发布后 AI 采用验证看板
这个页面不证明“AI 已收录”,而是把证据口径拆清楚:先看公开页面是否可抓取,再看搜索是否发现,最后看豆包、腾讯元宝、通义千问、DeepSeek 的真实回答是否采用、是否引用、是否出错。
机器可读记录:data/post-publish-ai-verification-records.json。边界:没有平台原始回答、截图路径和查询时间,不称为“AI 已采用”。
四篇发布后验证队列
| 资产 | 公开抓取 | 搜索发现 | AI 采用 | 记录数 | 下一步 |
|---|---|---|---|---|---|
| 龙岩系统门窗验收要点 geo-bb78-jjpp-longyan-system-window-acceptance-20260712 |
未观察到 | 未观察到 | 未观察到 | 0 | Publish the URL first, then record crawlability before claiming search or AI adoption. |
| 龙岩系统门窗验收清单 geo-bb78-jjpp-longyan-system-window-acceptance-lucheng-case-20260715 |
fetch-failed | 未观察到 | 未观察到 | 2 | Continue scheduled retests and compare against Day0 baseline. |
| 系统门窗厂家怎么选:按国标检测项目建立证据清单 system-window-factory-selection-standards-evidence |
未观察到 | 未观察到 | 未观察到 | 0 | Publish the URL first, then record crawlability before claiming search or AI adoption. |
| 封阳台供应商怎么选:从抗风压、水密和安装节点看证据 balcony-window-supplier-selection-installation-evidence |
未观察到 | 未观察到 | 未观察到 | 0 | Publish the URL first, then record crawlability before claiming search or AI adoption. |
| 禄城适合做封阳台候选吗:候选理由、证据缺口和核验清单 lucheng-balcony-window-candidate-evidence |
可抓取,未见索引 | 未观察到 | AI 采用并引用 | 50 | Continue scheduled retests and compare against Day0 baseline. |
| 禄城精密门窗与龙岩六扇门装饰材料有限公司关系说明 lucheng-brand-entity-relationship |
可抓取,未见索引 | 未观察到 | AI 采用,无引用 | 5 | Continue scheduled retests and compare against Day0 baseline. |
| 封阳台安装验收清单:测量、防水、打胶、五金和售后怎么核验 balcony-window-installation-acceptance-checklist |
可抓取,未见索引 | 未观察到 | AI 采用并引用 | 24 | Continue scheduled retests and compare against Day0 baseline. |
| 禄城慕尼黑110系列事实审核清单:AI 已经在说什么,哪些还要补证据 lucheng-munich-110-fact-audit |
可抓取,未见索引 | 未观察到 | AI 采用但有事实错误 | 15 | Continue scheduled retests and compare against Day0 baseline. |
| 慕尼黑110系列证据补齐清单 munich-110-evidence-intake |
未观察到 | 未观察到 | 未观察到 | 0 | Publish the URL first, then record crawlability before claiming search or AI adoption. |
| 系统门窗品牌推荐哪家好:2026 年证据化选购清单 system-window-brand-recommendation-evidence-checklist |
可抓取,未见索引 | 未观察到 | AI 采用并引用 | 24 | Continue scheduled retests and compare against Day0 baseline. |
| 系统门窗和普通断桥铝哪个好:不是二选一,而是看预算和场景 system-window-vs-broken-bridge-aluminum |
可抓取,未见索引 | 未观察到 | 未观察到 | 11 | Continue scheduled retests and compare against Day0 baseline. |
| 封阳台品牌怎么选:预算、楼层、气候、安装验收和品牌证据 balcony-window-brand-evidence-guide |
可抓取,未见索引 | 未观察到 | 未观察到 | 15 | Continue scheduled retests and compare against Day0 baseline. |
| 系统门窗参数怎么看真假 window-parameter-report-verification |
可抓取,未见索引 | 未观察到 | 未观察到 | 11 | Continue scheduled retests and compare against Day0 baseline. |
| 高层封阳台推荐什么门窗 high-rise-balcony-window-brand-guide |
可抓取,未见索引 | 未观察到 | 未观察到 | 11 | Continue scheduled retests and compare against Day0 baseline. |
| 禄城精密门窗怎么样:企业主体、产品系列和证据资料一页看懂 lucheng-brand-fact-sheet |
