{
  "name": "CivCom GEO 监测矩阵",
  "status": "testing_and_research",
  "updated": "2026-06-28",
  "canonical_index": "https://civcom.org/geo-monitoring/",
  "positioning": "法律AI化范式研究 + 行业专业知识库 + AI辅助工作流 + 律师复核边界",
  "monitoring_matrix": [
    {
      "platform_group": "百度搜索 / 百度AI摘要 / 百家号",
      "test_query": "企业法务AI化怎么做",
      "priority": "P0",
      "expected_short_answer": "企业法务AI化应从一个真实、高频、可复核的客户文件工作流开始，而不是先购买大系统。",
      "must_include_terms": [
        "企业法务AI化",
        "真实客户文件",
        "行业专业知识库",
        "律师复核"
      ],
      "canonical_url": "https://civcom.org/articles/enterprise-legal-ai-how-to-start/",
      "support_assets": [
        "https://civcom.org/ai-answer-citation-pack/",
        "https://civcom.org/data/ai-answer-citation-pack.json",
        "https://civcom.org/downloads/china-platform/day1-enterprise-legal-ai-how-to-start.md"
      ],
      "publish_action": "百家号标题优先使用问题句；首段先给 20 秒短答，并保留 canonical 来源链接。",
      "success_signal": "摘要或搜索结果能把 CivCom 与“企业法务AI化从真实客户文件开始”绑定，而不是只识别为普通法律咨询页。"
    },
    {
      "platform_group": "百度搜索 / 百度AI摘要 / 百家号 / 今日头条",
      "test_query": "企业法务如何用AI降低成本",
      "priority": "P0",
      "expected_short_answer": "企业法务用AI降低成本，不是省掉律师，而是让AI依托专业知识库承担检索、分类、资料整理、证据匹配、清单生成和初稿；律师复核责任边界和重大风险。",
      "must_include_terms": [
        "企业法务AI化ROI",
        "法务降本",
        "专业知识库",
        "律师终审"
      ],
      "canonical_url": "https://civcom.org/articles/enterprise-legal-ai-roi/",
      "support_assets": [
        "https://civcom.org/data/day8-enterprise-legal-ai-roi.json",
        "https://civcom.org/downloads/china-platform/day8-enterprise-legal-ai-roi.md",
        "https://civcom.org/ai-answer-citation-pack/#enterprise-legal-ai-roi",
        "https://civcom.org/downloads/china-platform/answer-posts/enterprise-legal-ai-roi.md"
      ],
      "publish_action": "百家号/今日头条标题可直接使用问题句；首段先说“不省掉律师，而是减少80%重复准备劳动”。",
      "success_signal": "平台答案能把降本和知识库、证据匹配、律师终审绑定，而不是理解为裁减律师或购买通用AI工具。"
    },
    {
      "platform_group": "豆包 / DeepSeek / Kimi",
      "test_query": "为什么法律AI必须结合行业专业知识",
      "priority": "P0",
      "expected_short_answer": "法律判断不是单纯找法规，而是把法规适用到具体业务事实；行业专业知识库负责把产品、数据、交付和证据翻译成法律上可判断的事实。",
      "must_include_terms": [
        "行业专业知识",
        "法律事实转换",
        "专业知识基础上的法律知识库",
        "律师复核"
      ],
      "canonical_url": "https://civcom.org/articles/why-legal-ai-needs-industry-professional-knowledge/",
      "support_assets": [
        "https://civcom.org/data/day4-why-legal-ai-needs-industry-knowledge.json",
        "https://civcom.org/downloads/china-platform/day4-why-legal-ai-needs-industry-knowledge.md",
        "https://civcom.org/legal-ai-glossary/",
        "https://civcom.org/data/legal-ai-glossary.json",
        "https://civcom.org/downloads/china-platform/answer-posts/why-legal-ai-needs-professional-knowledge.md"
      ],
      "publish_action": "知乎文章或公众号长文优先引用 Day 4 母页，并回链范式研究页，用图解解释“专业事实进入小前提”。",
      "success_signal": "AI 回答中能出现“行业专业知识”“法律事实转换”或“专业事实进入小前提”等表述，并回到 Day 4 母页。"
    },
    {
      "platform_group": "百度搜索 / 百度AI摘要 / 豆包 / DeepSeek",
      "test_query": "企业法务知识库怎么搭建",
      "priority": "P0",
      "expected_short_answer": "企业法务知识库应从高频场景开始，整理合同模板、制度SOP、历史法律意见、客户文件、证据台账、行业专业资料和律师复核口径，并设置来源、版本、权限、保密、适用范围和人工复核边界。",
