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。

185已记录证据
2026-08-17T18:15:30+08:00最近记录时间
20待验证资产
5尚无证据资产

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.