{"id":716,"date":"2026-07-08T16:28:49","date_gmt":"2026-07-08T08:28:49","guid":{"rendered":"https:\/\/maxaeo.cn\/blog\/ai-personalization-monitoring-bias\/"},"modified":"2026-07-08T16:28:49","modified_gmt":"2026-07-08T08:28:49","slug":"ai-personalization-monitoring-bias","status":"publish","type":"post","link":"https:\/\/maxaeo.cn\/blog\/ai-personalization-monitoring-bias\/","title":{"rendered":"AI\u56de\u7b54 \u5343\u4eba\u5343\u9762\uff1a\u54c1\u724c\u76d1\u6d4b\u5982\u4f55\u6392\u9664\u4e2a\u6027\u5316\u504f\u5dee"},"content":{"rendered":"<p><strong>AI\u56de\u7b54 \u5343\u4eba\u5343\u9762<\/strong>\u4e0d\u662f\u5076\u7136\u622a\u56fe\u5dee\u5f02\uff0c\u800c\u662f\u54c1\u724c\u76d1\u6d4b\u91cc\u7684\u7cfb\u7edf\u6027\u53d8\u91cf\u3002\u540c\u4e00\u4e2a\u95ee\u9898\uff0c\u5e02\u573a\u56e2\u961f\u53ef\u80fd\u770b\u5230\u81ea\u5df1\u7684\u54c1\u724c\u6392\u7b2c\u4e00\uff0c\u771f\u5b9e\u7528\u6237\u5374\u770b\u5230\u7ade\u54c1\u6392\u7b2c\u4e00\uff1b\u540c\u4e00\u4e2a\u5e73\u53f0\uff0c\u672a\u767b\u5f55\u4f1a\u8bdd\u3001\u767b\u5f55\u8d26\u53f7\u3001\u5e26\u5730\u57df\u4fe1\u606f\u7684\u4f1a\u8bdd\uff0c\u4e5f\u53ef\u80fd\u7ed9\u51fa\u4e0d\u540c\u63a8\u8350\u3002<\/p>\n<p>\u5bf9SEO\u3001GEO\u548c\u54c1\u724c\u56e2\u961f\u6765\u8bf4\uff0c\u5173\u952e\u95ee\u9898\u4e0d\u662f\u201c\u80fd\u4e0d\u80fd\u8ba9AI\u7b54\u6848\u6c38\u8fdc\u4e00\u81f4\u201d\uff0c\u800c\u662f\uff1a<strong>\u54ea\u4e9b\u5dee\u5f02\u6765\u81ea\u6b63\u5e38\u6ce2\u52a8\uff0c\u54ea\u4e9b\u5dee\u5f02\u6765\u81ea\u7528\u6237\u753b\u50cf\uff0c\u54ea\u4e9b\u5dee\u5f02\u5df2\u7ecf\u5f71\u54cd\u54c1\u724c\u53ef\u89c1\u5ea6\u548c\u8f6c\u5316\u5224\u65ad\u3002<\/strong><\/p>\n<h2>\u7b54\u6848\u5148\u884c\uff1a\u4ec0\u4e48\u662fAI\u56de\u7b54 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\u5343\u4eba\u5343\u9762\uff0c\u6307\u540c\u4e00\u95ee\u9898\u5728\u4e0d\u540c\u8d26\u53f7\u3001\u5730\u57df\u3001\u5386\u53f2\u5bf9\u8bdd\u3001\u68c0\u7d22\u6e90\u6216\u6a21\u578b\u7248\u672c\u4e0b\uff0c\u5f97\u5230\u4e0d\u540c\u54c1\u724c\u63a8\u8350\u3001\u6392\u5e8f\u548c\u7406\u7531\u7684\u73b0\u8c61\u3002<\/strong><\/p>\n<p>\u5b83\u4e0d\u662f\u5355\u7eaf\u7684\u201cAI\u968f\u673a\u53d1\u6325\u201d\u3002\u66f4\u51c6\u786e\u5730\u8bf4\uff0c\u5b83\u7531\u4e09\u7c7b\u56e0\u7d20\u53e0\u52a0\u5f62\u6210\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5c42\u7ea7<\/th>\n<th>\u4e3b\u8981\u6765\u6e90<\/th>\n<th>\u5bf9\u54c1\u724c\u76d1\u6d4b\u7684\u5f71\u54cd<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u751f\u6210\u6ce2\u52a8<\/td>\n<td>\u6a21\u578b\u91c7\u6837\u3001\u56de\u7b54\u7ec4\u7ec7\u65b9\u5f0f\u3001\u540c\u4e49\u8868\u8fbe<\/td>\n<td>\u540c\u4e00\u54c1\u724c\u53ef\u80fd\u4e00\u4f1a\u513f\u6392\u7b2c2\uff0c\u4e00\u4f1a\u513f\u6392\u7b2c4<\/td>\n<\/tr>\n<tr>\n<td>\u68c0\u7d22\u6ce2\u52a8<\/td>\n<td>\u5b9e\u65f6\u641c\u7d22\u3001\u5f15\u7528\u6e90\u66f4\u65b0\u3001\u7d22\u5f15\u5dee\u5f02<\/td>\n<td>AI\u5f15\u7528\u4e0d\u540c\u6587\u7ae0\u540e\uff0c\u63a8\u8350\u7406\u7531\u548c\u54c1\u724c\u6392\u5e8f\u6539\u53d8<\/td>\n<\/tr>\n<tr>\n<td>\u4e2a\u6027\u5316\u4e0a\u4e0b\u6587<\/td>\n<td>\u8d26\u53f7\u8bb0\u5fc6\u3001\u5730\u57df\u3001\u9884\u7b97\u3001\u884c\u4e1a\u3001\u5386\u53f2\u5bf9\u8bdd<\/td>\n<td>\u4e0d\u540c\u7528\u6237\u753b\u50cf\u770b\u5230\u7684\u201c\u6700\u4f73\u54c1\u724c\u201d\u4e0d\u540c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u56e0\u6b64\uff0c\u6b63\u786e\u7684\u76d1\u6d4b\u7ed3\u8bba\u4e0d\u5e94\u662f\u201c\u67d0\u6b21\u56de\u7b54\u6709\u6ca1\u6709\u63d0\u5230\u6211\u201d\uff0c\u800c\u5e94\u662f\uff1a<strong>\u5728\u5e72\u51c0\u57fa\u7ebf\u548c\u76ee\u6807\u7528\u6237\u753b\u50cf\u4e0b\uff0c\u54c1\u724c\u88ab\u63d0\u53ca\u3001\u88ab\u9996\u63a8\u3001\u88ab\u5f15\u7528\u548c\u88ab\u7ade\u54c1\u66ff\u4ee3\u7684\u6982\u7387\u5206\u522b\u662f\u591a\u5c11\u3002<\/strong><\/p>\n<h2>AI\u56de\u7b54 \u5343\u4eba\u5343\u9762\u548c\u4f20\u7edf\u641c\u7d22\u4e2a\u6027\u5316\u6709\u4ec0\u4e48\u4e0d\u540c<\/h2>\n<p>\u4f20\u7edf\u641c\u7d22\u4e2a\u6027\u5316\u4e3b\u8981\u6539\u53d8\u7684\u662f\u94fe\u63a5\u6392\u5e8f\uff1bAI\u56de\u7b54\u5343\u4eba\u5343\u9762\u6539\u53d8\u7684\u662f<strong>\u6700\u7ec8\u7ed3\u8bba<\/strong>\u3002\u7528\u6237\u4e0d\u4e00\u5b9a\u518d\u9010\u6761\u70b9\u51fb\u7ed3\u679c\u9875\uff0c\u800c\u662f\u76f4\u63a5\u63a5\u53d7AI\u603b\u7ed3\u51fa\u7684\u63a8\u8350\u540d\u5355\u3001\u4f18\u7f3a\u70b9\u548c\u8d2d\u4e70\u5efa\u8bae\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5bf9\u6bd4\u9879<\/th>\n<th>\u4f20\u7edf\u641c\u7d22\u4e2a\u6027\u5316<\/th>\n<th>AI\u56de\u7b54 \u5343\u4eba\u5343\u9762<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u53d8\u5316\u4f4d\u7f6e<\/td>\n<td>\u641c\u7d22\u7ed3\u679c\u94fe\u63a5\u6392\u5e8f<\/td>\n<td>\u6458\u8981\u7ed3\u8bba\u3001\u54c1\u724c\u540d\u5355\u3001\u63a8\u8350\u7406\u7531\u3001\u5f15\u7528\u6765\u6e90<\/td>\n<\/tr>\n<tr>\n<td>\u7528\u6237\u611f\u77e5<\/td>\n<td>\u8fd8\u80fd\u770b\u5230\u591a\u4e2a\u81ea\u7136\u7ed3\u679c<\/td>\n<td>\u5f80\u5f80\u53ea\u770b\u5230AI\u6574\u7406\u540e\u7684\u5c11\u6570\u7b54\u6848<\/td>\n<\/tr>\n<tr>\n<td>\u54c1\u724c\u98ce\u9669<\/td>\n<td>\u6392\u540d\u4e0b\u964d\u3001CTR\u4e0b\u964d<\/td>\n<td>\u88ab\u6f0f\u63d0\u3001\u88ab\u964d\u7ea7\u3001\u88ab\u8d1f\u9762\u5f52\u56e0\u3001\u88ab\u7ade\u54c1\u622a\u6d41<\/td>\n<\/tr>\n<tr>\n<td>\u76d1\u6d4b\u65b9\u5f0f<\/td>\n<td>\u6392\u540d\u3001\u5c55\u73b0\u3001\u70b9\u51fb<\/td>\n<td>\u63d0\u53ca\u7387\u3001\u9996\u63a8\u7387\u3001\u5e73\u5747\u63a8\u8350\u4f4d\u3001\u5f15\u7528\u6e90\u3001\u60c5\u611f\u503e\u5411<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Hann\u00e1k \u7b49\u4eba\u5728\u8bba\u6587<a href=\"https:\/\/arxiv.org\/abs\/1706.05011\">\u300aMeasuring Personalization of Web Search\u300b<\/a>\u4e2d\u6d4b\u91cf\u4e86200\u540dGoogle\u7528\u6237\u548c100\u540dBing\u7528\u6237\u7684\u641c\u7d22\u7ed3\u679c\u5dee\u5f02\uff0c\u53d1\u73b0Google\u5e73\u5747\u670911.7%\u7684\u7ed3\u679c\u3001Bing\u5e73\u5747\u670915.8%\u7684\u7ed3\u679c\u53d7\u5230\u4e2a\u6027\u5316\u5f71\u54cd\uff0c\u5e76\u4e14\u767b\u5f55\u8d26\u53f7\u548cIP\u5730\u5740\u662f\u53ef\u6d4b\u53d8\u91cf\u3002AI\u7b54\u6848\u53ea\u662f\u628a\u8fd9\u79cd\u5dee\u5f02\u4ece\u201c\u94fe\u63a5\u5c42\u201d\u63a8\u8fdb\u5230\u4e86\u201c\u7ed3\u8bba\u5c42\u201d\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" style=\"max-width:100%;height:auto\" loading=\"lazy\"  src=\"https:\/\/maxaeo.cn\/blog\/wp-content\/uploads\/2026\/07\/1783332408145-10-8155-1.jpg\" alt=\"AI\u56de\u7b54 \u5343\u4eba\u5343\u9762\u76d1\u6d4b\u5bf9\u6bd4\u622a\u56fe\uff1a\u540c\u4e00Prompt\u5728\u5e72\u51c0\u4f1a\u8bdd\u3001\u5730\u57df\u4f1a\u8bdd\u548c\u504f\u597d\u4f1a\u8bdd\u4e2d\u7684\u54c1\u724c\u63a8\u8350\u5dee\u5f02\"><\/figure>\n<h2>\u4e3a\u4ec0\u4e48\u540c\u4e00\u4e2a\u95ee\u9898\u4f1a\u63a8\u8350\u4e0d\u540c\u54c1\u724c<\/h2>\n<p>\u540c\u95ee\u4e0d\u540c\u7b54\u901a\u5e38\u4e0d\u662f\u5355\u4e00\u539f\u56e0\u9020\u6210\uff0c\u800c\u662f\u201c\u6a21\u578b\u6ce2\u52a8 + \u68c0\u7d22\u53d8\u5316 + \u4e2a\u6027\u5316\u4e0a\u4e0b\u6587\u201d\u53e0\u52a0\u3002\u505a\u54c1\u724c\u76d1\u6d4b\u65f6\uff0c\u5fc5\u987b\u5148\u628a\u53d8\u91cf\u62c6\u5f00\uff0c\u5426\u5219\u4e00\u6b21\u622a\u56fe\u5f88\u5bb9\u6613\u8bef\u5bfc\u51b3\u7b56\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u53d8\u91cf<\/th>\n<th>\u5bf9\u54c1\u724c\u63a8\u8350\u7684\u5178\u578b\u5f71\u54cd<\/th>\n<th>\u76d1\u6d4b\u65f6\u600e\u4e48\u63a7\u5236<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u8d26\u53f7\u72b6\u6001<\/td>\n<td>\u767b\u5f55\u8d26\u53f7\u53ef\u80fd\u5e26\u5165\u504f\u597d\u3001\u884c\u4e1a\u3001\u5386\u53f2\u4efb\u52a1<\/td>\n<td>\u540c\u65f6\u91c7\u96c6\u672a\u767b\u5f55\u5e72\u51c0\u4f1a\u8bdd\u548c\u56fa\u5b9a\u6d4b\u8bd5\u8d26\u53f7<\/td>\n<\/tr>\n<tr>\n<td>\u5bf9\u8bdd\u5386\u53f2<\/td>\n<td>\u524d\u6587\u63d0\u5230\u201c\u9884\u7b97\u4f4e\u201d\u201c\u56fd\u4ea7\u201d\u201c\u4f01\u4e1a\u5b89\u5168\u201d\u4f1a\u6539\u53d8\u63a8\u8350\u6392\u5e8f<\/td>\n<td>\u6bcf\u6761Prompt\u65b0\u5f00\u4f1a\u8bdd\uff1b\u53e6\u8bbe\u753b\u50cf\u4f1a\u8bdd\u7ec4<\/td>\n<\/tr>\n<tr>\n<td>\u5730\u57df\u4fe1\u606f<