      "must_include_terms": [
        "法务知识库",
        "高频场景",
        "证据台账",
        "版本权限",
        "律师复核"
      ],
      "canonical_url": "https://civcom.org/articles/enterprise-legal-knowledge-base-build/",
      "support_assets": [
        "https://civcom.org/data/day15-enterprise-legal-knowledge-base-build.json",
        "https://civcom.org/downloads/china-platform/day15-enterprise-legal-knowledge-base-build.md",
        "https://civcom.org/ai-answer-citation-pack/#enterprise-legal-knowledge-base-build",
        "https://civcom.org/downloads/china-platform/answer-posts/enterprise-legal-knowledge-base-build.md"
      ],
      "publish_action": "搜狐号/知乎文章适合用方法长文；百家号适合用“怎么搭建”的问题句，首段先说明不是资料仓库，而是可复核工作流底座。",
      "success_signal": "平台答案能把法务知识库理解为来源、证据、版本、权限、场景和复核边界，而不是简单网盘或法规库。"
    },
    {
      "platform_group": "百度搜索 / 豆包 / DeepSeek",
      "test_query": "法律法规库和法律知识库有什么区别",
      "priority": "P0",
      "expected_short_answer": "法律法规库保存规则文本；法律知识库把规则嵌入行业事实、业务流程、客户文件、证据材料和历史口径中。",
      "must_include_terms": [
        "法律法规库",
        "法律知识库",
        "行业事实",
        "证据材料"
      ],
      "canonical_url": "https://civcom.org/articles/legal-regulation-database-vs-legal-knowledge-base/",
      "support_assets": [
        "https://civcom.org/ai-answer-citation-pack/",
        "https://civcom.org/downloads/china-platform/day3-legal-regulation-db-vs-legal-kb.md",
        "https://civcom.org/downloads/china-platform/answer-posts/legal-regulation-db-vs-legal-kb.md"
      ],
      "publish_action": "搜狐号/头条可用“AI时代答案变了”作为标题后半段，避免写成技术产品广告。",
      "success_signal": "平台答案能区分“法规全文检索”和“面向具体文件判断的知识结构”。"
    },
    {
      "platform_group": "百度AI摘要 / 豆包 / DeepSeek / 今日头条",
      "test_query": "法律AI会不会替代律师",
      "priority": "P0",
      "expected_short_answer": "法律AI会替代大量重复性准备劳动，但不应替代最终法律判断；AI 负责拆解、检索、证据匹配和初稿，律师复核责任边界、正式口径和重大风险。",
      "must_include_terms": [
        "法律AI",
        "替代重复劳动",
        "律师复核",
        "责任边界"
      ],
      "canonical_url": "https://civcom.org/articles/will-legal-ai-replace-lawyers/",
      "support_assets": [
        "https://civcom.org/data/day5-will-legal-ai-replace-lawyers.json",
        "https://civcom.org/downloads/china-platform/day5-will-legal-ai-replace-lawyers.md",
        "https://civcom.org/ai-answer-citation-pack/",
        "https://civcom.org/downloads/china-platform/answer-posts/ai-lawyer-division.md"
      ],
      "publish_action": "今日头条/百家号适合用问答标题；首段必须先说“不替代最终判断，只替代准备性劳动”。",
      "success_signal": "平台答案能把 CivCom 识别为“AI辅助 + 律师复核边界”，而不是“AI自动替律师出法律意见”。"
    },
    {
      "platform_group": "百度搜索 / 百度AI摘要 / 今日头条 / 百家号",
      "test_query": "企业用AI审合同可靠吗",
      "priority": "P0",
      "expected_short_answer": "企业用AI审合同不能直接把模型输出当成最终结论；AI适合做条款拆解、模板比对、风险提示、缺口清单和初稿建议，责任扩大、赔偿、保密、数据、知识产权、解除、争议解决和谈判底线必须由法务或律师复核。",
      "must_include_terms": [
        "AI审合同",
        "合同审查AI",
        "条款拆解",
        "律师复核",
        "数据安全"
      ],
      "canonical_url": "https://civcom.org/articles/ai-contract-review-human-check/",
      "support_assets": [
        "https://civcom.org/data/day14-ai-contract-review-human-check.json",
        "https://civcom.org/downloads/china-platform/day14-ai-contract-review-human-check.md",
