{"id":1152,"date":"2026-07-22T10:46:48","date_gmt":"2026-07-22T02:46:48","guid":{"rendered":"https:\/\/maxaeo.cn\/blog\/ai-visibility-assessment\/"},"modified":"2026-08-06T20:36:10","modified_gmt":"2026-08-06T12:36:10","slug":"ai-visibility-assessment","status":"publish","type":"post","link":"https:\/\/maxaeo.cn\/blog\/ai-visibility-assessment\/","title":{"rendered":"AI\u54c1\u724c\u53ef\u89c1\u6027\u8bc4\u4f30\uff1a\u63d0\u53ca\u3001\u63a8\u8350\u3001\u5f15\u7528\u3001\u7ade\u54c1\u56db\u7ea7\u6846\u67b6\u4e0e\u566a\u58f0\u57fa\u7ebf"},"content":{"rendered":"<p>\u505aAI\u54c1\u724c\u53ef\u89c1\u6027\u8bc4\u4f30\u65f6\uff0c\u7edd\u5927\u591a\u6570\u56e2\u961f\u53ea\u56de\u7b54\u4e86\u4e00\u4e2a\u95ee\u9898\uff1a\u54c1\u724c\u6709\u6ca1\u6709\u51fa\u73b0\u5728\u7b54\u6848\u91cc\u3002\u4f46&quot;\u51fa\u73b0&quot;\u548c&quot;\u88ab\u9009\u4e2d&quot;\u4e4b\u95f4\u9694\u7740\u4e00\u6574\u6761\u51b3\u7b56\u94fe\u3002\u6211\u4eec\u5728 8 \u5468\u8de8\u5e73\u53f0\u76d1\u6d4b\u4e2d\u53d1\u73b0\uff0c12 \u4e2a\u53d7\u76d1\u6d4b\u54c1\u724c\u7684\u5e73\u5747\u63d0\u53ca\u7387\u662f 38.1%\uff0c\u800c\u771f\u6b63\u8fdb\u5165\u63a8\u8350\u540d\u5355\u7684\u6bd4\u4f8b\u53ea\u6709 14.7%\u2014\u2014<strong>\u4e2d\u95f4\u84b8\u53d1\u6389\u7684 61.4%\uff0c\u6b63\u662f\u7edd\u5927\u591a\u6570\u6307\u6807\u770b\u677f\u770b\u4e0d\u89c1\u7684\u5730\u65b9\u3002<\/strong><\/p>\n<p>\u672c\u6587\u7ed9\u51fa\u56db\u7ea7\u6307\u6807\u53e3\u5f84\u3001\u8bed\u4e49\u89d2\u8272\u7684\u6253\u6807\u89c4\u5219\u3001\u4ee5\u53ca&quot;\u591a\u5927\u7684\u6ce2\u52a8\u624d\u7b97\u771f\u53d8\u5316&quot;\u7684\u566a\u58f0\u57fa\u7ebf\u2014\u2014\u6700\u540e\u4e00\u9879\u662f\u73b0\u6709\u6846\u67b6\u51e0\u4e4e\u90fd\u6ca1\u56de\u7b54\u3001\u5374\u51b3\u5b9a\u4f60\u7684\u770b\u677f\u6709\u6ca1\u6709\u7528\u7684\u95ee\u9898\u3002<\/p>\n<h2>\u4ec0\u4e48\u662fAI\u54c1\u724c\u53ef\u89c1\u6027\u8bc4\u4f30\uff1f<\/h2>\n<p>**AI\u54c1\u724c\u53ef\u89c1\u6027\u8bc4\u4f30\u662f\u7528\u56fa\u5b9a\u95ee\u53e5\u96c6\u53cd\u590d\u5411AI\u52a9\u624b\u63d0\u95ee\uff0c\u7edf\u8ba1\u54c1\u724c\u5728\u7b54\u6848\u4e2d\u7684\u51fa\u73b0\u9891\u7387\u3001\u8bed\u4e49\u4f4d\u7f6e\u3001\u5f15\u7528\u4f9d\u636e\u4e0e\u7ade\u54c1\u5360\u6bd4\u7684\u6d4b\u91cf\u65b9\u6cd5\u3002**\u5b83\u8861\u91cf\u7684\u4e0d\u662f\u7f51\u9875\u6392\u540d\uff0c\u800c\u662f\u54c1\u724c\u5728\u751f\u6210\u5f0f\u7b54\u6848\u91cc\u88ab\u9009\u4e2d\u7684\u6982\u7387\u4e0e\u5206\u91cf\u3002<\/p>\n<p>\u548c\u4f20\u7edfSEO\u6392\u540d\u76d1\u6d4b\u7684\u533a\u522b\u5728\u4e8e\u4e09\u70b9\uff1a<\/p>\n<ul>\n<li><strong>\u7b54\u6848\u662f\u751f\u6210\u7684\u800c\u975e\u68c0\u7d22\u7684<\/strong>\uff0c\u540c\u4e00\u95ee\u53e5\u4e24\u6b21\u63d0\u95ee\u7ed3\u679c\u53ef\u80fd\u4e0d\u540c\uff0c\u6240\u4ee5\u4efb\u4f55\u5355\u6b21\u7ed3\u679c\u90fd\u4e0d\u6784\u6210\u6570\u636e\u70b9\u3002<\/li>\n<li><strong>\u6ca1\u6709\u7b2c 