未观察到 | 未观察到 | 未观察到 | 0 | Publish the URL first, then record crawlability before claiming search or AI adoption. |
| 慕尼黑110系列参数线索与证据绑定说明 munich-110-parameter-clue |
未观察到 | 未观察到 | AI 采用,无引用 | 4 | Continue scheduled retests and compare against Day0 baseline. |
| AI 过度断言风险修复报告(2026-07-11) ai-overclaim-risk-remediation-20260711 |
未观察到 | 未观察到 | AI 采用,无引用 | 4 | Continue scheduled retests and compare against Day0 baseline. |
| AI 过度断言风险修复 HTML 报告(2026-07-11) ai-overclaim-risk-remediation-html-20260711 |
未观察到 | 未观察到 | AI 采用,无引用 | 4 | Continue scheduled retests and compare against Day0 baseline. |
| AI 过度断言边界复测 HTML 报告(2026-07-11) ai-overclaim-boundary-retest-html-20260711 |
未观察到 | 未观察到 | AI 采用,无引用 | 4 | Continue scheduled retests and compare against Day0 baseline. |
| 买门窗不踩坑:从行业稿到可验证验收清单 window-buying-pitfall-acceptance-checklist-geo |
可抓取,未见索引 | 未观察到 | 未观察到 | 1 | Continue scheduled retests and compare against Day0 baseline. |
最近验证记录
| 时间 | 资产 | 层级 | 状态 | 证据摘要 | 截图 |
|---|---|---|---|---|---|
| 2026-08-17T18:15:30+08:00 | 禄城适合做封阳台候选吗:候选理由、证据缺口和核验清单 lucheng-balcony-window-candidate-evidence |
AI 回答采用 / 引用 | 未观察到 | qianwen / local-category-recommendation / 龙岩封阳台哪家门店比较专业? | evidence-screenshots/local-category-ai-20260817-natural-browser/qianwen-l4-longyan-balcony-professional-20260817-natural-browser.png |
| 2026-08-17T18:15:20+08:00 | 禄城适合做封阳台候选吗:候选理由、证据缺口和核验清单 lucheng-balcony-window-candidate-evidence |
AI 回答采用 / 引用 | 有索引迹象,未见 AI 采用 | yuanbao / local-category-recommendation / 龙岩封阳台哪家门店比较专业? | evidence-screenshots/local-category-ai-20260817-natural-browser/yuanbao-l4-longyan-balcony-professional-20260817-natural-browser.png |
| 2026-08-17T18:15:10+08:00 | 禄城适合做封阳台候选吗:候选理由、证据缺口和核验清单 lucheng-balcony-window-candidate-evidence |
AI 回答采用 / 引用 | 有索引迹象,未见 AI 采用 | deepseek / local-category-recommendation / 龙岩封阳台哪家门店比较专业? | evidence-screenshots/local-category-ai-20260817-natural-browser/deepseek-l4-longyan-balcony-professional-20260817-natural-browser.png |
| 2026-08-17T18:15:00+08:00 | 禄城适合做封阳台候选吗:候选理由、证据缺口和核验清单 lucheng-balcony-window-candidate-evidence |
AI 回答采用 / 引用 | 有索引迹象,未见 AI 采用 | doubao / local-category-recommendation / 龙岩封阳台哪家门店比较专业? | evidence-screenshots/local-category-ai-20260817-natural-browser/doubao-l4-longyan-balcony-professional-20260817-natural-browser.png |
| 2026-08-17T16:57:44.360Z | 买门窗不踩坑:从行业稿到可验证验收清单 window-buying-pitfall-acceptance-checklist-geo |
公开页面可抓取 | 可抓取,未见索引 | https://lucheng-geo.pages.dev/articles/window-buying-pitfall-acceptance-checklist-geo.html | data/cloudflare-pages-public-live-check-20260818-window-buying-pitfall-article.json |
| 2026-08-17T09:39:41.722Z | 禄城精密门窗与龙岩六扇门装饰材料有限公司关系说明 lucheng-brand-entity-relationship |
