openclaw-voc-skill/demo/xiaohongshu/chapter-insights/chapter-insights.json

{
  "metadata": {
    "project": "xiaohongshu-course-demo",
    "category": "冻干益生菌",
    "version": "light",
    "generatedAt": "2026-04-29T14:07:42.836Z",
    "platforms": [
      "xiaohongshu"
    ],
    "keywords": [
      "儿童益生菌怎么选",
      "益生菌腹胀便秘",
      "冻干益生菌测评"
    ],
    "batches": [
      "P0",
      "P1"
    ],
    "hypothesisTags": [
      "H1",
      "H3",
      "H6",
      "H2",
      "H4",
      "H5",
      "H7",
      "H8"
    ],
    "commentCount": 105,
    "itemCount": 30
  },
  "chapters": [
    {
      "id": "Ch1",
      "title": "结论先行",
      "hypothesisTags": [
        "H1",
        "H2",
        "H3",
        "H4",
        "H5",
        "H6",
        "H7",
        "H8"
      ],
      "focus": "回答核心决策问题",
      "evidenceCount": 105,
      "uniqueEvidenceCount": 5,
      "topThemes": [
        {
          "label": "反馈",
          "count": 14
        },
        {
          "label": "竞品",
          "count": 14
        },
        {
          "label": "信任",
          "count": 14
        },
        {
          "label": "场景",
          "count": 13
        },
        {
          "label": "价格",
          "count": 13
        },
        {
          "label": "决策",
          "count": 13
        }
      ],
      "topKeywords": [
        {
          "label": "儿童益生菌怎么选",
          "count": 40
        },
        {
          "label": "益生菌腹胀便秘",
          "count": 35
        },
        {
          "label": "冻干益生菌测评",
          "count": 30
        }
      ],
      "conclusion": "当前 105 条可追溯 VOC 显示，冻干益生菌 在「结论先行」中最稳定的信号集中在 反馈(14)、竞品(14)、信任(14)；主要由 儿童益生菌怎么选、益生菌腹胀便秘、冻干益生菌测评 等关键词触发。",
      "evidence": [
        {
          "id": "xhs_comment_xhs_demo_c_082",
          "platform": "xiaohongshu",
          "keyword": "冻干益生菌测评",
          "batch": "P1",
          "hypothesisTags": [
            "H5",
            "H7"
          ],
          "text": "每天成本超过8块我会犹豫，除非证据很清楚。",
          "author": "配料表先行",
          "likeCount": 97,
          "replyCount": 6,
          "url": "https://example.com/xhs/demo/xhs_demo_023",
          "parentId": "xhs_demo_023",
          "commentId": "xhs_demo_c_082",
          "theme": "价格",
          "source": "xiaohongshu / 冻干益生菌测评 / P1 / xhs_demo_c_082"
        },
        {
          "id": "xhs_comment_xhs_demo_c_013",
          "platform": "xiaohongshu",
          "keyword": "儿童益生菌怎么选",
          "batch": "P0",
          "hypothesisTags": [
            "H3",
            "H7",
            "H4"
          ],
          "text": "吃了三天没明显变化，但一周后排便时间稳定了一点。",
          "author": "打工人小周",
          "likeCount": 94,
          "replyCount": 7,
          "url": "https://example.com/xhs/demo/xhs_demo_004",
          "parentId": "xhs_demo_004",
          "commentId": "xhs_demo_c_013",
          "theme": "反馈",
          "source": "xiaohongshu / 儿童益生菌怎么选 / P0 / xhs_demo_c_013"
        },
        {
          "id": "xhs_comment_xhs_demo_c_041",
          "platform": "xiaohongshu",
          "keyword": "益生菌腹胀便秘",
          "batch": "P0",
          "hypothesisTags": [
            "H1",
            "H2",
            "H4",
            "H3"
          ],
          "text": "详情页如果有适用人群表格，我会更容易判断。",
          "author": "小满妈妈",
          "likeCount": 98,
          "replyCount": 3,
          "url": "https://example.com/xhs/demo/xhs_demo_011",
          "parentId": "xhs_demo_011",
          "commentId": "xhs_demo_c_041",
          "theme": "决策",
          "source": "xiaohongshu / 益生菌腹胀便秘 / P0 / xhs_demo_c_041"
        },
        {
          "id": "xhs_comment_xhs_demo_c_068",
          "platform": "xiaohongshu",