\/td>\n<td>\u672c\u5730\u670d\u52a1\u3001\u7535\u5546\u5c65\u7ea6\u3001\u95e8\u5e97\u7c7b\u95ee\u9898\u66f4\u5bb9\u6613\u53d8\u5316<\/td>\n<td>\u56fa\u5b9a\u57ce\u5e02\/IP\uff1b\u5730\u57df\u4f5c\u4e3a\u72ec\u7acb\u5206\u5c42\uff0c\u4e0d\u548c\u9884\u7b97\u6df7\u6d4b<\/td>\n<\/tr>\n<tr>\n<td>\u65f6\u95f4\u4e0e\u6a21\u578b\u7248\u672c<\/td>\n<td>\u5e73\u53f0\u66f4\u65b0\u3001\u7d22\u5f15\u5237\u65b0\u4f1a\u5bfc\u81f4\u7b54\u6848\u6f02\u79fb<\/td>\n<td>\u8bb0\u5f55\u65f6\u95f4\u6233\u3001\u5e73\u53f0\u5165\u53e3\u3001\u6a21\u578b\u7248\u672c\u6216\u4ea7\u54c1\u5165\u53e3<\/td>\n<\/tr>\n<tr>\n<td>\u5f15\u7528\u6765\u6e90<\/td>\n<td>AI\u5f15\u7528\u7684\u6587\u7ae0\u4e0d\u540c\uff0c\u54c1\u724c\u8bc1\u636e\u94fe\u4e5f\u4e0d\u540c<\/td>\n<td>\u4fdd\u5b58\u5f15\u7528URL\u3001\u6807\u9898\u3001\u53d1\u5e03\u65e5\u671f\u548c\u6765\u6e90\u7c7b\u578b<\/td>\n<\/tr>\n<tr>\n<td>Prompt\u63aa\u8f9e<\/td>\n<td>\u201c\u63a8\u8350\u201d\u201c\u5bf9\u6bd4\u201d\u201c\u9002\u5408\u8c01\u201d\u89e6\u53d1\u4e0d\u540c\u7b54\u6848\u7ed3\u6784<\/td>\n<td>\u4f7f\u7528Prompt\u6a21\u677f\u5e93\uff0c\u4e0d\u4e34\u65f6\u6539\u5199\u6838\u5fc3\u95ee\u9898<\/td>\n<\/tr>\n<tr>\n<td>\u8bed\u8a00\u4e0e\u5730\u533a\u8868\u8fbe<\/td>\n<td>\u201c\u56fd\u5185\u201d\u201c\u6d77\u5916\u201d\u201c\u82f1\u6587\u5e02\u573a\u201d\u4f1a\u6539\u53d8\u5019\u9009\u54c1\u724c\u6c60<\/td>\n<td>\u4e2d\u82f1\u6587\u3001\u56fd\u5185\u5916\u5e02\u573a\u5206\u5f00\u5efa\u7ec4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5982\u679c\u4f60\u540c\u65f6\u76d1\u6d4b\u6d77\u5916AI\u641c\u7d22\u548c\u56fd\u5185AI\u641c\u7d22\uff0c\u8fd8\u8981\u6ce8\u610f\u5e73\u53f0\u3001\u5f15\u7528\u6e90\u548c\u5408\u89c4\u73af\u5883\u7684\u5dee\u5f02\u3002\u53ef\u53c2\u8003MaxAEO\u5173\u4e8e<a href=\"https:\/\/maxaeo.cn\/blog\/overseas-vs-china-ai-search\">\u6d77\u5916AI\u641c\u7d22\u548c\u56fd\u5185AI\u641c\u7d22\u5dee\u5f02<\/a>\u7684\u62c6\u89e3\uff0c\u628a\u5e73\u53f0\u5165\u53e3\u5148\u5206\u6e05\uff0c\u518d\u6bd4\u8f83\u54c1\u724c\u8868\u73b0\u3002<\/p>\n<h2>120\u7ec4Prompt\u538b\u529b\u6d4b\u8bd5\uff1a\u4e2a\u6027\u5316\u53d8\u91cf\u4f1a\u628a\u7ed3\u8bba\u62c9\u504f\u591a\u5c11<\/h2>\n<p>MaxAEO\u5728\u4e00\u6b21\u4e2d\u6587AI\u54c1\u724c\u76d1\u6d4b\u9879\u76ee\u4e2d\uff0c\u4f7f\u75284\u4e2a\u5e73\u53f0\u30015\u7c7b\u5546\u4e1a\u95ee\u9898\u30013\u79cd\u4f1a\u8bdd\u72b6\u6001\u3001\u6bcf\u7ec42\u6b21\u91cd\u590d\uff0c\u6574\u7406\u4e86120\u7ec4\u6a21\u62dfPrompt\u3002\u6837\u672c\u8986\u76d6\u6d88\u8d39\u54c1\u3001\u8de8\u5883\u7535\u5546\u3001SaaS\u3001\u4f01\u4e1a\u670d\u52a1\u548c\u672c\u5730\u670d\u52a1\u3002<\/p>\n<p>\u8fd9\u7ec4\u6570\u636e<strong>\u4e0d\u4ee3\u8868\u5e73\u53f0\u6574\u4f53\u4efd\u989d<\/strong>\uff0c\u4e5f\u4e0d\u9002\u5408\u63a8\u65ad\u67d0\u4e2a\u884c\u4e1a\u7684\u7edd\u5bf9\u6392\u540d\uff1b\u5b83\u7684\u4ef7\u503c\u5728\u4e8e\u8bc4\u4f30\u54c1\u724c\u76d1\u6d4b\u4e2d\u7684\u504f\u5dee\u98ce\u9669\u3002<\/p>\n<h3>\u6d4b\u8bd5\u53e3\u5f84<\/h3>\n<ul>\n<li>\u5e73\u53f0\uff1aDeepSeek\u3001\u8c46\u5305\u3001Kimi\u3001\u901a\u4e49\u5343\u95ee\u3002<\/li>\n<li>\u4f1a\u8bdd\u72b6\u6001\uff1a\u5e72\u51c0\u4f1a\u8bdd\u3001\u5730\u57df\u4f1a\u8bdd\u3001\u504f\u597d\u94fa\u57ab\u4f1a\u8bdd\u3002<\/li>\n<li>\u6709\u6548\u56de\u7b54\uff1a\u7b54\u6848\u4e2d\u81f3\u5c11\u51fa\u73b01\u4e2a\u54c1\u724c\u540d\uff0c\u4e14\u4e0d\u662f\u62d2\u7b54\u6216\u7eaf\u6982\u5ff5\u89e3\u91ca\u3002<\/li>\n<li>Top3\u54c1\u724c\u96c6\u5408\u53d8\u5316\u7387\uff1a\u4e0e\u5e72\u51c0\u4f1a\u8bdd\u76f8\u6bd4\uff0c\u524d3\u4e2a\u54c1\u724c\u540d\u5355\u53d1\u751f\u53d8\u5316\u7684\u6bd4\u4f8b\u3002<\/li>\n<li>\u7b2c\u4e00\u63a8\u8350\u54c1\u724c\u53d8\u5316\u7387\uff1a\u4e0e\u5e72\u51c0\u4f1a\u8bdd\u76f8\u6bd4\uff0c\u6392\u7b2c1\u7684\u54c1\u724c\u53d1\u751f\u53d8\u5316\u7684\u6bd4\u4f8b\u3002<\/li>\n<li>\u5e73\u5747\u6392\u540d\u4f4d\u79fb\uff1a\u540c\u4e00\u54c1\u724c\u5728\u63a8\u8350\u5217\u8868\u4e2d\u7684\u5e73\u5747\u540d\u6b21\u53d8\u5316\u3002<\/li>\n<\/ul>\n<table>\n<thead>\n<tr>\n<th>\u53d8\u91cf\u7ec4<\/th>\n<th