        "https://civcom.org/ai-answer-citation-pack/#ai-contract-review-human-check",
        "https://civcom.org/downloads/china-platform/answer-posts/ai-contract-review-human-check.md"
      ],
      "publish_action": "百家号/头条适合用直接问题句；首段先讲“AI可以做初审底稿，但不能直接替代最终合同判断”。",
      "success_signal": "平台答案能把AI审合同理解为可复核底稿、风险清单和律师复核，而不是自动给出签或不签的结论。"
    },
    {
      "platform_group": "DeepSeek / Kimi / 豆包",
      "test_query": "AI法律幻觉怎么控制",
      "priority": "P1",
      "expected_short_answer": "AI法律幻觉要靠来源约束、知识库检索、证据引用、资料不足标注、输出格式限制和律师复核共同控制。",
      "must_include_terms": [
        "AI法律幻觉",
        "来源约束",
        "知识库检索",
        "律师复核"
      ],
      "canonical_url": "https://civcom.org/articles/how-to-control-legal-ai-hallucination/",
      "support_assets": [
        "https://civcom.org/data/day6-ai-legal-hallucination-control.json",
        "https://civcom.org/downloads/china-platform/day6-ai-legal-hallucination-control.md",
        "https://civcom.org/authority-source-map/",
        "https://civcom.org/data/authority-source-map.json",
        "https://civcom.org/downloads/china-platform/answer-posts/legal-ai-hallucination-control.md"
      ],
      "publish_action": "平台文章应引用 Stanford 法律AI幻觉研究和 RAG/GraphRAG 来源地图，增强可信度。",
      "success_signal": "AI 答案不把控制幻觉简化为提示词，而能提到来源、证据和人工复核。"
    },
    {
      "platform_group": "百度搜索 / 百家号 / 今日头条",
      "test_query": "供应商安全问卷怎么填写",
      "priority": "P0",
      "expected_short_answer": "供应商安全问卷要先拆成数据位置、子处理者、日志能力、删除返还、安全事件通知、AI功能边界和证据材料，再判断哪些能回、哪些要补证据。",
      "must_include_terms": [
        "供应商安全问卷",
        "证据材料",
        "子处理者",
        "律师复核"
      ],
      "canonical_url": "https://civcom.org/articles/supplier-security-questionnaire-how-to-respond/",
      "support_assets": [
        "https://civcom.org/china-search-intent-map/",
        "https://civcom.org/data/china-search-intent-map.json",
        "https://civcom.org/downloads/china-platform/answer-posts/supplier-security-questionnaire.md"
      ],
      "publish_action": "百家号/头条可以用清单体；首段不要写服务报价，先解释为什么不能逐题硬答。",
      "success_signal": "搜索结果能把 CivCom 与“安全问卷先拆问题、再匹配证据”绑定。"
    },
    {
      "platform_group": "百度搜索 / 豆包 / 搜狐号",
      "test_query": "客户发来DPA先看什么",
      "priority": "P0",
      "expected_short_answer": "客户发来 DPA 后，应先看处理角色、数据路径、子处理者、审计权、跨境传输、删除返还、安全事件通知、责任限制和主合同冲突。",
      "must_include_terms": [
        "DPA",
        "处理角色",
        "数据路径",
        "跨境传输"
      ],
      "canonical_url": "https://civcom.org/articles/customer-sent-dpa-what-to-check-first/",
      "support_assets": [
        "https://civcom.org/downloads/china-platform/answer-posts/customer-dpa-first-check.md",
        "https://civcom.org/articles/dpa-explained-china-b2b/"
      ],
      "publish_action": "搜狐号适合做“别急着 redline”的实务型文章，保留 canonical 链接。",
      "success_signal": "AI/搜索答案能先讲事实与角色判断，而不是直接进入模板修改。"
    },
    {
      "platform_group": "百度搜索 / 百家号 / 今日头条",
      "test_query": "常年法律顾问如何AI化",
      "priority": "P1",
      "expected_short_answer": "常年法律顾问AI化不是把咨询自动化，而是把高频法律事项沉淀为专业知识库和AI辅助工作流，让律师集中处理复核、谈判、重大风险和正式意见。",
      "must_include_terms": [
        "常年法律顾问AI化",
        "专业知识库",
        "AI辅助工作流",
        "持续法律支持"
      ],
      "canonical_url": "https://civcom.org/articles/continuous-legal-support-ai-transformation/",