          "keyword": "益生菌腹胀便秘",
          "batch": "P0",
          "hypothesisTags": [
            "H3",
            "H4",
            "H8"
          ],
          "text": "我会先看菌株编号和配料表，客服讲不清楚就不下单。",
          "author": "胃肠敏感星人",
          "likeCount": 95,
          "replyCount": 4,
          "url": "https://example.com/xhs/demo/xhs_demo_018",
          "parentId": "xhs_demo_018",
          "commentId": "xhs_demo_c_068",
          "theme": "决策",
          "source": "xiaohongshu / 益生菌腹胀便秘 / P0 / xhs_demo_c_068"
        },
        {
          "id": "xhs_comment_xhs_demo_c_026",
          "platform": "xiaohongshu",
          "keyword": "儿童益生菌怎么选",
          "batch": "P0",
          "hypothesisTags": [
            "H2",
            "H3",
            "H7",
            "H8"
          ],
          "text": "我喜欢7天观察卡这种内容，不像广告。",
          "author": "不想踩雷",
          "likeCount": 89,
          "replyCount": 6,
          "url": "https://example.com/xhs/demo/xhs_demo_007",
          "parentId": "xhs_demo_007",
          "commentId": "xhs_demo_c_026",
          "theme": "话术",
          "source": "xiaohongshu / 儿童益生菌怎么选 / P0 / xhs_demo_c_026"
        }
      ],
      "explanation": "本章对应 H1 品类机会、H2 用户需求、H3 产品缺口、H4 价格认知、H5 渠道内容、H6 竞品策略、H7 定位表达、H8 增长行动。证据来自 xiaohongshu 105，因此适合写成“当前样本支持的阶段性判断”，不应外推为全市场结论。",
      "action": "保留本章结论作为报告开头判断，并在后续章节用证据卡展开。",
      "warnings": []
    },
    {
      "id": "Ch2",
      "title": "用户声音",
      "hypothesisTags": [
        "H2",
        "H3"
      ],
      "focus": "呈现痛点、场景、需求结构",
      "evidenceCount": 76,
      "uniqueEvidenceCount": 5,
      "topThemes": [
        {
          "label": "场景",
          "count": 13
        },
        {
          "label": "决策",
          "count": 13
        },
        {
          "label": "反馈",
          "count": 10
        },
        {
          "label": "竞品",
          "count": 9
        },
        {
          "label": "信任",
          "count": 9
        },
        {
          "label": "话术",
          "count": 8
        }
      ],
      "topKeywords": [
        {
          "label": "儿童益生菌怎么选",
          "count": 30
        },
        {
          "label": "益生菌腹胀便秘",
          "count": 26
        },
        {
          "label": "冻干益生菌测评",
          "count": 20
        }
      ],
      "conclusion": "当前 76 条可追溯 VOC 显示，冻干益生菌 在「用户声音」中最稳定的信号集中在 场景(13)、决策(13)、反馈(10)；主要由 儿童益生菌怎么选、益生菌腹胀便秘、冻干益生菌测评 等关键词触发。",
      "evidence": [
        {
          "id": "xhs_comment_xhs_demo_c_013",
          "platform": "xiaohongshu",
          "keyword": "儿童益生菌怎么选",
          "batch": "P0",
          "hypothesisTags": [
            "H3",
            "H7",
            "H4"
          ],
          "text": "吃了三天没明显变化，但一周后排便时间稳定了一点。",
          "author": "打工人小周",
          "likeCount": 94,
          "replyCount": 7,
          "url": "https://example.com/xhs/demo/xhs_demo_004",
          "parentId": "xhs_demo_004",
          "commentId": "xhs_demo_c_013",
          "theme": "反馈",
          "source": "xiaohongshu / 儿童益生菌怎么选 / P0 / xhs_demo_c_013"
        },
        {
          "id": "xhs_comment_xhs_demo_c_041",
          "platform": "xiaohongshu",
          "keyword": "益生菌腹胀便秘",
          "batch": "P0",
          "hypothesisTags": [
            "H1",
            "H2",
            "H4",
            "H3"
          ],
          "text": "详情页如果有适用人群表格，我会更容易判断。",
          "author": "小满妈妈",
          "likeCount": 98,
          "replyCount": 3,
          "url": "https://example.com/xhs/demo/xhs_demo_011",
          "parentId": "xhs_demo_011",
          "commentId": "xhs_demo_c_041",
          "theme": "决策",
          "source": "xiaohongshu / 益生菌腹胀便秘 / P0 / xhs_demo_c_041"