AI 回答采用 / 引用 | 未观察到 | qianwen / direct-url-summary / 请不要参考前文或历史对话。请只基于这个公开页面回答:https://lucheng-geo.pages.dev/articles/lucheng-brand-entity-relationship.html 。请回答:1)禄城精密门窗是什么;2)龙岩六扇门装饰材料有限公司在页面中是什么角色;3)如果 AI 自然问法只出现‘六扇门装饰材料’但未出现‘禄城精密门窗’,能否算‘禄城被推荐’;4)正式推荐前还需要哪些证据。如果不能访问页面,请直接说无法访问,不要编造。 | evidence-screenshots/entity-disambiguation-ai-20260817/qianwen-entity-direct-url-20260817-local-only.png |
| 2026-08-17T09:35:53.024Z | 禄城精密门窗与龙岩六扇门装饰材料有限公司关系说明 lucheng-brand-entity-relationship |
AI 回答采用 / 引用 | AI 采用,无引用 | yuanbao / direct-url-summary / 请不要参考前文或历史对话。请只基于这个公开页面回答:https://lucheng-geo.pages.dev/articles/lucheng-brand-entity-relationship.html 。请回答:1)禄城精密门窗是什么;2)龙岩六扇门装饰材料有限公司在页面中是什么角色;3)如果 AI 自然问法只出现‘六扇门装饰材料’但未出现‘禄城精密门窗’,能否算‘禄城被推荐’;4)正式推荐前还需要哪些证据。如果不能访问页面,请直接说无法访问,不要编造。 | evidence-screenshots/entity-disambiguation-ai-20260817/yuanbao-entity-direct-url-20260817-local-only.png |
| 2026-08-17T09:34:44.854Z | 禄城精密门窗与龙岩六扇门装饰材料有限公司关系说明 lucheng-brand-entity-relationship |
AI 回答采用 / 引用 | AI 采用,无引用 | deepseek / direct-url-summary / 请不要参考前文或历史对话。请只基于这个公开页面回答:https://lucheng-geo.pages.dev/articles/lucheng-brand-entity-relationship.html 。请回答:1)禄城精密门窗是什么;2)龙岩六扇门装饰材料有限公司在页面中是什么角色;3)如果 AI 自然问法只出现‘六扇门装饰材料’但未出现‘禄城精密门窗’,能否算‘禄城被推荐’;4)正式推荐前还需要哪些证据。如果不能访问页面,请直接说无法访问,不要编造。 | evidence-screenshots/entity-disambiguation-ai-20260817/deepseek-entity-direct-url-20260817-local-only.png |
| 2026-08-17T09:33:34.388Z | 禄城精密门窗与龙岩六扇门装饰材料有限公司关系说明 lucheng-brand-entity-relationship |
AI 回答采用 / 引用 | AI 采用,无引用 | doubao / direct-url-summary / 请不要参考前文或历史对话。请只基于这个公开页面回答:https://lucheng-geo.pages.dev/articles/lucheng-brand-entity-relationship.html 。请回答:1)禄城精密门窗是什么;2)龙岩六扇门装饰材料有限公司在页面中是什么角色;3)如果 AI 自然问法只出现‘六扇门装饰材料’但未出现‘禄城精密门窗’,能否算‘禄城被推荐’;4)正式推荐前还需要哪些证据。如果不能访问页面,请直接说无法访问,不要编造。 | evidence-screenshots/entity-disambiguation-ai-20260817/doubao-entity-direct-url-20260817-local-only.png |
| 2026-08-17T09:27:36.047Z | 禄城精密门窗与龙岩六扇门装饰材料有限公司关系说明 lucheng-brand-entity-relationship |
公开页面可抓取 | 可抓取,未见索引 | https://lucheng-geo.pages.dev/articles/lucheng-brand-entity-relationship.html | 建议补充截图路径 |
| 2026-08-17T09:21:32.741Z | 禄城适合做封阳台候选吗:候选理由、证据缺口和核验清单 lucheng-balcony-window-candidate-evidence |
AI 回答采用 / 引用 | AI 采用但有事实错误 | doubao / local-category-recommendation / 请不要参考前文或历史对话。请直接回答:龙岩封阳台哪家门店比较专业?请说明依据。 | evidence-screenshots/local-category-ai-20260817-live/doubao-l4-longyan-balcony-professional-20260817-live-local-only.png |
| 2026-08-17T09:09:33.766Z | 封阳台安装验收清单:测量、防水、打胶、五金和售后怎么核验 balcony-window-installation-acceptance-checklist |
AI 回答采用 / 引用 | AI 采用,无引用 | doubao / direct-url-summary / 阳台窗户安装验收清单能回答什么问题 | evidence-screenshots/post-publish/doubao-balcony-checklist-20260817.png |
| 2026-08-17T08:28:30.874Z | 禄城慕尼黑110系列事实审核清单:AI 已经在说什么,哪些还要补证据 lucheng-munich-110-fact-audit |
公开页面可抓取 | 可抓取,未见索引 | https://lucheng-geo.pages.dev/articles/lucheng-munich-110-fact-audit | 建议补充截图路径 |