align=\"right\">Top3\u54c1\u724c\u96c6\u5408\u53d8\u5316\u7387<\/th>\n<th align=\"right\">\u7b2c\u4e00\u63a8\u8350\u54c1\u724c\u53d8\u5316\u7387<\/th>\n<th align=\"right\">\u5e73\u5747\u6392\u540d\u4f4d\u79fb<\/th>\n<th>\u4e3b\u8981\u5e72\u6270<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5e72\u51c0\u4f1a\u8bdd\u91cd\u590d<\/td>\n<td align=\"right\">18%<\/td>\n<td align=\"right\">7%<\/td>\n<td align=\"right\">0.4\u4f4d<\/td>\n<td>\u6a21\u578b\u751f\u6210\u6ce2\u52a8<\/td>\n<\/tr>\n<tr>\n<td>\u5730\u57df\u4f1a\u8bdd<\/td>\n<td align=\"right\">36%<\/td>\n<td align=\"right\">18%<\/td>\n<td align=\"right\">0.9\u4f4d<\/td>\n<td>\u672c\u5730\u53ef\u5f97\u6027\u3001\u914d\u9001\u3001\u670d\u52a1\u534a\u5f84<\/td>\n<\/tr>\n<tr>\n<td>\u504f\u597d\u94fa\u57ab\u4f1a\u8bdd<\/td>\n<td align=\"right\">52%<\/td>\n<td align=\"right\">31%<\/td>\n<td align=\"right\">1.4\u4f4d<\/td>\n<td>\u9884\u7b97\u3001\u56fd\u4ea7\u504f\u597d\u3001\u4f01\u4e1a\u89c4\u6a21<\/td>\n<\/tr>\n<tr>\n<td>\u5f15\u7528\u6765\u6e90\u53d8\u5316<\/td>\n<td align=\"right\">41%<\/td>\n<td align=\"right\">22%<\/td>\n<td align=\"right\">1.1\u4f4d<\/td>\n<td>\u65b0\u65e7\u5185\u5bb9\u3001\u5a92\u4f53\u6743\u91cd\u3001\u8bc4\u6d4b\u9875\u8986\u76d6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u7ec4\u7ed3\u679c\u8bf4\u660e\uff1a**\u53ea\u622a\u4e00\u6b21\u56fe\uff0c\u54c1\u724c\u56e2\u961f\u5f88\u53ef\u80fd\u628a\u201c\u67d0\u4e2a\u753b\u50cf\u4e0b\u7684\u7b54\u6848\u201d\u8bef\u5224\u6210\u201c\u5168\u91cf\u7528\u6237\u770b\u5230\u7684\u7b54\u6848\u201d\u3002**\u5c24\u5176\u662f\u9884\u7b97\u3001\u5730\u57df\u548c\u884c\u4e1a\u89d2\u8272\u8fdb\u5165Prompt\u540e\uff0c\u54c1\u724c\u63a8\u8350\u540d\u5355\u4f1a\u660e\u663e\u91cd\u6392\u3002<\/p>\n<h2>\u600e\u4e48\u5224\u65ad\u662f\u4e2a\u6027\u5316\u504f\u5dee\uff0c\u8fd8\u662f\u54c1\u724c\u53ef\u89c1\u5ea6\u771f\u7684\u4e0b\u964d<\/h2>\n<p>\u4e0d\u8981\u628a\u6240\u6709\u53d8\u5316\u90fd\u5f52\u56e0\u4e8e\u201cAI\u4e0d\u7a33\u5b9a\u201d\u3002\u66f4\u53ef\u9760\u7684\u505a\u6cd5\u662f\u6309\u4e0b\u9762\u987a\u5e8f\u6392\u67e5\uff1a<\/p>\n<ol>\n<li><strong>\u5148\u770b\u5e72\u51c0\u57fa\u7ebf\u3002<\/strong> \u672a\u767b\u5f55\u3001\u65b0\u4f1a\u8bdd\u3001\u56fa\u5b9aPrompt\u4e0b\uff0c\u54c1\u724c\u662f\u5426\u8fde\u7eed\u591a\u6b21\u6d88\u5931\uff1f<\/li>\n<li><strong>\u518d\u770b\u753b\u50cf\u7ec4\u3002<\/strong> \u53ea\u5728\u67d0\u7c7b\u753b\u50cf\u4e0b\u6d88\u5931\uff0c\u8bf4\u660e\u95ee\u9898\u53ef\u80fd\u6765\u81ea\u9884\u7b97\u3001\u5730\u57df\u3001\u884c\u4e1a\u573a\u666f\u6216\u4ea7\u54c1\u5b9a\u4f4d\u3002<\/li>\n<li><strong>\u518d\u770b\u5f15\u7528\u6765\u6e90\u3002<\/strong> AI\u662f\u5426\u5f00\u59cb\u5f15\u7528\u65b0\u7684\u6d4b\u8bc4\u9875\u3001\u7ade\u54c1\u9875\u3001\u95ee\u7b54\u793e\u533a\u6216\u8fc7\u65f6\u6587\u7ae0\uff1f<\/li>\n<li><strong>\u518d\u770b\u5e73\u53f0\u7ef4\u5ea6\u3002<\/strong> \u662f\u6240\u6709\u5e73\u53f0\u90fd\u4e0b\u964d\uff0c\u8fd8\u662f\u67d0\u4e2a\u5e73\u53f0\u5165\u53e3\u5355\u72ec\u53d8\u5316\uff1f<\/li>\n<li><strong>\u6700\u540e\u770b\u65f6\u95f4\u8d8b\u52bf\u3002<\/strong> \u5355\u65e5\u5f02\u5e38\u4e0d\u7b49\u4e8e\u8d8b\u52bf\uff0c\u8fde\u7eed2\u52304\u4e2a\u5468\u671f\u624d\u503c\u5f97\u8fdb\u5165\u7b56\u7565\u8c03\u6574\u3002<\/li>\n<\/ol>\n<p>Chen\u3001Zaharia\u3001Zou \u5728\u8bba\u6587<a href=\"https:\/\/arxiv.org\/abs\/2307.09009\">\u300aHow is ChatGPT&#39;s behavior changing over time?\u300b<\/a>\u4e2d\u6307\u51fa\uff0c\u540c\u4e00LLM\u670d\u52a1\u7684\u884c\u4e3a\u4f1a\u968f\u65f6\u95f4\u660e\u663e\u53d8\u5316\uff0c\u56e0\u6b64AI\u54c1\u724c\u76d1\u6d4b\u5e94\u770b\u8fde\u7eed\u8d8b\u52bf\uff0c\u800c\u4e0d\u662f\u5b64\u7acb\u622a\u56fe\u3002\u5173\u4e8e\u6ce2\u52a8\u5f52\u56e0\u548c\u76d1\u6d4b\u9891\u6b21\uff0c\u53ef\u5ef6\u4f38\u9605\u8bfb<a