10 \u4f4d\u4ee5\u540e<\/strong>\uff0c\u4e00\u4e2a\u7b54\u6848\u901a\u5e38\u53ea\u5bb9\u5f97\u4e0b 3\u20136 \u4e2a\u54c1\u724c\uff0c\u8fdb\u4e0d\u4e86\u540d\u5355\u7b49\u4e8e\u96f6\u66dd\u5149\uff0c\u6ca1\u6709&quot;\u6392\u5728\u7b2c 15 \u4f4d\u6162\u6162\u4f18\u5316&quot;\u8fd9\u79cd\u4e2d\u95f4\u6001\u3002<\/li>\n<li><strong>\u4f4d\u7f6e\u7684\u8bed\u4e49\u6743\u91cd\u8fdc\u5927\u4e8e\u987a\u5e8f\u6743\u91cd<\/strong>\uff0c\u51fa\u73b0\u5728&quot;\u63a8\u8350&quot;\u53e5\u91cc\u548c\u51fa\u73b0\u5728&quot;\u5176\u4ed6\u8fd8\u6709&quot;\u53e5\u91cc\uff0c\u5546\u4e1a\u4ef7\u503c\u5dee\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e09\u70b9\u76f4\u63a5\u51b3\u5b9a\u4e86\u65b9\u6cd5\u8bba\uff1a<strong>\u8bc4\u4f30\u7684\u6700\u5c0f\u5355\u4f4d\u662f&quot;\u5206\u5e03&quot;\u800c\u4e0d\u662f&quot;\u4e00\u6b21\u7ed3\u679c&quot;<\/strong>\uff0c\u56e0\u6b64\u6bcf\u4e2a\u6307\u6807\u90fd\u5fc5\u987b\u9644\u5e26\u91c7\u6837\u91cf\u548c\u6ce2\u52a8\u533a\u95f4\uff0c\u5426\u5219\u6570\u5b57\u65e0\u6cd5\u89e3\u8bfb\u3002<\/p>\n<p><img decoding=\"async\" src=\"seoimg:\/\/1784647420324-0-20324-1.png\" alt=\"AI\u54c1\u724c\u53ef\u89c1\u6027\u8bc4\u4f30\u7684\u56db\u7ea7\u6307\u6807\u6811\u7ed3\u6784\u56fe\uff1a\u5b58\u5728\u5c42\u3001\u4f4d\u7f6e\u5c42\u3001\u8bc1\u636e\u5c42\u3001\u7ade\u4e89\u5c42\u81ea\u4e0b\u800c\u4e0a\u5206\u7ea7\"><\/p>\n<h2>\u4e3a\u4ec0\u4e48&quot;\u88ab\u63d0\u5230&quot;\u4e0d\u7b49\u4e8e&quot;\u88ab\u63a8\u8350&quot;<\/h2>\n<p>\u8fd9\u662f\u6574\u5957\u6846\u67b6\u7684\u8d77\u70b9\u3002\u6211\u4eec\u628a&quot;\u54c1\u724c\u540d\u51fa\u73b0\u5728\u7b54\u6848\u6587\u672c\u4e2d&quot;\u8bb0\u4e3a\u63d0\u53ca\uff0c\u628a&quot;\u54c1\u724c\u51fa\u73b0\u5728\u660e\u786e\u7684\u63a8\u8350\u3001\u9996\u9009\u3001\u5efa\u8bae\u4f18\u5148\u8003\u8651\u7b49\u8bed\u4e49\u7ed3\u6784\u4e2d&quot;\u8bb0\u4e3a\u63a8\u8350\u4f4d\u3002\u4e24\u8005\u7684\u6bd4\u503c\u6211\u4eec\u79f0\u4e3a<strong>\u63d0\u53ca\u8f6c\u63a8\u8350\u7387\uff08Mention-to-Recommendation\uff0cM2R\uff09<\/strong>\u3002<\/p>\n<p><strong>\u76d1\u6d4b\u65b9\u6cd5<\/strong>\uff1a4 \u4e2aAI\u5e73\u53f0\uff08DeepSeek\u3001\u8c46\u5305\u3001Kimi\u3001\u901a\u4e49\u5343\u95ee\uff09\u30013 \u4e2a\u54c1\u7c7b\u5404 60 \u6761\u54c1\u7c7b\u95ee\u53e5\uff08\u5171 180 \u6761\uff09\u3001\u6bcf\u6761\u95ee\u53e5\u6bcf\u5e73\u53f0\u6bcf\u5468\u72ec\u7acb\u65b0\u4f1a\u8bdd\u63d0\u95ee 3 \u6b21\u3001\u8fde\u7eed 8 \u5468\uff0c\u5171 <strong>17,280 \u6b21\u6709\u6548\u91c7\u6837<\/strong>\uff0c\u8986\u76d6 12 \u4e2a\u54c1\u724c\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u54c1\u7c7b<\/th>\n<th>\u54c1\u724c\u6570<\/th>\n<th>\u5e73\u5747AI\u63d0\u53ca\u7387<\/th>\n<th>\u63a8\u8350\u4f4d\u5360\u6709\u7387<\/th>\n<th>M2R<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6d88\u8d39\u7535\u5b50<\/td>\n<td>3<\/td>\n<td>51.2%<\/td>\n<td>12.4%<\/td>\n<td>24.2%<\/td>\n<\/tr>\n<tr>\n<td>SaaS \u5de5\u5177<\/td>\n<td>5<\/td>\n<td>31.7%<\/td>\n<td>15.8%<\/td>\n<td>49.8%<\/td>\n<\/tr>\n<tr>\n<td>\u5bb6\u6e05\u4e2a\u62a4<\/td>\n<td>4<\/td>\n<td>36.4%<\/td>\n<td>14.9%<\/td>\n<td>40.9%<\/td>\n<\/tr>\n<tr>\n<td>\u5408\u8ba1<\/td>\n<td>12<\/td>\n<td>38.1%<\/td>\n<td>14.7%<\/td>\n<td>38.6%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6d88\u8d39\u7535\u5b50\u7684\u63d0\u53ca\u7387\u6700\u9ad8\u3001M2R \u6700\u4f4e\u3002\u539f\u56e0\u5728\u91c7\u6837\u8bb0\u5f55\u91cc\u5f88\u6e05\u695a\uff1a\u8fd9\u7c7b\u95ee\u53e5\u7684\u7b54\u6848\u9ad8\u9891\u51fa\u73b0&quot;\u5e02\u9762\u4e0a\u8fd8\u6709 A\u3001B\u3001C \u7b49\u54c1\u724c\u53ef\u4ee5\u4e86\u89e3&quot;\u8fd9\u79cd\u679a\u4e3e\u6536\u5c3e\u53e5\uff0c\u54c1\u724c\u8fdb\u7684\u662f\u6e05\u5355\u5c3e\u5df4\uff0c\u4e0d\u662f\u5efa\u8bae\u672c\u8eab\u3002<\/p>\n<p><strong>\u53ea\u770b\u63d0\u53ca\u7387\uff0c\u8fd9\u4e09\u4e2a\u54c1\u724c\u4f1a\u88ab\u8bc4\u4e3a\u8868\u73b0\u6700\u597d\u7684\u4e00\u7ec4\uff0c\u800c\u5b83\u4eec\u6070\u6070\u662f\u8f6c\u5316\u6700\u5dee\u7684\u4e00\u7ec4\u3002<\/strong><\/p>\n<h2>AI\u54c1\u724c\u53ef\u89c1\u6027\u8bc4\u4f30\u7684\u56db\u7ea7\u6307\u6807\u6811<\/h2>\n<p>\u56db\u7ea7\u6307\u6807\u6811\u6309&quot;\u5b58\u5728 \u2192 \u4f4d\u7f6e \u2192 \u8bc1\u636e \u2192 \u7ade\u4e89&quot;\u5206\u5c42\uff0c\u6bcf\u4e00\u7ea7\u53ea\u56de\u7b54\u4e00\u4e2a\u95ee\u9898\uff0c\u4e14\u4e0b\u4e00\u7ea7\u4ee5\u4e0a\u4e00\u7ea7\u4e3a\u5206\u6bcd\uff0c\u4fdd\u8bc1\u6307\u6807\u53ef\u4ee5\u9010\u5c42\u5f52\u56e0\u3001\u4e0d\u4e92\u76f8\u6c61\u67d3\u3002\u5404\u6307\u6807\u7684\u5b9a\u4e49\u6f14\u8fdb\u53ef\u53c2\u8003<a href=\"https:\/\/maxaeo.cn\/blog\/ai-visibility-metrics\">\u4ece\u63d0\u53ca\u7387\u5230\u63a8\u8350\u4f4d\u7684\u6307\u6807\u4f53\u7cfb<\/a>\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5c42\u7ea7<\/th>\n<th>\u6838\u5fc3\u6307\u6807<\/th>\n<th>\u8ba1\u7b97\u53e3\u5f84<\/th>\n<th>\u56de\u7b54\u7684\u95ee\u9898<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>L1 \u5b58\u5728\u5c42<\/td>\n<td>AI\u63d0\u53ca\u7387<\/td>\n<td>\u542b\u54c1\u724c\u540d\u7684\u7b54\u6848\u6570 \u00f7 \u603b\u91c7\u6837\u7b54\u6848\u6570<\/td>\n<td>\u6a21\u578b\u77e5\u4e0d\u77e5\u9053\u6211<\/td>\n<\/tr>\n<tr>\n<td>L2 \u4f4d\u7f6e\u5c42<\/td>\n<td>\u63a8\u8350\u4f4d\u5360\u6709\u7387<\/td>\n<td>\u54c1\u724c\u8fdb\u5165\u63a8\u8350\u8bed\u4e49\u7ed3\u6784\u7684\u7b54\u6848\u6570 \u00f7 \u603b\u91c7\u6837\u7b54\u6848\u6570<\/td>\n<td>\u6211\u662f\u88ab\u5efa\u8bae\u8fd8\u662f\u88ab\u987a\u5e26\u4e00\u63d0<\/td>\n<\/tr>\n<tr>\n<td>L3 \u8bc1\u636e\u5c42<\/td>\n<td>\u5f15\u7528\u6765\u6e90\u547d\u4e2d\u7387<\/td>\n<td>\u5f15\u7528\u6e90\u542b\u54c1\u724c\u76f8\u5173\u57df\u540d\u7684\u7b54\u6848\u6570 \u00f7 \u63d0\u53ca\u54c1\u724c\u7684\u7b54\u6848\u6570<\/td>\n<td>\u6a21\u578b\u8bf4\u6211\u65f6\uff0c\u4f9d\u636e\u662f\u4ec0\u4e48<\/td>\n<\/tr>\n<tr>\n<td>L4 \u7ade\u4e89\u5c42<\/td>\n<td>AI\u641c\u7d22\u58f0\u91cf\u4efd\u989d<\/td>\n<td>\u54c1\u724c\u88ab\u70b9\u540d\u6b21\u6570 \u00f7 \u8be5\u95ee\u53e5\u96c6\u5185\u6240\u6709\u54c1\u724c\u88ab\u70b9\u540d\u603b\u6b21\u6570<\/td>\n<td>\u8fd9\u4e2a\u54c1\u7c7b\u91cc\u8c01\u5728\u8d62<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>L1 \u5b58\u5728\u5c42\uff1aAI\u63d0\u53ca\u7387\u662f\u53ca\u683c\u7ebf\uff0c\u4e0d\u662f\u6210\u7ee9<\/h3>\n<p>AI\u63d0\u53ca\u7387\u8861\u91cf\u54c1\u724c\u662f\u5426\u8fdb\u5165\u4e86\u6a21\u578b\u7684\u5019\u9009\u96c6\u5408\uff0c\u662f\u552f\u4e00\u4e00\u4e2a&quot;\u4f4e\u4e86\u5c31\u6ca1\u6709\u540e\u7eed&quot;\u7684\u6307\u6807\u3002<\/p>\n<p>\u4f46\u5b83\u6709\u660e\u663e\u5929\u82b1\u677f\u6548\u5e94\uff1a<strong>\u4e00\u65e6\u8d85\u8fc7 60%\uff0c\u7ee7\u7eed\u6295\u5165\u62c9\u9ad8\u63d0\u53ca\u7387\u7684\u8fb9\u9645\u6536\u76ca\u6781\u4f4e<\/strong>\uff0c\u56e0\u4e3a\u5269\u4e0b\u7684\u7a7a\u767d\u95ee\u53e5\u5f80\u5f80\u662f\u610f\u56fe\u6839\u672c\u4e0d\u5339\u914d\u7684\u957f\u5c3e\u3002\u6211\u4eec\u7684\u6837\u672c\u91cc\uff0c\u63d0\u53ca\u7387\u4ece 60% \u62c9\u5230 70% \u7684\u4e24\u4e2a\u54c1\u724c\uff0c\u63a8\u8350\u4f4d\u5360\u6709\u7387\u4e00\u4e2a\u6ca1\u52a8\u3001\u4e00\u4e2a\u53cd\u800c\u4e0b\u6ed1\u2014\u2014\u65b0\u589e\u7684\u63d0\u53ca\u5168\u90e8\u843d\u5728\u679a\u4e3e\u53e5\u91cc\u3002\u8ba1\u7b97\u7ec6\u8282\u548c\u5e38\u89c1\u53e3\u5f84\u9677\u9631\u53ef\u89c1<a href=\"https:\/\/maxaeo.cn\/blog\/ai-mention-rate\">AI\u63d0\u53ca\u7387\u7684\u8ba1\u7b97\u65b9\u6cd5\u4e0e\u6307\u6807\u4f53\u7cfb<\/a>\u3002<\/p>\n<h3>L2 \u4f4d\u7f6e\u5c42\uff1a\u63a8\u8350\u4f4d\u3001\u5019\u9009\u4f4d\u4e0e\u987a\u5e26\u63d0\u53ca\u8981\u5206\u5f00\u8bb0<\/h3>\n<p>\u8fd9\u4e00\u7ea7\u7684\u5173\u952e\u662f<strong>\u4e0d\u8981\u7528&quot;\u51fa\u73b0\u987a\u5e8f&quot;\u4ee3\u66ff&quot;\u8bed\u4e49\u89d2\u8272&quot;<\/strong>\u3002\u5728 17,280 \u6b21\u91c7\u6837\u4e2d\uff0c\u6309\u987a\u5e8f\u53d6\u524d\u4e09\u540d\u7684\u5224\u5b9a\u65b9\u6cd5\uff0c\u4e0e\u6309\u8bed\u4e49\u89d2\u8272\u5224\u5b9a\u7684\u7ed3\u679c\u4e0d\u4e00\u81f4\u7387\u9ad8\u8fbe <strong>31.7%<\/strong>\u2014\u2014\u987a\u5e8f\u9760\u524d\u4f46\u53ea\u662f\u80cc\u666f\u677f\u7684\u60c5\u51b5\u975e\u5e38\u666e\u904d\uff0c\u5c24\u5176\u5728&quot;\u5148\u8bb2\u884c\u4e1a\u73b0\u72b6\u518d\u7ed9\u5efa\u8bae&quot;\u8fd9\u79cd\u7b54\u6848\u7ed3\u6784\u91cc\u3002<\/p>\n<h3>L3 \u8bc1\u636e\u5c42\uff1a\u5f15\u7528\u6765\u6e90\u51b3\u5b9a\u63a8\u8350\u80fd\u4e0d\u80fd\u7a33\u5b9a\u590d\u73b0<\/h3>\n<p><strong>L3 \u56de\u7b54&quot;\u6a21\u578b\u8bf4\u6211\u7684\u65f6\u5019\uff0c\u4f9d\u636e\u6765\u81ea\u54ea\u91cc&quot;\u3002\u5b83\u662f\u56db\u7ea7\u91cc\u552f\u4e00\u80fd\u9884\u6d4b\u4e0b\u5468\u8fd8\u4f1a\u4e0d\u4f1a\u88ab\u63a8\u8350\u7684\u6307\u6807\u3002<\/strong><\/p>\n<p>\u5206\u6bcd\u53d6 L1\uff08\u63d0\u53ca\u54c1\u724c\u7684\u7b54\u6848\u6570\uff09\u800c\u975e\u603b\u91c7\u6837\uff0c\u56e0\u4e3a\u6ca1\u88ab\u63d0\u53ca\u5c31\u8c08\u4e0d\u4e0a\u5f15\u7528\u3002\u8bb0\u5f55\u65f6\u8981\u62c6\u6210\u4e24\u7c7b\uff1a<\/p>\n<ul>\n<li><strong>\u81ea\u6709\u57df\u547d\u4e2d<\/strong>\uff1a\u5b98\u7f51\u3001\u5b98\u65b9\u6587\u6863\u3001\u5b98\u65b9\u5546\u57ce\u3001\u54c1\u724c\u81ea\u5efa\u77e5\u8bc6\u5e93<\/li>\n<li><strong>\u7b2c\u4e09\u65b9\u57df\u547d\u4e2d<\/strong>\uff1a\u8bc4\u6d4b\u5a92\u4f53\u3001\u5782\u7c7b\u699c\u5355\u3001\u95ee\u7b54\u793e\u533a\u3001\u7535\u5546\u8bc4\u4ef7\u9875\u3001\u884c\u4e1a\u767d\u76ae\u4e66<\/li>\n<\/ul>\n<p>\u5b9e\u6d4b\u4e2d\u5e26\u53ef\u89c1\u5f15\u7528\u6e90\u7684\u7b54\u6848\u5360 43.6%\uff0c\u5e73\u53f0\u5dee\u5f02\u6781\u5927\uff1aDeepSeek \u8054\u7f51\u6a21\u5f0f 68.2%\u3001\u8c46\u5305 41.5%\u3001Kimi 39.8%\u3001\u901a\u4e49\u5343\u95ee 24.9%\u3002\u5728\u8fd9\u4e9b\u5e26\u5f15\u7528\u7684\u7b54\u6848\u91cc\uff0c\u6309\u4e0b\u5468\u540c\u95ee\u53e5\u662f\u5426\u4ecd\u5360\u63a8\u8350\u4f4d\u7edf\u8ba1\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5f15\u7528\u547d\u4e2d\u7c7b\u578b<\/th>\n<th>\u4e0b\u5468\u4ecd\u5360\u63a8\u8350\u4f4d\u7684\u6bd4\u4f8b<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u547d\u4e2d\u7b2c\u4e09\u65b9\u57df<\/td>\n<td>71.4%<\/td>\n<\/tr>\n<tr>\n<td>\u4ec5\u547d\u4e2d\u81ea\u6709\u57df<\/td>\n<td>48.9%<\/td>\n<\/tr>\n<tr>\n<td>\u65e0\u5f15\u7528\u547d\u4e2d<\/td>\n<td>33.2%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>**\u7ed3\u8bba\uff1a\u7b2c\u4e09\u65b9\u8bc1\u636e\u6bd4\u81ea\u6709\u5185\u5bb9\u66f4\u80fd\u7a33\u4f4f\u63a8\u8350\u4f4d\u3002**\u53ea\u5806\u5b98\u7f51\u5185\u5bb9\u7684\u54c1\u724c\uff0c\u63a8\u8350\u4f4d\u6ce2\u52a8\u6700\u5927\u2014\u2014\u88ab\u63a8\u4e0a\u53bb\u5bb9\u6613\uff0c\u6389\u4e0b\u6765\u4e5f\u5feb\u3002\u8fd9\u4e5f\u662f L3 \u503c\u5f97\u5355\u5217\u7684\u539f\u56e0\uff1a\u5728\u6211\u4eec\u7684\u6848\u4f8b\u91cc\uff0c\u5f15\u7528\u547d\u4e2d\u7387\u7684\u4e0a\u6da8\u9886\u5148\u63a8\u8350\u4f4d\u7ea6 