openclaw-voc-skill/review-analysis/review-highlight-extraction/api-config.json

{
  "name": "review-highlight-extraction",
  "displayName": "好评亮点提取",
  "description": "从好评中提取用户最认可的产品亮点，识别竞品核心卖点和可借鉴的优势",
  "category": "review-analysis",
  "version": "1.0.0",
  "type": "analysis",
  "parameters": {
    "reviewCorpus": {
      "type": "object",
      "required": true,
      "description": "review-batch-collection 输出的评论语料"
    },
    "targetAsins": {
      "type": "array",
      "items": { "type": "string" },
      "required": false,
      "description": "指定分析的ASIN"
    },
    "highlightCategories": {
      "type": "array",
      "items": { "type": "string" },
      "required": false,
      "default": ["品质感知", "功能表现", "设计美学", "使用体验", "性价比", "包装送礼"],
      "description": "预定义亮点类别"
    }
  },
  "pipeline": [
    {
      "step": 1,
      "name": "过滤好评",
      "type": "filter",
      "logic": "filterPositiveReviews(reviewCorpus.reviews, { stars: [4, 5], targetAsins })",
      "algorithm": {
        "filter": "star>=4 && (targetAsins.length==0 || targetAsins.includes(asin))",
        "implementation": "遍历reviews数组，保留star>=4的评论，可选按targetAsins进一步过滤"
      },
      "output": "positiveReviews"
    },
    {
      "step": 2,
      "name": "AI提取亮点主题",
      "type": "ai",
      "logic": "extractHighlights(positiveReviews, { highlightCategories })",
      "aiConfig": {
        "systemPrompt": "你是跨境电商VOC分析师。只输出一个合法JSON对象。禁止输出Markdown、代码围栏、解释文字。",
        "userPromptTemplate": "以下是好评样本（[星级][ASIN] 标题 | 摘要）。请归纳产品亮点主题，按用户认可度排序：\n${payload}",
        "outputFormat": "{\"highlights\":[{\"topic\":\"穿着舒适\",\"score\":90,\"category\":\"使用体验\",\"examples\":[\"超级舒服\"]}]}",
        "temperature": 0.2,
        "maxTokens": 2000,
        "payloadFormat": "每条评论格式化为 [star★][ASIN] title | content截取前200字，按batch发送给AI"
      },
      "output": "rawHighlights"
    },
    {
      "step": 3,
      "name": "亮点聚类+热度排序",
      "type": "compute",
      "logic": "clusterAndRank(rawHighlights, positiveReviews)",
      "algorithm": {
        "cluster": "语义相近的合并为一个topic，各最多8条",
        "hotScore": "score = frequency*0.5 + sentimentIntensity*0.3 + helpfulCount*0.2",
        "implementation": "将AI返回的亮点按topic合并，统计frequency，用hotScore公式排序"
      },
      "output": "rankedHighlights"
    },
    {
      "step": 4,
      "name": "识别竞品核心卖点",
      "type": "compute",
      "logic": "identifyCompetitorAdvantages(rankedHighlights, targetAsins)",
      "algorithm": {
        "perAsin": "每个ASIN的top3亮点 = 该竞品核心卖点",
        "shared": "多个竞品共有的亮点 = 品类基本需求",
        "unique": "某竞品独有亮点 = 其差异化优势",
        "implementation": "按ASIN分组亮点，找出多个ASIN共有的(品类基本需求)和单ASIN独有的(差异化优势)"
      },
      "output": "competitorAdvantages"
    },
    {
      "step": 5,
      "name": "Listing卖点植入建议",
      "type": "compute",
      "logic": "generateListingSellpointAdvice(rankedHighlights, competitorAdvantages)",
      "algorithm": {
        "titleAdvice": {
          "rule": "将top3亮点词根植入标题前65字符",
          "format": "核心词前置 + 用户意图补充 + 中文意图提示"
        },
        "bulletAdvice": {
          "rule": "前1-2个bullet自然融入高频亮点词",
          "highlight": "突出用户意图，与竞品做差异化"
        },
        "aplusAdvice": "A+页面突出好评主题场景化展示，强化用户信任",
        "sellpointPriority": "品类共有亮点(必备基础) > 本品独有亮点(差异化) > 竞品独有亮点(跟进参考)"
      },
      "output": "listingSellpointAdvice"
    }
  ],
  "response": {
    "type": "object",
    "properties": {
      "highlights": {
        "type": "array",
        "description": "按频率排序的亮点列表",
        "items": {
          "type": "object",
          "properties": {
            "topic": { "type": "string" },
            "score": { "type": "integer", "description": "0-100热度" },
            "category": { "type": "string" },
            "frequency": { "type": "integer" },
            "examples": { "type": "array", "items": { "type": "string" } }
          }
        }
      },
      "competitorAdvantages": {
        "type": "object",
        "description": "各竞品的独有亮点",
        "additionalProperties": { "type": "array" }
      },
      "actionableInsights": {
        "type": "array",
        "description": "可执行的产品策略建议",
        "items": {
          "type": "object",
          "properties": {
            "insight": { "type": "string" },
            "action": { "type": "string" },
            "priority": { "type": "string", "enum": ["high", "medium", "low"] }
          }
        }
      },
      "listingSellpointAdvice": {
        "type": "object",
        "description": "Listing卖点植入建议",
        "properties": {
          "titleKeywords": { "type": "array", "items": { "type": "string" }, "description": "建议植入标题的亮点词根" },
          "bulletHighlights": { "type": "array", "items": { "type": "string" }, "description": "建议在bullet中突出的卖点" },
          "aplusThemes": { "type": "array", "items": { "type": "string" }, "description": "A+页面建议展示的场景主题" },
          "sellpointPriority": { "type": "array", "items": { "type": "object", "properties": { "sellpoint": {"type":"string"}, "type": {"type":"string", "enum":["required","differentiation","reference"]}, "source": {"type":"string"} } } }
        }
      }
    }
  },
  "timeout": 60000,
  "retry": {
    "maxAttempts": 2,
    "delay": 1000,
    "backoffMultiplier": 2
  }
}