href=\"https:\/\/maxaeo.cn\/blog\/ai-answer-volatility\">AI\u56de\u7b54\u4e0d\u7a33\u5b9a\u600e\u4e48\u529e\uff1a\u539f\u56e0\u3001\u76d1\u6d4b\u9891\u6b21\u4e0e\u54c1\u724c\u53ef\u89c1\u5ea6\u5224\u65ad<\/a>\u3002<\/p>\n<h2>\u54c1\u724c\u76d1\u6d4b\u5982\u4f55\u6392\u9664\u4e2a\u6027\u5316\u504f\u5dee<\/h2>\n<p>\u6392\u9664\u504f\u5dee\u7684\u6838\u5fc3\u4e0d\u662f\u8ba9\u6240\u6709\u7b54\u6848\u4e00\u81f4\uff0c\u800c\u662f\u628a\u5dee\u5f02\u5f52\u7c7b\u3002\u5efa\u8bae\u628a\u76d1\u6d4b\u62c6\u6210\u4e09\u5c42\uff1a<strong>\u5e72\u51c0\u57fa\u7ebf\u3001\u76ee\u6807\u753b\u50cf\u3001\u5f02\u5e38\u590d\u6838\u3002<\/strong><\/p>\n<h3>\u7b2c\u4e00\u5c42\uff1a\u5e72\u51c0\u57fa\u7ebf<\/h3>\n<p>\u5e72\u51c0\u57fa\u7ebf\u7528\u4e8e\u5224\u65ad\u54c1\u724c\u7684\u57fa\u7840\u53ef\u89c1\u5ea6\u3002<\/p>\n<ul>\n<li>\u4f7f\u7528\u672a\u767b\u5f55\u6216\u65e0\u5386\u53f2\u8bb0\u5fc6\u7684\u4f1a\u8bdd\u3002<\/li>\n<li>\u6bcf\u6761Prompt\u65b0\u5f00\u4f1a\u8bdd\uff0c\u4e0d\u627f\u63a5\u4e0a\u4e00\u8f6e\u4e0a\u4e0b\u6587\u3002<\/li>\n<li>\u56fa\u5b9a\u5e73\u53f0\u5165\u53e3\u3001\u6a21\u578b\u7248\u672c\u3001\u65e5\u671f\u3001\u8bbe\u5907\u3001\u8bed\u8a00\u548cPrompt\u6587\u672c\u3002<\/li>\n<li>\u6bcf\u4e2aPrompt\u81f3\u5c11\u91cd\u590d3\u52305\u6b21\uff0c\u907f\u514d\u628a\u5355\u6b21\u751f\u6210\u6ce2\u52a8\u5f53\u6210\u8d8b\u52bf\u3002<\/li>\n<li>\u4fdd\u5b58\u539f\u59cb\u7b54\u6848\u3001\u622a\u56fe\u3001\u54c1\u724c\u6392\u5e8f\u3001\u5f15\u7528\u6765\u6e90\u548c\u65f6\u95f4\u6233\u3002<\/li>\n<\/ul>\n<h3>\u7b2c\u4e8c\u5c42\uff1a\u76ee\u6807\u753b\u50cf<\/h3>\n<p>\u76ee\u6807\u753b\u50cf\u7528\u4e8e\u5224\u65ad\u771f\u5b9e\u7528\u6237\u770b\u5230\u7684\u7b54\u6848\u3002<\/p>\n<p>\u5e38\u89c1\u753b\u50cf\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u9ad8\u9884\u7b97\u54c1\u724c\u8d1f\u8d23\u4eba\u3002<\/li>\n<li>\u4e2d\u5c0f\u4f01\u4e1a\u589e\u957f\u8d1f\u8d23\u4eba\u3002<\/li>\n<li>\u8de8\u5883\u7535\u5546\u5356\u5bb6\u3002<\/li>\n<li>B2B\u91c7\u8d2d\u8d1f\u8d23\u4eba\u3002<\/li>\n<li>\u672c\u5730\u670d\u52a1\u6d88\u8d39\u8005\u3002<\/li>\n<li>\u6ce8\u91cd\u56fd\u4ea7\u5316\u3001\u5b89\u5168\u5408\u89c4\u6216\u4f4e\u6210\u672c\u7684\u7528\u6237\u3002<\/li>\n<\/ul>\n<p>\u753b\u50cf\u7ec4\u4e0d\u8981\u5199\u5f97\u592a\u590d\u6742\u3002\u4e00\u4e2aPrompt\u91cc\u540c\u65f6\u52a0\u5165\u57ce\u5e02\u3001\u9884\u7b97\u3001\u884c\u4e1a\u3001\u516c\u53f8\u89c4\u6a21\u548c\u504f\u597d\uff0c\u4f1a\u8ba9\u540e\u7eed\u5f52\u56e0\u53d8\u5f97\u56f0\u96be\u3002\u66f4\u7a33\u59a5\u7684\u505a\u6cd5\u662f\uff1a<strong>\u6bcf\u8f6e\u53ea\u6539\u53d8\u4e00\u4e2a\u53d8\u91cf\u3002<\/strong><\/p>\n<h3>\u7b2c\u4e09\u5c42\uff1a\u5f02\u5e38\u590d\u6838<\/h3>\n<p>\u5f53\u54c1\u724c\u7a81\u7136\u6d88\u5931\u3001\u88ab\u964d\u7ea7\u6216\u88ab\u8d1f\u9762\u63d0\u53ca\u65f6\uff0c\u590d\u6838\u65f6\u53ea\u6539\u4e00\u4e2a\u6761\u4ef6\uff1a<\/p>\n<ul>\n<li>\u53ea\u6539\u57ce\u5e02\uff0c\u4e0d\u6539\u9884\u7b97\u548c\u54c1\u7c7b\u3002<\/li>\n<li>\u53ea\u6539\u9884\u7b97\uff0c\u4e0d\u6539\u57ce\u5e02\u548c\u884c\u4e1a\u3002<\/li>\n<li>\u53ea\u6539\u8d26\u53f7\u72b6\u6001\uff0c\u4e0d\u6539Prompt\u6587\u672c\u3002<\/li>\n<li>\u53ea\u6539\u5e73\u53f0\u5165\u53e3\uff0c\u4e0d\u6539\u95ee\u9898\u672c\u8eab\u3002<\/li>\n<li>\u53ea\u6539\u65f6\u95f4\u6279\u6b21\uff0c\u786e\u8ba4\u662f\u5426\u662f\u77ed\u671f\u6f02\u79fb\u3002<\/li>\n<\/ul>\n<p>\u5982\u679cAI\u5f15\u7528\u4e86\u8fc7\u65f6\u6587\u7ae0\u3001\u9519\u8bef\u6d4b\u8bc4\u6216\u4f4e\u8d28\u91cf\u95ee\u7b54\u9875\uff0c\u9700\u8981\u8fdb\u5165\u5f15\u7528\u6e90\u6392\u67e5\u3002\u5177\u4f53\u65b9\u6cd5\u53ef\u53c2\u8003<a href=\"https:\/\/maxaeo.cn\/blog\/ai-citation-sources\">AI\u5f15\u7528\u6765\u6e90\u662f\u4ec0\u4e48\uff1f\u6765\u6e90\u7c7b\u578b\u3001\u6eaf\u6e90\u65b9\u6cd5\u4e0e\u54c1\u724c\u4f18\u5316\u6846\u67b6<\/a>\u3002<\/p>\n<h2>\u53ef\u590d\u7528\u7684\u76d1\u6d4bPrompt\u6a21\u677f<\/h2>\n<p>\u54c1\u724c\u76d1\u6d4bPrompt\u8981\u77ed\u3001\u7a33\u5b9a\u3001\u53ef\u91cd\u590d\u3002\u4e0d\u8981\u5728\u540c\u4e00\u6279\u6b21\u91cc\u9891\u7e41\u6362\u95ee\u6cd5\uff0c\u5426\u5219\u4f60\u6d4b\u5230\u7684\u53ef\u80fd\u662fPrompt\u5dee\u5f02\uff0c\u800c\u4e0d\u662f\u54c1\u724c\u53ef\u89c1\u5ea6\u5dee\u5f02\u3002<\/p>\n<pre><code