2 \u5468\uff0c\u5b83\u662f L2 \u7684\u5148\u884c\u6307\u6807\uff0c\u800c\u4e0d\u662f L2 \u7684\u8865\u5145\u8bf4\u660e\u3002<\/p>\n<h3>L4 \u7ade\u4e89\u5c42\uff1a\u4efd\u989d\u53e3\u5f84\u6bd4\u7edd\u5bf9\u7387\u66f4\u6297\u566a<\/h3>\n<p>\u7edd\u5bf9\u63d0\u53ca\u7387\u4f1a\u88ab&quot;\u540d\u5355\u957f\u5ea6&quot;\u6c61\u67d3\u3002\u5b9e\u6d4b\u4e2d\u6bcf\u4e2a\u7b54\u6848\u5e73\u5747\u70b9\u540d\u7684\u54c1\u724c\u6570\u91cf\u5dee\u5f02\u5f88\u5927\uff1a\u8c46\u5305 5.8 \u4e2a\u3001Kimi 4.6 \u4e2a\u3001\u901a\u4e49\u5343\u95ee 3.9 \u4e2a\u3001DeepSeek 3.1 \u4e2a\u3002<\/p>\n<p>**\u5728\u8c46\u5305\u4e0a\u62ff\u5230 50% \u63d0\u53ca\u7387\uff0c\u542b\u91d1\u91cf\u4f4e\u4e8e\u5728 DeepSeek \u4e0a\u62ff\u5230 40%\u3002**\u4efd\u989d\u53e3\u5f84\u628a\u540d\u5355\u957f\u5ea6\u7ea6\u6389\uff0c\u56e0\u6b64\u8de8\u5e73\u53f0\u6c47\u603b\u5fc5\u987b\u5148\u5728\u5e73\u53f0\u5185\u5f52\u4e00\u5316\u518d\u52a0\u6743\u3002<\/p>\n<h3>\u60c5\u611f\u4e0d\u662f\u7b2c\u4e94\u7ea7\uff0c\u800c\u662f\u7b26\u53f7\u4f4d<\/h3>\n<p>\u8d1f\u9762\u60c5\u611f\u7684\u63d0\u53ca\u5e94\u5f53\u5728\u5404\u7ea7\u6307\u6807\u4e0a\u53d6\u8d1f\u503c\u53c2\u4e0e\u6c47\u603b\uff0c\u5426\u5219\u4e00\u6b21\u5371\u673a\u4e8b\u4ef6\u4f1a\u8ba9\u770b\u677f\u663e\u793a&quot;\u53ef\u89c1\u5ea6\u5927\u6da8&quot;\u3002\u6211\u4eec\u7684\u6837\u672c\u91cc\u51fa\u73b0\u8fc7\u4e00\u6b21\uff1a\u67d0\u54c1\u724c\u56e0\u88ab\u53cd\u590d\u5217\u4e3a&quot;\u907f\u5751\u6848\u4f8b&quot;\uff0c\u5355\u5468\u63d0\u53ca\u7387\u8df3\u6da8 11 pp\uff0c\u672a\u505a\u7b26\u53f7\u5904\u7406\u7684\u770b\u677f\u628a\u5b83\u8bb0\u6210\u4e86\u5386\u53f2\u6700\u597d\u6210\u7ee9\u3002<\/p>\n<h2>\u600e\u4e48\u5224\u5b9a\u8bed\u4e49\u89d2\u8272\uff1a\u4e00\u5957\u53ef\u590d\u7b97\u7684\u6253\u6807\u89c4\u5219<\/h2>\n<p>\u8bed\u4e49\u89d2\u8272\u662f\u6574\u5957\u6846\u67b6\u91cc\u6700\u5bb9\u6613\u5931\u771f\u7684\u4e00\u73af\u2014\u2014\u4e24\u4e2a\u4eba\u51ed\u611f\u89c9\u6807\uff0c\u540c\u4e00\u4efd\u6837\u672c\u80fd\u6807\u51fa\u4e24\u5957\u7ed3\u8bba\u3002\u6211\u4eec\u7528\u7684\u5224\u5b9a\u4fe1\u53f7\u5982\u4e0b\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u8bed\u4e49\u89d2\u8272<\/th>\n<th>\u89e6\u53d1\u4fe1\u53f7\uff08\u7b54\u6848\u4e2d\u7684\u53e5\u5f0f\uff09<\/th>\n<th>\u8ba1\u6743<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u63a8\u8350\u4f4d<\/td>\n<td>&quot;\u63a8\u8350\uff0f\u9996\u9009\uff0f\u5efa\u8bae\u4f18\u5148\u8003\u8651\uff0f\u6700\u9002\u5408 X \u7684\u662f&quot;\uff0c\u4e14\u54c1\u724c\u662f\u8be5\u53e5\u4e3b\u8bed<\/td>\n<td>1.0<\/td>\n<\/tr>\n<tr>\n<td>\u5019\u9009\u4f4d<\/td>\n<td>\u51fa\u73b0\u5728&quot;\u53ef\u4ee5\u8003\u8651 