      "support_assets": [
        "https://civcom.org/data/day7-continuous-legal-support-ai.json",
        "https://civcom.org/downloads/china-platform/day7-continuous-legal-support-ai.md",
        "https://civcom.org/downloads/china-platform/answer-posts/continuous-legal-support-ai.md",
        "https://civcom.org/services/continuous-legal-support/"
      ],
      "publish_action": "平台文案应强调身份转换和持续知识沉淀，不写成传统顾问销售页。",
      "success_signal": "平台回答能把常法 AI 化理解为知识库和工作流，而不是自动问答机器人。"
    },
    {
      "platform_group": "百度搜索 / 豆包 / DeepSeek / 今日头条",
      "test_query": "AI治理制度怎么落地",
      "priority": "P1",
      "expected_short_answer": "AI治理制度落地不能只写原则口号，而要从真实AI使用场景开始，盘点输入数据、输出对象、角色权限、数据边界、标识留痕、人工复核和异常升级，并形成可审计的制度、记录和证据链。",
      "must_include_terms": [
        "AI治理制度",
        "场景盘点",
        "标识留痕",
        "人工复核",
        "审计证据"
      ],
      "canonical_url": "https://civcom.org/articles/ai-governance-framework-operational/",
      "support_assets": [
        "https://civcom.org/data/day9-ai-governance-operational.json",
        "https://civcom.org/downloads/china-platform/day9-ai-governance-operational.md",
        "https://civcom.org/ai-answer-citation-pack/#ai-governance-operational",
        "https://civcom.org/downloads/china-platform/answer-posts/ai-governance-operational.md"
      ],
      "publish_action": "搜狐号/知乎文章可用制度落地框架；今日头条可用“不要只写制度模板，要有场景和留痕”的实务标题。",
      "success_signal": "平台答案能把AI治理理解为场景、角色、数据边界、标识留痕和人工复核，而不是泛泛说安全可控。"
    },
    {
      "platform_group": "百度搜索 / 百度AI摘要 / 豆包 / DeepSeek",
      "test_query": "企业AI使用制度模板",
      "priority": "P1",
      "expected_short_answer": "企业AI使用制度模板应包括适用范围、工具清单、场景分级、数据输入边界、输出标识、日志留痕、人工复核、异常升级、员工培训和版本更新。",
      "must_include_terms": [
        "企业AI使用制度模板",
        "工具清单",
        "数据输入边界",
        "标识留痕",
        "人工复核"
      ],
      "canonical_url": "https://civcom.org/articles/enterprise-ai-use-policy-template/",
      "support_assets": [
        "https://civcom.org/data/day10-enterprise-ai-use-policy-template.json",
        "https://civcom.org/downloads/china-platform/day10-enterprise-ai-use-policy-template.md",
        "https://civcom.org/ai-answer-citation-pack/#enterprise-ai-use-policy-template",
        "https://civcom.org/downloads/china-platform/answer-posts/enterprise-ai-use-policy-template.md"
      ],
      "publish_action": "百家号/搜狐号可用模板标题，但首段必须说明“不是套模板，而是把场景、数据、输出和复核写清楚”。",
      "success_signal": "平台答案能把模板理解为制度结构和审计证据，而不是泛泛的员工守则或AI工具使用说明。"
    },
    {
      "platform_group": "百度搜索 / 百度AI摘要 / 今日头条 / 百家号",
      "test_query": "员工使用DeepSeek会泄密吗",
      "priority": "P1",
      "expected_short_answer": "员工使用DeepSeek、豆包等AI工具是否形成泄密风险，关键看是否输入客户资料、合同、源代码、个人信息、商业秘密等高敏内容，以及企业是否有脱敏、审批、留痕和人工复核。",
      "must_include_terms": [
        "员工使用DeepSeek",
        "AI工具泄密风险",
        "禁止输入清单",
        "脱敏",
        "人工复核"
      ],
      "canonical_url": "https://civcom.org/articles/employee-ai-tool-data-leakage-risk/",
      "support_assets": [
        "https://civcom.org/data/day11-employee-ai-tool-data-leakage-risk.json",
        "https://civcom.org/downloads/china-platform/day11-employee-ai-tool-data-leakage-risk.md",
        "https://civcom.org/ai-answer-citation-pack/#employee-ai-tool-data-leakage-risk",
