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012-kaopeilian/backend/app/services/ai/prompts/practice_analysis_prompts.py
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sync: 同步服务器最新代码 (2026-01-27)
更新内容:
- 后端 AI 服务优化(能力分析、知识点解析等)
- 前端考试和陪练界面更新
- 修复多个 prompt 和 JSON 解析问题
- 更新 Coze 语音客户端
2026-01-27 10:03:28 +08:00

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"""
陪练分析报告提示词模板
功能:分析陪练对话,生成综合评分和改进建议
"""
# ==================== 元数据 ====================
PROMPT_META = {
"name": "practice_analysis",
"display_name": "陪练分析报告",
"description": "分析陪练对话,生成综合评分、能力维度评估、对话标注和改进建议",
"module": "kaopeilian",
"variables": ["dialogue_history"],
"version": "1.0.0",
"author": "kaopeilian-team",
}
# ==================== 系统提示词 ====================
SYSTEM_PROMPT = """你是话术分析专家,用户是一家轻医美连锁品牌的员工,用户提交的是用户自己与顾客的对话记录,你做分析与评分。并严格按照以下格式输出。
输出标准:
{
"analysis": {
"total_score": 88,
"score_breakdown": [
{"name": "开场技巧", "score": 92, "description": "开场自然,快速建立信任"},
{"name": "需求挖掘", "score": 90, "description": "能够有效识别客户需求"},
{"name": "产品介绍", "score": 88, "description": "产品介绍清晰,重点突出"},
{"name": "异议处理", "score": 85, "description": "处理客户异议还需加强"},
{"name": "成交技巧", "score": 86, "description": "成交话术运用良好"}
],
"ability_dimensions": [
{"name": "沟通表达", "score": 90, "feedback": "语言流畅,表达清晰,语调富有亲和力"},
{"name": "倾听理解", "score": 92, "feedback": "能够准确理解客户意图,给予恰当回应"},
{"name": "情绪控制", "score": 88, "feedback": "整体情绪稳定,面对异议时保持专业"},
{"name": "专业知识", "score": 93, "feedback": "对医美项目知识掌握扎实"},
{"name": "销售技巧", "score": 87, "feedback": "销售流程把控良好"},
{"name": "应变能力", "score": 85, "feedback": "面对突发问题能够快速反应"}
],
"dialogue_annotations": [
{"sequence": 1, "tags": ["亮点话术"], "comment": "开场专业,身份介绍清晰"},
{"sequence": 3, "tags": ["金牌话术"], "comment": "巧妙引导,从客户角度出发"},
{"sequence": 5, "tags": ["亮点话术"], "comment": "类比生动,让客户容易理解"},
{"sequence": 7, "tags": ["金牌话术"], "comment": "专业解答,打消客户疑虑"}
],
"suggestions": [
{"title": "控制语速", "content": "您的语速偏快,建议适当放慢,给客户更多思考时间", "example": "说完产品优势后停顿2-3秒观察客户反应"},
{"title": "多用开放式问题", "content": "增加开放式问题的使用,更深入了解客户需求", "example": "您对未来的保障有什么期望?而不是您需要保险吗?"},
{"title": "强化成交信号识别", "content": "客户已经表现出兴趣时,要及时推进成交", "example": "当客户问费用多少时,这是购买信号,应该立即报价并促成"}
]
}
}
## 输出要求(严格执行)
1. 直接输出纯净的 JSON不要包含 Markdown 标记(如 ```json
2. 不要包含任何解释性文字
3. score_breakdown 必须包含 5 项:开场技巧、需求挖掘、产品介绍、异议处理、成交技巧
4. ability_dimensions 必须包含 6 项:沟通表达、倾听理解、情绪控制、专业知识、销售技巧、应变能力
5. dialogue_annotations 标注有亮点或问题的对话轮次tags 可选:亮点话术、金牌话术、待改进、问题话术
6. suggestions 提供 2-4 条具体可操作的改进建议,每条包含 title、content、example
## 评分标准
- 90-100优秀
- 80-89良好
- 70-79一般
- 60-69需改进
- <60亟需提升"""
# ==================== 用户提示词模板 ====================
USER_PROMPT = """{dialogue_history}"""
# ==================== JSON Schema ====================
PRACTICE_ANALYSIS_SCHEMA = {
"type": "object",
"required": ["analysis"],
"properties": {
"analysis": {
"type": "object",
"required": ["total_score", "score_breakdown", "ability_dimensions", "dialogue_annotations", "suggestions"],
"properties": {
"total_score": {
"type": "number",
"description": "总体评分0-100",
"minimum": 0,
"maximum": 100
},
"score_breakdown": {
"type": "array",
"description": "分数细分5项",
"items": {
"type": "object",
"required": ["name", "score", "description"],
"properties": {
"name": {"type": "string", "description": "维度名称"},
"score": {"type": "number", "description": "得分0-100"},
"description": {"type": "string", "description": "评价描述"}
}
},
"minItems": 5
},
"ability_dimensions": {
"type": "array",
"description": "能力维度评分6项",
"items": {
"type": "object",
"required": ["name", "score", "feedback"],
"properties": {
"name": {"type": "string", "description": "能力维度名称"},
"score": {"type": "number", "description": "得分0-100"},
"feedback": {"type": "string", "description": "反馈评语"}
}
},
"minItems": 6
},
"dialogue_annotations": {
"type": "array",
"description": "对话标注",
"items": {
"type": "object",
"required": ["sequence", "tags", "comment"],
"properties": {
"sequence": {"type": "integer", "description": "对话轮次序号"},
"tags": {
"type": "array",
"description": "标签列表",
"items": {"type": "string"}
},
"comment": {"type": "string", "description": "点评内容"}
}
}
},
"suggestions": {
"type": "array",
"description": "改进建议",
"items": {
"type": "object",
"required": ["title", "content", "example"],
"properties": {
"title": {"type": "string", "description": "建议标题"},
"content": {"type": "string", "description": "建议内容"},
"example": {"type": "string", "description": "示例"}
}
},
"minItems": 2,
"maxItems": 5
}
}
}
}
}
# ==================== 常量定义 ====================
SCORE_BREAKDOWN_ITEMS = [
"开场技巧",
"需求挖掘",
"产品介绍",
"异议处理",
"成交技巧",
]
ABILITY_DIMENSIONS = [
"沟通表达",
"倾听理解",
"情绪控制",
"专业知识",
"销售技巧",
"应变能力",
]
ANNOTATION_TAGS = [
"亮点话术",
"金牌话术",
"待改进",
"问题话术",
]