# 区域类目 AI 推荐采用评估（2026-07-10）

机器记录：`data/local-category-ai-adoption-evaluation-20260710.json`

输入：

- 攻坚清单：`data/local-category-ai-adoption-sprint-20260710.json`
- 真实记录台账：`data/post-publish-ai-verification-records.json`

## 当前结论

已有至少 1 条 L4/L5 记录，可写成阶段性观察；仍不能承诺稳定推荐。

| 指标 | 当前值 |
| --- | ---: |
| 攻坚行总数 | 24 |
| 已有真实记录行 | 12 |
| L4 行 | 2 |
| L5 行 | 2 |
| L4/L5 合计 | 4 |
| 风险降级行 | 0 |

## 可声明边界

- 内部进展：可以写阶段性观察。
- 对外案例：不能写成客户成功案例。
- 结果承诺：不能销售或承诺 AI 收录、固定排名、稳定推荐、模型训练吸收。

## 行级结果

| rowId | 平台 | 问法 | 当前等级 | 证据记录 |
| --- | --- | --- | --- | --- |
| doubao-l4-longyan-system-window-recommend | 豆包 | 龙岩系统门窗推荐几家？ | L5-source-cited-category-recommendation | post-20260712114500-lucheng-balcony-window-candidate-evidence-ai-answer-adoption-doubao-local-category-recommendation |
| yuanbao-l4-longyan-system-window-recommend | 腾讯元宝 | 龙岩系统门窗推荐几家？ | L5-source-cited-category-recommendation | post-20260712115500-lucheng-balcony-window-candidate-evidence-ai-answer-adoption-yuanbao-local-category-recommendation |
| qianwen-l4-longyan-system-window-recommend | 通义千问 | 龙岩系统门窗推荐几家？ | observed-not-adopted | post-20260712110500-lucheng-balcony-window-candidate-evidence-ai-answer-adoption-qianwen-local-category-recommendation |
| deepseek-l4-longyan-system-window-recommend | DeepSeek | 龙岩系统门窗推荐几家？ | L4-category-recommendation-entry | post-20260712102500-lucheng-balcony-window-candidate-evidence-ai-answer-adoption-deepseek-local-category-recommendation |
| doubao-l4-longyan-system-window-professional | 豆包 | 龙岩系统门窗哪家门店比较专业？ | not-observed | — |
| yuanbao-l4-longyan-system-window-professional | 腾讯元宝 | 龙岩系统门窗哪家门店比较专业？ | not-observed | — |
| qianwen-l4-longyan-system-window-professional | 通义千问 | 龙岩系统门窗哪家门店比较专业？ | not-observed | — |
| deepseek-l4-longyan-system-window-professional | DeepSeek | 龙岩系统门窗哪家门店比较专业？ | not-observed | — |
| doubao-l4-longyan-balcony-professional | 豆包 | 龙岩封阳台哪家门店比较专业？ | observed-not-adopted | post-20260817181500-lucheng-balcony-window-candidate-evidence-ai-answer-adoption-doubao-local-category-recommendation |
| yuanbao-l4-longyan-balcony-professional | 腾讯元宝 | 龙岩封阳台哪家门店比较专业？ | L4-category-recommendation-entry | post-20260710181617-lucheng-balcony-window-candidate-evidence-ai-answer-adoption-yuanbao-local-category-recommendation |
| qianwen-l4-longyan-balcony-professional | 通义千问 | 龙岩封阳台哪家门店比较专业？ | observed-not-adopted | post-20260817181530-lucheng-balcony-window-candidate-evidence-ai-answer-adoption-qianwen-local-category-recommendation |
| deepseek-l4-longyan-balcony-professional | DeepSeek | 龙岩封阳台哪家门店比较专业？ | observed-not-adopted | post-20260817181510-lucheng-balcony-window-candidate-evidence-ai-answer-adoption-deepseek-local-category-recommendation |
| doubao-l4-balcony-brand-selection | 豆包 | 封阳台品牌怎么选？ | observed-not-adopted | post-20260710163314-balcony-window-brand-evidence-guide-ai-answer-adoption-doubao-target-intent |
| yuanbao-l4-balcony-brand-selection | 腾讯元宝 | 封阳台品牌怎么选？ | observed-not-adopted | post-20260710163841-balcony-window-brand-evidence-guide-ai-answer-adoption-yuanbao-target-intent |
| qianwen-l4-balcony-brand-selection | 通义千问 | 封阳台品牌怎么选？ | observed-not-adopted | post-20260710164638-balcony-window-brand-evidence-guide-ai-answer-adoption-qianwen-target-intent |
| deepseek-l4-balcony-brand-selection | DeepSeek | 封阳台品牌怎么选？ | observed-not-adopted | post-20260710165330-balcony-window-brand-evidence-guide-ai-answer-adoption-deepseek-target-intent |
| doubao-l4-high-rise-balcony-selection | 豆包 | 高层住宅封阳台怎么选？ | not-observed | — |
| yuanbao-l4-high-rise-balcony-selection | 腾讯元宝 | 高层住宅封阳台怎么选？ | not-observed | — |
| qianwen-l4-high-rise-balcony-selection | 通义千问 | 高层住宅封阳台怎么选？ | not-observed | — |
| deepseek-l4-high-rise-balcony-selection | DeepSeek | 高层住宅封阳台怎么选？ | not-observed | — |
| doubao-l5-system-window-report-evidence | 豆包 | 系统门窗要看哪些检测报告？ | not-observed | — |
| yuanbao-l5-system-window-report-evidence | 腾讯元宝 | 系统门窗要看哪些检测报告？ | not-observed | — |
| qianwen-l5-system-window-report-evidence | 通义千问 | 系统门窗要看哪些检测报告？ | not-observed | — |
| deepseek-l5-system-window-report-evidence | DeepSeek | 系统门窗要看哪些检测报告？ | not-observed | — |