        },
        {
          "id": "xhs_comment_xhs_demo_c_068",
          "platform": "xiaohongshu",
          "keyword": "益生菌腹胀便秘",
          "batch": "P0",
          "hypothesisTags": [
            "H3",
            "H4",
            "H8"
          ],
          "text": "我会先看菌株编号和配料表，客服讲不清楚就不下单。",
          "author": "胃肠敏感星人",
          "likeCount": 95,
          "replyCount": 4,
          "url": "https://example.com/xhs/demo/xhs_demo_018",
          "parentId": "xhs_demo_018",
          "commentId": "xhs_demo_c_068",
          "theme": "决策",
          "source": "xiaohongshu / 益生菌腹胀便秘 / P0 / xhs_demo_c_068"
        },
        {
          "id": "xhs_comment_xhs_demo_c_026",
          "platform": "xiaohongshu",
          "keyword": "儿童益生菌怎么选",
          "batch": "P0",
          "hypothesisTags": [
            "H2",
            "H3",
            "H7",
            "H8"
          ],
          "text": "我喜欢7天观察卡这种内容，不像广告。",
          "author": "不想踩雷",
          "likeCount": 89,
          "replyCount": 6,
          "url": "https://example.com/xhs/demo/xhs_demo_007",
          "parentId": "xhs_demo_007",
          "commentId": "xhs_demo_c_026",
          "theme": "话术",
          "source": "xiaohongshu / 儿童益生菌怎么选 / P0 / xhs_demo_c_026"
        },
        {
          "id": "xhs_comment_xhs_demo_c_053",
          "platform": "xiaohongshu",
          "keyword": "益生菌腹胀便秘",
          "batch": "P0",
          "hypothesisTags": [
            "H1",
            "H3",
            "H4",
            "H6"
          ],
          "text": "过敏原、糖醇、香精这些最好直接标出来。",
          "author": "打工人小周",
          "likeCount": 86,
          "replyCount": 7,
          "url": "https://example.com/xhs/demo/xhs_demo_014",
          "parentId": "xhs_demo_014",
          "commentId": "xhs_demo_c_053",
          "theme": "信任",
          "source": "xiaohongshu / 益生菌腹胀便秘 / P0 / xhs_demo_c_053"
        }
      ],
      "explanation": "本章对应 H2 用户需求、H3 产品缺口。证据来自 xiaohongshu 76，因此适合写成“当前样本支持的阶段性判断”，不应外推为全市场结论。",
      "action": "优先把高频痛点、场景和决策标准转成 VOC 证据卡，进入报告正文。",
      "warnings": []
    },
    {
      "id": "Ch3",
      "title": "竞品/平台发现",
      "hypothesisTags": [
        "H5",
        "H6",
        "H7"
      ],
      "focus": "解释平台内容、竞品策略和可用话术",
      "evidenceCount": 83,
      "uniqueEvidenceCount": 5,
      "topThemes": [
        {
          "label": "竞品",
          "count": 14
        },
        {
          "label": "信任",
          "count": 14
        },
        {
          "label": "价格",
          "count": 13
        },
        {
          "label": "反馈",
          "count": 10
        },
        {
          "label": "场景",
          "count": 9
        },
        {
          "label": "决策",
          "count": 9
        }
      ],
      "topKeywords": [
        {
          "label": "儿童益生菌怎么选",
          "count": 33
        },
        {
          "label": "冻干益生菌测评",
          "count": 26
        },
        {
          "label": "益生菌腹胀便秘",
          "count": 24
        }
      ],
      "conclusion": "当前 83 条可追溯 VOC 显示，冻干益生菌 在「竞品/平台发现」中最稳定的信号集中在 竞品(14)、信任(14)、价格(13)；主要由 儿童益生菌怎么选、冻干益生菌测评、益生菌腹胀便秘 等关键词触发。",
      "evidence": [
        {
          "id": "xhs_comment_xhs_demo_c_082",
          "platform": "xiaohongshu",
          "keyword": "冻干益生菌测评",
          "batch": "P1",
          "hypothesisTags": [
            "H5",
            "H7"
          ],
          "text": "每天成本超过8块我会犹豫，除非证据很清楚。",
          "author": "配料表先行",
          "likeCount": 97,
          "replyCount": 6,
          "url": "https://example.com/xhs/demo/xhs_demo_023",
          "parentId": "xhs_demo_023",
          "commentId": "xhs_demo_c_082",
          "theme": "价格",