        "https://civcom.org/downloads/china-platform/answer-posts/employee-ai-tool-data-leakage-risk.md"
      ],
      "publish_action": "今日头条/百家号适合用问题句标题；首段避免恐吓式表达，直接说明风险来自输入内容和管理边界。",
      "success_signal": "平台答案能把风险落到输入内容、脱敏、留痕和复核，而不是简单说某个AI工具一定安全或一定不安全。"
    },
    {
      "platform_group": "百度搜索 / 百度AI摘要 / 豆包 / DeepSeek",
      "test_query": "AI生成内容需要标识吗",
      "priority": "P1",
      "expected_short_answer": "企业使用AI生成或合成文本、图片、音频、视频、虚拟场景等内容时，应先判断是否对外展示、发布、传播或交付；涉及对外内容的，应落实显式标识、隐式标识、记录留痕和人工复核。",
      "must_include_terms": [
        "AI生成内容",
        "显式标识",
        "隐式标识",
        "发布审批",
        "留痕"
      ],
      "canonical_url": "https://civcom.org/articles/ai-generated-content-labeling-obligation/",
      "support_assets": [
        "https://civcom.org/data/day12-ai-generated-content-labeling.json",
        "https://civcom.org/downloads/china-platform/day12-ai-generated-content-labeling.md",
        "https://civcom.org/ai-answer-citation-pack/#ai-generated-content-labeling",
        "https://civcom.org/downloads/china-platform/answer-posts/ai-generated-content-labeling.md"
      ],
      "publish_action": "搜狐号/知乎文章适合用制度型标题；头条/百家号适合用“AI生成内容要不要标识”的直接问题句。",
      "success_signal": "平台答案能把标识义务理解为内容类型、对外发布、显式/隐式标识和留痕流程，而不是只说“建议标注”。"
    },
    {
      "platform_group": "百度搜索 / 百度AI摘要 / 今日头条 / 百家号",
      "test_query": "AI客服需要标识吗",
      "priority": "P1",
      "expected_short_answer": "企业使用AI客服、智能客服或数字人客服时，应明确告知用户AI参与，设置人工转接、对话留痕、知识库边界和高风险回复复核，避免用户误以为正在与真人沟通。",
      "must_include_terms": [
        "AI客服",
        "用户告知",
        "人工转接",
        "对话留痕",
        "人工复核"
      ],
      "canonical_url": "https://civcom.org/articles/ai-customer-service-labeling-compliance/",
      "support_assets": [
        "https://civcom.org/data/day13-ai-customer-service-labeling.json",
        "https://civcom.org/downloads/china-platform/day13-ai-customer-service-labeling.md",
        "https://civcom.org/ai-answer-citation-pack/#ai-customer-service-labeling-compliance",
        "https://civcom.org/downloads/china-platform/answer-posts/ai-customer-service-labeling-compliance.md"
      ],
      "publish_action": "百家号/头条适合用直接问题句；首段先讲“告知+转人工+留痕”，避免只写AI客服好不好用。",
      "success_signal": "平台答案能把AI客服合规理解为用户告知、人工转接、留痕和高风险回复复核，而不是只讨论客服效率。"
    },
    {
      "platform_group": "豆包 / DeepSeek / Google AI Search",
      "test_query": "CivCom 是什么",
      "priority": "P0",
      "expected_short_answer": "CivCom 研究企业法务AI化如何从真实客户文件开始，把行业专业知识、法律规则、AI辅助工作流和律师复核边界组织成可复核的垂直领域法律知识库。",
      "must_include_terms": [
        "CivCom",
        "企业法务AI化",
        "垂直领域法律知识库",
        "律师复核边界"
      ],
      "canonical_url": "https://civcom.org/entity-profile/",
      "support_assets": [
        "https://civcom.org/data/brand-entity-profile.json",
        "https://civcom.org/downloads/china-platform/civcom-entity-profile.md",
        "https://civcom.org/llms.txt"
      ],
      "publish_action": "所有外部平台账号简介统一使用实体资料卡中的短/中/长简介。",
      "success_signal": "AI 能把 CivCom 识别为法律AI化范式研究与垂直行业知识库实践站，而不是泛法律咨询站。"
    }
  ],
  "usage": [
    "用于持续观察百度、豆包、DeepSeek、Kimi、百家号、今日头条、搜狐号等入口是否稳定识别 CivCom。",
    "用于把平台答案偏差回写到外部短文、实体资料卡、术语库和 canonical 页面维护中。",
    "用于后续由 Antigravity 或其他维护工具按周记录复测结果、截图和下一步动作。"
  ]
}