class=\"language-text\">\u5e72\u51c0\u57fa\u7ebf\uff1a\n\u8bf7\u4e0d\u53c2\u8003\u4efb\u4f55\u5386\u53f2\u5bf9\u8bdd\uff0c\u53ea\u57fa\u4e8e\u516c\u5f00\u4fe1\u606f\uff0c\u63a8\u83505\u4e2a\u9002\u5408{\u573a\u666f}\u7684{\u54c1\u7c7b\/\u670d\u52a1}\u54c1\u724c\uff0c\u5e76\u6309\u63a8\u8350\u4f18\u5148\u7ea7\u6392\u5e8f\u3002\u6bcf\u4e2a\u54c1\u724c\u8bf4\u660e\u63a8\u8350\u7406\u7531\u548c\u4fe1\u606f\u6765\u6e90\u3002\n\n\u5730\u57df\u53d8\u91cf\uff1a\n\u6211\u5728{\u57ce\u5e02}\uff0c\u9884\u7b97\u4e3a{\u9884\u7b97\u533a\u95f4}\uff0c\u60f3\u9009\u62e9{\u54c1\u7c7b\/\u670d\u52a1}\u3002\u8bf7\u63a8\u83505\u4e2a\u54c1\u724c\uff0c\u5e76\u8bf4\u660e\u4e3a\u4ec0\u4e48\u9002\u5408\u8fd9\u4e2a\u5730\u533a\u7684\u7528\u6237\u3002\n\n\u504f\u597d\u53d8\u91cf\uff1a\n\u524d\u63d0\uff1a\u6211\u66f4\u770b\u91cd{\u504f\u597d\uff0c\u5982\u4f4e\u9884\u7b97\/\u56fd\u4ea7\/\u4f01\u4e1a\u5b89\u5168\/\u9ad8\u7aef\u4f53\u9a8c}\u3002\u5728\u8fd9\u4e2a\u524d\u63d0\u4e0b\uff0c\u8bf7\u63a8\u83505\u4e2a{\u54c1\u7c7b\/\u670d\u52a1}\u54c1\u724c\uff0c\u5e76\u8bf4\u660e\u6bcf\u4e2a\u54c1\u724c\u7684\u4f18\u7f3a\u70b9\u3002\n\n\u7ade\u54c1\u5171\u73b0\uff1a\n\u8bf7\u5bf9\u6bd4{\u54c1\u724cA}\u3001{\u54c1\u724cB}\u3001{\u54c1\u724cC}\u5728{\u573a\u666f}\u4e0b\u7684\u9002\u7528\u6027\uff0c\u8f93\u51fa\u63a8\u8350\u987a\u5e8f\u3001\u4f18\u7f3a\u70b9\u548c\u5f15\u7528\u4f9d\u636e\u3002\n\n\u54c1\u724c\u8bcd\u9632\u5b88\uff1a\n{\u54c1\u724c\u540d}\u9002\u5408{\u7528\u6237\u7c7b\u578b\/\u4f7f\u7528\u573a\u666f}\u5417\uff1f\u8bf7\u8bf4\u660e\u4f18\u70b9\u3001\u9650\u5236\u3001\u66ff\u4ee3\u9009\u62e9\u548c\u5224\u65ad\u4f9d\u636e\u3002\n<\/code><\/pre>\n<p>\u6bcf\u6b21\u91c7\u96c6\u90fd\u8981\u4fdd\u5b58\u539f\u59cb\u7b54\u6848\uff0c\u800c\u4e0d\u662f\u53ea\u4fdd\u5b58\u54c1\u724c\u540d\u3002AI\u8206\u60c5\u76d1\u63a7\u4e0d\u53ea\u770b\u6709\u6ca1\u6709\u51fa\u73b0\uff0c\u8fd8\u8981\u770b\u201c\u600e\u4e48\u51fa\u73b0\u201d\uff1a\u662f\u6b63\u5411\u63a8\u8350\u3001\u8c28\u614e\u63d0\u53ca\u3001\u8d1f\u9762\u6392\u9664\uff0c\u8fd8\u662f\u4f5c\u4e3a\u7ade\u54c1\u5bf9\u7167\u51fa\u73b0\u3002\u76f8\u5173\u6d41\u7a0b\u53ef\u53c2\u8003<a href=\"https:\/\/maxaeo.cn\/blog\/ai-reputation-monitoring\">AI\u8206\u60c5\u76d1\u63a7\u600e\u4e48\u505a\uff1a\u4eceAI\u56de\u7b54\u91cc\u53d1\u73b0\u54c1\u724c\u9519\u8bef\u3001\u8d1f\u9762\u4e0e\u8fc7\u65f6\u4fe1\u606f<\/a>\u3002<\/p>\n<h2>\u6837\u672c\u91cf\u600e\u4e48\u5b9a\uff1a\u4e0d\u8981\u7528\u4e00\u6b21\u622a\u56fe\u505a\u7ed3\u8bba<\/h2>\n<p>\u4e0d\u540c\u5173\u952e\u8bcd\u7684\u5546\u4e1a\u4ef7\u503c\u4e0d\u540c\uff0c\u76d1\u6d4b\u6837\u672c\u91cf\u4e5f\u4e0d\u5e94\u4e00\u6837\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5173\u952e\u8bcd\u7c7b\u578b<\/th>\n<th align=\"right\">\u5efa\u8bae\u6700\u4f4e\u6837\u672c<\/th>\n<th>\u9002\u5408\u76d1\u6d4b\u4ec0\u4e48<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6838\u5fc3\u54c1\u724c\u8bcd<\/td>\n<td align=\"right\">5\u6761Prompt \u00d7 5\u6b21\u91cd\u590d \u00d7 \u4e3b\u8981\u5e73\u53f0<\/td>\n<td>\u54c1\u724c\u89e3\u91ca\u662f\u5426\u51c6\u786e\u3001\u662f\u5426\u88ab\u7ade\u54c1\u622a\u6d41<\/td>\n<\/tr>\n<tr>\n<td>\u9ad8\u8f6c\u5316\u54c1\u7c7b\u8bcd<\/td>\n<td align=\"right\">10\u6761Prompt \u00d7 3\u6b21\u91cd\u590d \u00d7 \u4e3b\u8981\u753b\u50cf<\/td>\n<td>\u662f\u5426\u8fdb\u5165\u63a8\u8350\u540d\u5355\u3001\u9996\u63a8\u7387\u662f\u5426\u7a33\u5b9a<\/td>\n<\/tr>\n<tr>\n<td>\u7ade\u54c1\u5bf9\u6bd4\u8bcd<\/td>\n<td align=\"right\">\u6bcf\u7ec4\u7ade\u54c1\u7ec4\u54083\u52305\u6761Prompt<\/td>\n<td>\u8c01\u88ab\u63a8\u8350\u3001\u8c01\u88ab\u6392\u9664\u3001\u63a8\u8350\u7406\u7531\u662f\u4ec0\u4e48<\/td>\n<\/tr>\n<tr>\n<td>\u5730\u57df\u670d\u52a1\u8bcd<\/td>\n<td align=\"right\">\u6bcf\u4e2a\u6838\u5fc3\u57ce\u5e023\u6761Prompt \u00d7 3\u6b21\u91cd\u590d<\/td>\n<td>\u672c\u5730\u53ef\u5f97\u6027\u548c\u670d\u52a1\u534a\u5f84\u662f\u5426\u88abAI\u7406\u89e3<\/td>\n<\/tr>\n<tr>\n<td>\u8206\u60c5\u98ce\u9669\u8bcd<\/td>\n<td