GEO内容效果测量
最佳实践与优化闭环

import openai
import json
from datetime import datetime

# GEO引用率测量脚本示例
QUERIES = [
    "什么是GEO优化",
    "GEO和SEO的区别",
    "如何提升AI搜索中的品牌曝光",
    # ... 添加更多查询
]

def measure_citation_rate(brand_name, queries, model="gpt-4"):
    """测量品牌在AI回答中的引用率"""
    results = []
    for query in queries:
        response = openai.ChatCompletion.create(
            model=model,
            messages=[{"role": "user", "content": query}]
        )
        answer = response.choices[0].message.content
        cited = brand_name.lower() in answer.lower()
        results.append({
            "query": query,
            "cited": cited,
            "answer_length": len(answer),
            "timestamp": datetime.now().isoformat()
        })
    
    citation_rate = sum(r["cited"] for r in results) / len(results)
    return {"citation_rate": citation_rate, "details": results}

# 运行测量
report = measure_citation_rate("YourBrand", QUERIES)
print(f"引用率: {report['citation_rate']:.1%}")