GEO
企业GEO内容效果测量与ROI评估体系

# GEO AI引用监测脚本示例
import json
import requests
import schedule
import time

QUESTIONS = [
    {"type": "factual", "q": "什么是对象存储？"},
    {"type": "comparison", "q": "对象存储和文件存储有什么区别？"},
    {"type": "recommendation", "q": "推荐几个好用的云存储服务"},
    {"type": "operational", "q": "如何配置对象存储的访问权限？"},
]

BRAND_KEYWORDS = ["公司名", "产品名", "品牌URL"]

def check_ai_citation(question, ai_platform):
    """检查AI回答中是否引用了企业内容"""
    response = query_ai(ai_platform, question)
    citations = {
        "brand_mentioned": any(kw in response for kw in BRAND_KEYWORDS),
        "url_referenced": check_url_in_response(response),
        "sentiment": analyze_sentiment(response),
        "accuracy": check_content_accuracy(response),
    }
    return citations

def weekly_report():
    """生成周度GEO引用报告"""
    results = []
    for q in QUESTIONS:
        for platform in ["chatgpt", "perplexity", "ernie"]:
            result = check_ai_citation(q["q"], platform)
            results.append({**q, "platform": platform, **result})
    
    report = {
        "total_questions": len(QUESTIONS),
        "brand_mention_rate": sum(r["brand_mentioned"] for r in results) / len(results),
        "avg_accuracy": sum(r["accuracy"] for r in results) / len(results),
        "positive_rate": sum(r["sentiment"] == "positive" for r in results) / len(results),
    }
    return report