SaaS GEO衡量
从AI推荐率到试用转化的SaaS GEO全链路衡量体系与持续优化策略

# SaaS GEO推荐率监测框架
import json
from datetime import datetime

SAAS_QUERIES = [
    "最好的项目管理软件",
    "团队协作工具推荐",
    "CRM系统哪个好",
    "在线表格工具对比",
    "自动化测试平台推荐",
    "数据分析可视化工具",
    "API管理平台选择",
    "客服工单系统推荐",
    "企业网盘解决方案",
    "低代码开发平台"
]

def check_recommendation(query, product_name, competitors):
    """检查AI推荐中是否提及产品"""
    result = {
        'query': query,
        'product_mentioned': False,
        'mention_position': None,      # 推荐位置（1-5）
        'mention_context': None,       # positive/neutral/negative
        'competitors_mentioned': [],   # 竞品被提及情况
        'ai_answer_snippet': None      # AI回答片段
    }
    # 实现AI搜索和解析逻辑
    return result

def generate_report(results, product_name):
    """生成推荐率报告"""
    total = len(results)
    mentioned = sum(1 for r in results if r['product_mentioned'])
    top3 = sum(1 for r in results if r.get('mention_position', 99) <= 3)
    
    return {
        'product': product_name,
        'date': datetime.now().isoformat(),
        'total_queries': total,
        'mentioned_count': mentioned,
        'recommendation_rate': mentioned / total,
        'top3_rate': top3 / total,
        'avg_position': None,  # 平均推荐位置
        'details': results
    }