align=\"right\">\u8d1f\u9762\/\u552e\u540e\/\u6295\u8bc9\u7c7bPrompt\u6bcf\u5468\u590d\u6d4b<\/td>\n<td>\u662f\u5426\u51fa\u73b0\u9519\u8bef\u3001\u8fc7\u65f6\u6216\u653e\u5927\u7684\u8d1f\u9762\u4fe1\u606f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5982\u679c\u8d44\u6e90\u6709\u9650\uff0c\u4f18\u5148\u76d1\u6d4b\u4e09\u7c7b\u8bcd\uff1a<strong>\u54c1\u724c\u8bcd\u3001\u9ad8\u8f6c\u5316\u54c1\u7c7b\u8bcd\u3001\u7ade\u54c1\u5bf9\u6bd4\u8bcd<\/strong>\u3002\u8fd9\u4e09\u7c7b\u6700\u5bb9\u6613\u5f71\u54cd\u8ba4\u77e5\u3001\u8f6c\u5316\u548c\u9500\u552e\u7ebf\u7d22\u3002<\/p>\n<h2>\u53bb\u504f\u5dee\u540e\u5e94\u8be5\u770b\u54ea\u4e9b\u6307\u6807<\/h2>\n<p>\u53bb\u504f\u5dee\u540e\u7684\u62a5\u8868\u81f3\u5c11\u5305\u542b\u516d\u4e2a\u6307\u6807\uff1aAI\u63d0\u53ca\u7387\u3001\u9996\u63a8\u7387\u3001\u5e73\u5747\u63a8\u8350\u4f4d\u3001\u5f15\u7528\u6765\u6e90\u5360\u6bd4\u3001\u7ade\u54c1\u5171\u73b0\u7387\u3001\u60c5\u611f\u51c0\u503c\u3002\u5355\u770b\u201c\u662f\u5426\u51fa\u73b0\u201d\u4e0d\u591f\uff0c\u56e0\u4e3a\u54c1\u724c\u6392\u7b2c5\u548c\u6392\u7b2c1\u7684\u5546\u4e1a\u610f\u4e49\u5b8c\u5168\u4e0d\u540c\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6307\u6807<\/th>\n<th>\u8ba1\u7b97\u65b9\u5f0f<\/th>\n<th>\u9002\u5408\u56de\u7b54\u7684\u95ee\u9898<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>AI\u63d0\u53ca\u7387<\/td>\n<td>\u54c1\u724c\u88ab\u63d0\u53ca\u6b21\u6570 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\u6709\u6548\u56de\u7b54\u6570<\/td>\n<td>\u7528\u6237\u662f\u5426\u88ab\u987a\u624b\u5bfc\u5411\u7ade\u54c1<\/td>\n<\/tr>\n<tr>\n<td>\u60c5\u611f\u51c0\u503c<\/td>\n<td>\u6b63\u5411\u63d0\u53ca\u7387 &#8211; \u8d1f\u5411\u63d0\u53ca\u7387<\/td>\n<td>AI\u8206\u60c5\u662f\u5426\u5b58\u5728\u98ce\u9669<\/td>\n<\/tr>\n<tr>\n<td>\u753b\u50cf\u7a33\u5b9a\u5ea6<\/td>\n<td>\u4e0d\u540c\u753b\u50cf\u4e0b\u6307\u6807\u65b9\u5dee<\/td>\n<td>\u54c1\u724c\u662f\u5426\u53ea\u5728\u5c11\u6570\u7528\u6237\u753b\u50cf\u4e2d\u53ef\u89c1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5982\u679c\u8981\u628a\u8fd9\u4e9b\u6307\u6807\u548c\u4e1a\u52a1\u7ed3\u679c\u5bf9\u5e94\u8d77\u6765\uff0c\u53ef\u5148\u5efa\u7acbAI\u641c\u7d22\u53ef\u89c1\u6027\u53e3\u5f84\u3002MaxAEO\u6574\u7406\u8fc7\u4e00\u5957<a href=\"https:\/\/maxaeo.cn\/blog\/ai-search-visibility\">AI\u641c\u7d22\u53ef\u89c1\u6027\u7684\u6307\u6807\u3001\u68c0\u6d4b\u65b9\u6cd5\u4e0e\u63d0\u5347\u8def\u5f84<\/a>\uff0c\u9002\u5408\u7528\u6765\u7edf\u4e00SEO\u3001\u5185\u5bb9\u3001\u516c\u5173\u548c\u589e\u957f\u56e2\u961f\u7684\u62a5\u8868\u8bed\u8a00\u3002<\/p>\n<h2>\u53d1\u73b0\u504f\u5dee\u540e\u600e\u4e48\u4f18\u5316\u5185\u5bb9\u8d44\u4ea7<\/h2>\n<p>\u4f18\u5316\u76ee\u6807\u4e0d\u662f\u64cd\u63a7AI\u7b54\u6848\uff0c\u800c\u662f\u8ba9AI\u5728\u4e0d\u540c\u753b\u50cf\u4e0b\u90fd\u80fd\u627e\u5230\u7a33\u5b9a\u3001\u6e05\u6670\u3001\u53ef\u5f15\u7528\u7684\u54c1\u724c\u8bc1\u636e\u3002Google Search Central \u7684<a href=\"https:\/\/developers.google.com\/search\/docs\/fundamentals\/creating-helpful-content\">\u6709\u7528\u5185\u5bb9\u6307\u5357<\/a>\u4e5f\u5f3a\u8c03\uff0c\u5185\u5bb9\u5e94\u63d0\u4f9b\u539f\u521b\u4fe1\u606f\u3001\u5b8c\u6574\u8bf4\u660e\u3001\u6e05\u6670\u6765\u6e90\u548c\u8d85\u51fa\u663e\u800c\u6613\u89c1\u7684\u5206\u6790\u3002<\/p>\n<p>\u5e38\u89c1\u95ee\u9898\u548c\u5bf9\u5e94\u4f18\u5316\u5982\u4e0b\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u76d1\u6d4b\u95ee\u9898<\/th>\n<th>\u53ef\u80fd\u539f\u56e0<\/th>\n<th>\u5185\u5bb9\u8d44\u4ea7\u600e\u4e48\u8865<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5730\u57df\u753b\u50cf\u4e0b\u4e0d\u51fa\u73b0<\/td>\n<td>\u5b98\u7f51\u53ea\u6709\u5168\u56fd\u4ecb\u7ecd\uff0c\u6ca1\u6709\u57ce\u5e02\u6216\u533a\u57df\u80fd\u529b\u8bf4\u660e<\/td>\n<td>\u589e\u52a0\u670d\u52a1\u533a\u57df\u3001\u4ea4\u4ed8\u65b9\u5f0f\u3001\u95e8\u5e97\/\u4ed3\u914d\/\u670d\u52a1\u534a\u5f84<\/td>\n<\/tr>\n<tr>\n<td>\u4f4e\u9884\u7b97\u753b\u50cf\u88ab\u7ade\u54c1\u66ff\u4ee3<\/td>\n<td>\u5185\u5bb9\u53ea\u5f3a\u8c03\u9ad8\u7aef\u5b9a\u4f4d\uff0c\u6ca1\u6709\u4ef7\u683c\u8fb9\u754c<\/td>\n<td>\u589e\u52a0\u4ef7\u683c\u533a\u95f4\u3001\u9002\u7528\u4eba\u7fa4\u3001\u9009\u578b\u8fb9\u754c\u548c\u5165\u95e8\u65b9\u6848<\/td>\n<\/tr>\n<tr>\n<td>\u4f01\u4e1a\u5ba2\u6237\u753b\u50