          "source": "xiaohongshu / 冻干益生菌测评 / P1 / xhs_demo_c_082"
        },
        {
          "id": "xhs_comment_xhs_demo_c_013",
          "platform": "xiaohongshu",
          "keyword": "儿童益生菌怎么选",
          "batch": "P0",
          "hypothesisTags": [
            "H3",
            "H7",
            "H4"
          ],
          "text": "吃了三天没明显变化，但一周后排便时间稳定了一点。",
          "author": "打工人小周",
          "likeCount": 94,
          "replyCount": 7,
          "url": "https://example.com/xhs/demo/xhs_demo_004",
          "parentId": "xhs_demo_004",
          "commentId": "xhs_demo_c_013",
          "theme": "反馈",
          "source": "xiaohongshu / 儿童益生菌怎么选 / P0 / xhs_demo_c_013"
        },
        {
          "id": "xhs_comment_xhs_demo_c_026",
          "platform": "xiaohongshu",
          "keyword": "儿童益生菌怎么选",
          "batch": "P0",
          "hypothesisTags": [
            "H2",
            "H3",
            "H7",
            "H8"
          ],
          "text": "我喜欢7天观察卡这种内容，不像广告。",
          "author": "不想踩雷",
          "likeCount": 89,
          "replyCount": 6,
          "url": "https://example.com/xhs/demo/xhs_demo_007",
          "parentId": "xhs_demo_007",
          "commentId": "xhs_demo_c_026",
          "theme": "话术",
          "source": "xiaohongshu / 儿童益生菌怎么选 / P0 / xhs_demo_c_026"
        },
        {
          "id": "xhs_comment_xhs_demo_c_053",
          "platform": "xiaohongshu",
          "keyword": "益生菌腹胀便秘",
          "batch": "P0",
          "hypothesisTags": [
            "H1",
            "H3",
            "H4",
            "H6"
          ],
          "text": "过敏原、糖醇、香精这些最好直接标出来。",
          "author": "打工人小周",
          "likeCount": 86,
          "replyCount": 7,
          "url": "https://example.com/xhs/demo/xhs_demo_014",
          "parentId": "xhs_demo_014",
          "commentId": "xhs_demo_c_053",
          "theme": "信任",
          "source": "xiaohongshu / 益生菌腹胀便秘 / P0 / xhs_demo_c_053"
        },
        {
          "id": "xhs_comment_xhs_demo_c_027",
          "platform": "xiaohongshu",
          "keyword": "儿童益生菌怎么选",
          "batch": "P0",
          "hypothesisTags": [
            "H2",
            "H3",
            "H7",
            "H1"
          ],
          "text": "腹胀的时候孩子会闹，但我又不敢随便换太多产品。",
          "author": "带娃观察员",
          "likeCount": 96,
          "replyCount": 1,
          "url": "https://example.com/xhs/demo/xhs_demo_007",
          "parentId": "xhs_demo_007",
          "commentId": "xhs_demo_c_027",
          "theme": "痛点",
          "source": "xiaohongshu / 儿童益生菌怎么选 / P0 / xhs_demo_c_027"
        }
      ],
      "explanation": "本章对应 H5 渠道内容、H6 竞品策略、H7 定位表达。证据来自 xiaohongshu 83，因此适合写成“当前样本支持的阶段性判断”，不应外推为全市场结论。",
      "action": "把高赞评论中的用户原话转成内容标题、详情页 FAQ 或话术 AB 测试。",
      "warnings": []
    },
    {
      "id": "Ch4",
      "title": "行动建议",
      "hypothesisTags": [
        "H8"
      ],
      "focus": "输出下一步 P0/P1/P2 动作和验证指标",
      "evidenceCount": 35,
      "uniqueEvidenceCount": 5,
      "topThemes": [
        {
          "label": "话术",
          "count": 12
        },
        {
          "label": "场景",
          "count": 4
        },
        {
          "label": "价格",
          "count": 4
        },
        {
          "label": "信任",
          "count": 4
        },
        {
          "label": "反馈",
          "count": 3
        },
        {
          "label": "竞品",
          "count": 3
        }
      ],
      "topKeywords": [
        {
          "label": "儿童益生菌怎么选",
          "count": 14
        },
        {
          "label": "冻干益生菌测评",
          "count": 11
        },
        {
          "label": "益生菌腹胀便秘",
          "count": 10