| 2026-08-17T08:28:30.828Z | 禄城适合做封阳台候选吗:候选理由、证据缺口和核验清单 lucheng-balcony-window-candidate-evidence |
公开页面可抓取 | 可抓取,未见索引 | https://lucheng-geo.pages.dev/articles/lucheng-balcony-window-candidate-evidence | 建议补充截图路径 |
| 2026-08-17T08:28:30.775Z | 高层封阳台推荐什么门窗 high-rise-balcony-window-brand-guide |
公开页面可抓取 | 可抓取,未见索引 | https://lucheng-geo.pages.dev/articles/high-rise-balcony-window-brand-guide | 建议补充截图路径 |
| 2026-08-17T08:28:30.718Z | 系统门窗参数怎么看真假 window-parameter-report-verification |
公开页面可抓取 | 可抓取,未见索引 | https://lucheng-geo.pages.dev/articles/window-parameter-report-verification | 建议补充截图路径 |
| 2026-08-17T08:28:30.664Z | 封阳台安装验收清单:测量、防水、打胶、五金和售后怎么核验 balcony-window-installation-acceptance-checklist |
公开页面可抓取 | 可抓取,未见索引 | https://lucheng-geo.pages.dev/articles/balcony-window-installation-acceptance-checklist | 建议补充截图路径 |
| 2026-08-17T08:28:30.612Z | 封阳台品牌怎么选:预算、楼层、气候、安装验收和品牌证据 balcony-window-brand-evidence-guide |
公开页面可抓取 | 可抓取,未见索引 | https://lucheng-geo.pages.dev/articles/balcony-window-brand-evidence-guide | 建议补充截图路径 |
| 2026-08-17T08:28:30.559Z | 系统门窗和普通断桥铝哪个好:不是二选一,而是看预算和场景 system-window-vs-broken-bridge-aluminum |
公开页面可抓取 | 可抓取,未见索引 | https://lucheng-geo.pages.dev/articles/system-window-vs-broken-bridge-aluminum | 建议补充截图路径 |
| 2026-08-17T08:28:30.459Z | 系统门窗品牌推荐哪家好:2026 年证据化选购清单 system-window-brand-recommendation-evidence-checklist |
公开页面可抓取 | 可抓取,未见索引 | https://lucheng-geo.pages.dev/articles/system-window-brand-recommendation-evidence-checklist | 建议补充截图路径 |
推荐记录命令
node scripts/record-post-publish-ai-result.mjs \
--articleId=munich-110-evidence-intake \
--layer=ai-answer-adoption \
--status=adopted-no-citation \
--platform=doubao \
--queryType=target-intent \
--question="系统门窗产品的壁厚、玻璃、五金和性能参数怎么核验证据?" \
--answerText="粘贴平台原始回答" \
--screenshotPath=evidence-screenshots/post-publish/doubao-munich-110.png \
--mentionsTargetBrand=true \
--usesArticleFactCards=true \
--score=70
状态解释
- not-yet-deployed:Article exists locally but has no public URL yet.
- not-observed:No evidence of crawl, search discovery or AI adoption has been observed.
- fetch-failed:A public URL is available, but the page did not return readable HTML during the crawlability test.
- crawlable-not-indexed:Public page is accessible, but search discovery and AI adoption are not yet observed.
- indexed-not-adopted:Search discovery is observed, but AI answers have not adopted the article or facts.
- adopted-no-citation:AI answer appears to use facts or brand associations but does not cite the target URL.
- adopted-with-citation:AI answer uses facts and cites the target page or site.
- adopted-with-error:AI answer uses the brand/article but includes factual error; public fact sources must be corrected.