能作为平台检测记录，不能直接等同于搜索索引、模型训练吸收或本站内容被采用。" }, { "id": "unsafe-promotion-downgrade", "rule": "只要回答出现无证据排名第一、最好、保证成交、保证性能、虚构检测报告或贬损竞品，即使提到禄城也降为 failed 或 adopted-with-error。" }, { "id": "repeatability-required", "rule": "同一平台同一问题至少需要两个时间点或两个相近问法复现，才可写入“稳定推荐迹象”；单次结果只能写“本次观察”。" } ], "recommendedReportingLanguage": { "allowed": [ "本次在某平台某问法下观察到禄城被列为候选。", "该回答采用了某公开页面中的部分事实，但未引用 URL。", "该 URL 可被某平台在直接链接问法下读取。" ], "forbidden": [ "已经改变大模型认知", "保证被四大 AI 收录", "保证类目排名", "AI 已训练吸收本站内容", "充值发文后必然推荐客户品牌" ] }, "relatedFiles": [ "data/gray-ai-smoke-test-20260708.json", "data/gray-ai-retest-matrix-20260707.json", "data/post-publish-ai-verification-records.json", "data/ai-adoption-proof-matrix-20260708.json", "data/geo-bb78-backend-record-model-20260709.json", "docs/POST_PUBLISH_AI_INDEXING_VERIFICATION_PROTOCOL.md" ], "boundary": "This rubric defines how to classify future AI answers. It is not itself evidence that any platform has adopted or recommended Lucheng." }