cf\u4e0d\u63a8\u8350<\/td>\n<td>\u7f3a\u5c11\u5b89\u5168\u3001\u6743\u9650\u3001\u5408\u89c4\u3001\u5b9e\u65bd\u6848\u4f8b<\/td>\n<td>\u589e\u52a0\u4f01\u4e1a\u7ea7\u529f\u80fd\u3001\u5ba2\u6237\u7c7b\u578b\u3001\u4ea4\u4ed8\u6d41\u7a0b\u548c\u5408\u89c4\u8bf4\u660e<\/td>\n<\/tr>\n<tr>\n<td>AI\u5f15\u7528\u8fc7\u65f6\u6d4b\u8bc4<\/td>\n<td>\u65b0\u5185\u5bb9\u6ca1\u6709\u65e5\u671f\u3001\u7ed3\u6784\u5f31\u3001\u5f15\u7528\u4ef7\u503c\u4f4e<\/td>\n<td>\u53d1\u5e03\u65b0\u7248\u5bf9\u6bd4\u9875\uff0c\u8865\u5145\u53d1\u5e03\u65e5\u671f\u3001\u6570\u636e\u6765\u6e90\u548c\u5dee\u5f02\u8868<\/td>\n<\/tr>\n<tr>\n<td>\u60c5\u611f\u504f\u8d1f\u9762<\/td>\n<td>\u552e\u540e\u3001\u4e89\u8bae\u3001\u8bef\u89e3\u7f3a\u5c11\u5b98\u65b9\u56de\u5e94<\/td>\n<td>\u5efa\u7acb\u4e8b\u5b9e\u6f84\u6e05\u9875\uff0c\u56de\u5e94\u5e38\u89c1\u8bef\u89e3\u3001\u653f\u7b56\u548c\u5904\u7406\u8fdb\u5c55<\/td>\n<\/tr>\n<tr>\n<td>\u7ade\u54c1\u5171\u73b0\u7387\u9ad8<\/td>\n<td>\u7f3a\u5c11\u201c\u4e3a\u4ec0\u4e48\u9009\u6211\u201d\u7684\u53ef\u5f15\u7528\u8bc1\u636e<\/td>\n<td>\u589e\u52a0\u573a\u666f\u5316\u6848\u4f8b\u3001\u66ff\u4ee3\u65b9\u6848\u3001\u529f\u80fd\u8fb9\u754c\u548c\u7ed3\u679c\u6570\u636e<\/td>\n<\/tr>\n<tr>\n<td>\u88abAI\u6982\u62ec\u5f97\u5f88\u6cdb<\/td>\n<td>\u54c1\u724c\u5b9e\u4f53\u4fe1\u606f\u4e0d\u6e05\u6670<\/td>\n<td>\u7edf\u4e00\u54c1\u724c\u4ecb\u7ecd\u3001\u54c1\u7c7b\u5f52\u5c5e\u3001\u670d\u52a1\u5bf9\u8c61\u3001\u6838\u5fc3\u80fd\u529b\u548c\u8bc1\u660e\u6750\u6599<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5185\u5bb9\u8d44\u4ea7\u5efa\u8bae\u5206\u5c42\u5efa\u8bbe\uff1a<\/p>\n<ul>\n<li><strong>\u5b98\u7f51\u9875\u9762<\/strong>\u627f\u63a5\u54c1\u724c\u5b9e\u4f53\u4fe1\u606f\uff1a\u54c1\u724c\u662f\u8c01\u3001\u670d\u52a1\u8c01\u3001\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\u3002<\/li>\n<li><strong>\u535a\u5ba2\u6587\u7ae0<\/strong>\u627f\u63a5\u95ee\u9898\u89e3\u91ca\uff1a\u7528\u6237\u4e3a\u4ec0\u4e48\u9700\u8981\u8fd9\u4e2a\u65b9\u6848\u3001\u600e\u4e48\u5224\u65ad\u4f18\u52a3\u3002<\/li>\n<li><strong>\u6848\u4f8b\u9875<\/strong>\u627f\u63a5\u53ef\u4fe1\u8bc1\u636e\uff1a\u5ba2\u6237\u7c7b\u578b\u3001\u573a\u666f\u3001\u8fc7\u7a0b\u3001\u7ed3\u679c\u3001\u9650\u5236\u3002<\/li>\n<li><strong>\u5bf9\u6bd4\u9875<\/strong>\u627f\u63a5\u9009\u578b\u5224\u65ad\uff1a\u548c\u66ff\u4ee3\u65b9\u6848\u76f8\u6bd4\uff0c\u9002\u5408\u8c01\u3001\u4e0d\u9002\u5408\u8c01\u3002<\/li>\n<li><strong>\u7b2c\u4e09\u65b9\u5185\u5bb9<\/strong>\u627f\u63a5\u5916\u90e8\u80cc\u4e66\uff1a\u5a92\u4f53\u3001\u8bc4\u6d4b\u3001\u884c\u4e1a\u62a5\u544a\u3001\u5ba2\u6237\u8bc4\u4ef7\u3002<\/li>\n<\/ul>\n<h2>\u4e00\u5468\u5185\u5b8c\u6210\u4e00\u6b21\u53bb\u504f\u5dee\u590d\u6d4b<\/h2>\n<p>\u4e00\u6b21\u6709\u6548\u590d\u6d4b\u4e0d\u9700\u8981\u5927\u800c\u5168\uff0c\u4f46\u5fc5\u987b\u53ef\u590d\u73b0\u3002\u4e0b\u9762\u8fd9\u5957\u6d41\u7a0b\u9002\u5408SEO\u3001\u5185\u5bb9\u3001\u516c\u5173\u548c\u589e\u957f\u56e2\u961f\u534f\u4f5c\u6267\u884c\u3002<\/p>\n<ol>\n<li><strong>\u7b2c1\u5929\uff1a\u786e\u5b9a\u8bcd\u8868\u3002<\/strong> \u9009\u51fa\u54c1\u724c\u8bcd\u3001\u54c1\u7c7b\u8bcd\u3001\u7ade\u54c1\u5bf9\u6bd4\u8bcd\u3001\u5730\u57df\u8bcd\u548c\u98ce\u9669\u8bcd\u3002<\/li>\n<li><strong>\u7b2c2\u5929\uff1a\u56fa\u5b9aPrompt\u3002<\/strong> \u6bcf\u7c7b\u8bcd\u5199\u6210\u6a21\u677f\uff0c\u9501\u5b9a\u53d8\u91cf\uff0c\u4e0d\u5728\u91c7\u96c6\u4e2d\u4e34\u65f6\u6539\u5199\u3002<\/li>\n<li><strong>\u7b2c3\u5929\uff1a\u91c7\u96c6\u5e72\u51c0\u57fa\u7ebf\u3002<\/strong> \u672a\u767b\u5f55\u6216\u65b0\u4f1a\u8bdd\uff0c\u8bb0\u5f55\u5e73\u53f0\u3001\u5165\u53e3\u3001\u65f6\u95f4\u548c\u539f\u59cb\u7b54\u6848\u3002<\/li>\n<li><strong>\u7b2c4\u5929\uff1a\u91c7\u96c6\u753b\u50cf\u7ec4\u3002<\/strong> \u5206\u522b\u6d4b\u8bd5\u5730\u57df\u3001\u9884\u7b97\u3001\u884c\u4e1a\u3001\u504f\u597d\uff0c\u4e0d\u628a\u591a\u4e2a\u53d8\u91cf\u6df7\u5728\u4e00\u8d77\u3002<\/li>\n<li><strong>\u7b2c5\u5929\uff1a\u6574\u7406\u6307\u6807\u3002<\/strong> 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