        }
      ],
      "conclusion": "当前 35 条可追溯 VOC 显示，冻干益生菌 在「行动建议」中最稳定的信号集中在 话术(12)、场景(4)、价格(4)；主要由 儿童益生菌怎么选、冻干益生菌测评、益生菌腹胀便秘 等关键词触发。",
      "evidence": [
        {
          "id": "xhs_comment_xhs_demo_c_068",
          "platform": "xiaohongshu",
          "keyword": "益生菌腹胀便秘",
          "batch": "P0",
          "hypothesisTags": [
            "H3",
            "H4",
            "H8"
          ],
          "text": "我会先看菌株编号和配料表，客服讲不清楚就不下单。",
          "author": "胃肠敏感星人",
          "likeCount": 95,
          "replyCount": 4,
          "url": "https://example.com/xhs/demo/xhs_demo_018",
          "parentId": "xhs_demo_018",
          "commentId": "xhs_demo_c_068",
          "theme": "决策",
          "source": "xiaohongshu / 益生菌腹胀便秘 / P0 / xhs_demo_c_068"
        },
        {
          "id": "xhs_comment_xhs_demo_c_026",
          "platform": "xiaohongshu",
          "keyword": "儿童益生菌怎么选",
          "batch": "P0",
          "hypothesisTags": [
            "H2",
            "H3",
            "H7",
            "H8"
          ],
          "text": "我喜欢7天观察卡这种内容，不像广告。",
          "author": "不想踩雷",
          "likeCount": 89,
          "replyCount": 6,
          "url": "https://example.com/xhs/demo/xhs_demo_007",
          "parentId": "xhs_demo_007",
          "commentId": "xhs_demo_c_026",
          "theme": "话术",
          "source": "xiaohongshu / 儿童益生菌怎么选 / P0 / xhs_demo_c_026"
        },
        {
          "id": "xhs_comment_xhs_demo_c_081",
          "platform": "xiaohongshu",
          "keyword": "冻干益生菌测评",
          "batch": "P1",
          "hypothesisTags": [
            "H3",
            "H6",
            "H8"
          ],
          "text": "详情页少一点专利词，多一点家庭使用说明。",
          "author": "小满妈妈",
          "likeCount": 90,
          "replyCount": 3,
          "url": "https://example.com/xhs/demo/xhs_demo_022",
          "parentId": "xhs_demo_022",
          "commentId": "xhs_demo_c_081",
          "theme": "话术",
          "source": "xiaohongshu / 冻干益生菌测评 / P1 / xhs_demo_c_081"
        },
        {
          "id": "xhs_comment_xhs_demo_c_039",
          "platform": "xiaohongshu",
          "keyword": "儿童益生菌怎么选",
          "batch": "P0",
          "hypothesisTags": [
            "H3",
            "H8",
            "H4"
          ],
          "text": "味道淡孩子能接受，坚持下来比参数更重要。",
          "author": "囤货前先问",
          "likeCount": 84,
          "replyCount": 5,
          "url": "https://example.com/xhs/demo/xhs_demo_010",
          "parentId": "xhs_demo_010",
          "commentId": "xhs_demo_c_039",
          "theme": "反馈",
          "source": "xiaohongshu / 儿童益生菌怎么选 / P0 / xhs_demo_c_039"
        },
        {
          "id": "xhs_comment_xhs_demo_c_040",
          "platform": "xiaohongshu",
          "keyword": "儿童益生菌怎么选",
          "batch": "P0",
          "hypothesisTags": [
            "H3",
            "H8",
            "H5"
          ],
          "text": "进口牌子贵但说明详细，国产牌子客服回复快。",
          "author": "真实反馈bot",
          "likeCount": 91,
          "replyCount": 0,
          "url": "https://example.com/xhs/demo/xhs_demo_010",
          "parentId": "xhs_demo_010",
          "commentId": "xhs_demo_c_040",
          "theme": "竞品",
          "source": "xiaohongshu / 儿童益生菌怎么选 / P0 / xhs_demo_c_040"
        }
      ],
      "explanation": "本章对应 H8 增长行动。证据来自 xiaohongshu 35，因此适合写成“当前样本支持的阶段性判断”，不应外推为全市场结论。",
      "action": "把证据最高的 3 个用户表达转成 P0/P1/P2 行动，并为每条行动指定验证指标。",
      "warnings": []
    }
  ],
  "audit": {
    "generatedAt": "2026-04-29T14:07:42.836Z",
    "minEvidence": 3,
    "chapterCount": 4,
    "warningCount": 0,
    "unsupportedConclusionCount": 0,
    "totalEvidenceCards": 20
  }
}