A\u3001B\u3001C&quot;\u7684\u5e76\u5217\u7ed3\u6784\u4e2d\uff0c\u65e0\u4f18\u5148\u7ea7\u6392\u5e8f<\/td>\n<td>0.4<\/td>\n<\/tr>\n<tr>\n<td>\u987a\u5e26\u63d0\u53ca<\/td>\n<td>\u51fa\u73b0\u5728\u4e3e\u4f8b\u3001\u5bf9\u6bd4\u80cc\u666f\u3001\u884c\u4e1a\u6982\u8ff0\u3001\u53cd\u9762\u6848\u4f8b\u4e2d<\/td>\n<td>0.1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e09\u6761\u5224\u5b9a\u4f18\u5148\u7ea7\u89c4\u5219\uff0c\u7f3a\u4e00\u5c31\u4f1a\u51fa\u73b0\u53e3\u5f84\u5206\u6b67\uff1a<\/p>\n<ol>\n<li><strong>\u540c\u4e00\u7b54\u6848\u4e2d\u591a\u6b21\u51fa\u73b0\uff0c\u53d6\u6700\u9ad8\u89d2\u8272<\/strong>\uff0c\u4e0d\u91cd\u590d\u8ba1\u6570\u3002<\/li>\n<li><strong>\u5426\u5b9a\u8bed\u5883\u4e00\u5f8b\u8bb0\u8d1f<\/strong>\uff08&quot;\u4e0d\u5efa\u8bae&quot;&quot;\u4e0d\u9002\u5408\u9884\u7b97\u6709\u9650\u7684\u7528\u6237&quot;\uff09\uff0c\u4e0d\u56e0\u4e3a\u51fa\u73b0\u4e86&quot;\u5efa\u8bae&quot;\u4e8c\u5b57\u5c31\u5224\u4e3a\u63a8\u8350\u4f4d\u3002<\/li>\n<li><strong>\u5fc5\u987b\u56de\u586b\u539f\u53e5\u7247\u6bb5<\/strong>\u4f5c\u4e3a\u8bc1\u636e\u5b57\u6bb5\uff0c\u4e0d\u5141\u8bb8\u53ea\u6807\u7ed3\u8bba\u3002<\/li>\n<\/ol>\n<p>\u7b2c 3 \u6761\u662f\u5b9e\u6d4b\u4e2d\u6536\u76ca\u6700\u5927\u7684\u4e00\u6761\u3002\u4e24\u540d\u6807\u6ce8\u5458\u72ec\u7acb\u6807\u6ce8 500 \u6761\u6837\u672c\uff0c<a href=\"https:\/\/en.wikipedia.org\/wiki\/Cohen%27s_kappa\">Cohen&#8217;s kappa<\/a> \u4e00\u81f4\u6027\u7cfb\u6570\u4e3a <strong>0.79<\/strong>\uff0c\u5206\u6b67\u51e0\u4e4e\u5168\u90e8\u96c6\u4e2d\u5728\u63a8\u8350\u4f4d\u4e0e\u5019\u9009\u4f4d\u7684\u8fb9\u754c\uff1b\u5f3a\u5236\u56de\u586b\u539f\u53e5\u540e\uff0ckappa \u5347\u5230 <strong>0.88<\/strong>\u3002<strong>\u6ca1\u6709\u8bc1\u636e\u5b57\u6bb5\u7684\u6253\u6807\u6570\u636e\u4e0d\u53ef\u590d\u7b97\uff0c\u4e5f\u5c31\u4e0d\u53ef\u7528\u4e8e\u6c47\u62a5\u3002<\/strong><\/p>\n<h2>\u4e00\u624b\u5b9e\u6d4b\uff1a\u4ec0\u4e48\u5e45\u5ea6\u7684\u6ce2\u52a8\u624d\u7b97\u771f\u53d8\u5316<\/h2>\n<p>\u8fd9\u662f\u73b0\u6709\u6307\u6807\u6846\u67b6\u51e0\u4e4e\u90fd\u6ca1\u56de\u7b54\u7684\u95ee\u9898\u3002\u6211\u4eec\u4ece 12 \u4e2a\u54c1\u724c\u4e2d\u9009\u51fa 4 \u4e2a\u5728\u76d1\u6d4b\u671f\u5185\u786e\u8ba4\u65e0\u4efb\u4f55\u6295\u653e\u3001\u516c\u5173\u548c\u5185\u5bb9\u52a8\u4f5c\u7684\u54c1\u724c\u4f5c\u4e3a\u5bf9\u7167\u7ec4\uff0c\u6d4b\u91cf\u5404\u6307\u6807\u5728&quot;\u4ec0\u4e48\u90fd\u4e0d\u505a&quot;\u65f6\u7684\u5468\u73af\u6bd4\u6ce2\u52a8\u3002\u57fa\u7ebf\u6309&quot;\u5355\u54c1\u724c\u8de8 4 \u5e73\u53f0\u5355\u5468 720 \u6b21\u91c7\u6837&quot;\u7684\u6c47\u603b\u5468\u503c\u8ba1\u7b97\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6307\u6807<\/th>\n<th>\u5468\u73af\u6bd4\u53d8\u5316\u6807\u51c6\u5dee \u03c3<\/th>\n<th>\u6700\u5c0f\u53ef\u68c0\u6d4b\u53d8\u5316 MDC\uff0895%\uff09<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>AI\u63d0\u53ca\u7387<\/td>\n<td>4.1 pp<\/td>\n<td>8.0 pp<\/td>\n<\/tr>\n<tr>\n<td>\u63a8\u8350\u4f4d\u5360\u6709\u7387<\/td>\n<td>5.7 pp<\/td>\n<td>11.2 pp<\/td>\n<\/tr>\n<tr>\n<td>\u5f15\u7528\u6765\u6e90\u547d\u4e2d\u7387<\/td>\n<td>2.3 pp<\/td>\n<td>4.5 pp<\/td>\n<\/tr>\n<tr>\n<td>AI\u641c\u7d22\u58f0\u91cf\u4efd\u989d<\/td>\n<td>3.2 pp<\/td>\n<td>6.3 pp<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>MDC \u53d6 1.96\u03c3\u3002<strong>\u7ed3\u8bba\u5f88\u76f4\u63a5\uff1a\u63a8\u8350\u4f4d\u5360\u6709\u7387\u6da8\u4e86 6 \u4e2a\u767e\u5206\u70b9\uff0c\u5728\u8fd9\u4e2a\u91c7\u6837\u89c4\u6a21\u4e0b\u4e0d\u80fd\u79f0\u4e3a\u63d0\u5347\uff0c\u5b83\u843d\u5728\u566a\u58f0\u533a\u95f4\u5185\u3002<\/strong><\/p>\n<p>\u5728 n=720\u3001p\u22480.4 \u65f6\uff0c\u7eaf\u4e8c\u9879\u91c7\u6837\u5e26\u6765\u7684\u5468\u73af\u6bd4\u6ce2\u52a8\u7406\u8bba\u503c\u7ea6\u4e3a 2.6 pp\uff0c\u800c\u5b9e\u6d4b\u63d0\u53ca\u7387\u7684 \u03c3 \u662f 4.1 pp\u3002<strong>\u591a\u51fa\u6765\u7684\u90e8\u5206\u4e0d\u662f\u91c7\u6837\u8bef\u5dee\uff0c\u662f\u6a21\u578b\u672c\u8eab\u7684\u7b54\u6848\u6f02\u79fb<\/strong>\u2014\u2014\u8fd9\u610f\u5473\u7740\u52a0\u5927\u91c7\u6837\u91cf\u80fd\u538b\u7f29\u8bef\u5dee\uff0c\u4f46\u538b\u4e0d\u5230\u7406\u8bba\u4e0b\u754c\uff0c\u4efb\u4f55&quot;\u518d\u591a\u95ee\u51e0\u6b21\u5c31\u80fd\u770b\u6e05&quot;\u7684\u671f\u5f85\u90fd\u6709\u4e0a\u9650\u3002<\/p>\n<p>\u5e73\u53f0\u95f4\u5dee\u5f02\u540c\u6837\u663e\u8457\uff1a\u8c46\u5305\u7684\u63d0\u53ca\u7387\u6ce2\u52a8\u6700\u5927\uff08\u03c3=6.8 pp\uff09\uff0c\u901a\u4e49\u5343\u95ee\u6700\u7a33\uff08\u03c3=2.9 pp\uff09\uff0c\u8de8\u5e73\u53f0\u6c47\u603b\u65f6\u5fc5\u987b\u5206\u522b\u8bbe\u9608\u503c\u3002<\/p>\n<h3>\u6848\u4f8b\uff1a\u4e00\u4e2a\u4e2d\u7aef\u5bb6\u7535\u54c1\u724c 6 \u5468\u628a M2R \u7ffb\u500d<\/h3>\n<p>\u8d77\u59cb\u6570\u636e\uff1a\u63d0\u53ca\u7387 44.3%\u3001\u63a8\u8350\u4f4d\u5360\u6709\u7387 9.1%\u3001\u5f15\u7528\u6765\u6e90\u547d\u4e2d\u7387 6.7%\u3001M2R 20.5%\u3002<\/p>\n<p>\u8bca\u65ad\u7ed3\u8bba\uff1a\u5b83\u51e0\u4e4e\u5168\u90e8\u51fa\u73b0\u5728\u679a\u4e3e\u6536\u5c3e\u53e5\u91cc\uff0c\u4e14\u7f3a\u5c11\u53ef\u88ab\u5f15\u7528\u7684\u53c2\u6570\u5316\u5bf9\u6bd4\u5185\u5bb9\u2014\u2014\u5178\u578b\u7684&quot;L1 \u53ca\u683c\u3001L2 \u584c\u9677&quot;\u3002\u7b2c 1\u20136 \u5468\u6267\u884c\u4e09\u4ef6\u4e8b\uff1a\u5efa\u7ed3\u6784\u5316\u5bf9\u6bd4\u9875\u3001\u628a\u771f\u5b9e\u7528\u6237\u8bc4\u4ef7\u6c89\u6dc0\u5230\u95ee\u7b54\u4e0e\u793e\u533a\u3001\u8865\u4e13\u5bb6\u80cc\u4e66\u5185\u5bb9\u3002\u7b2c 8 \u5468\u590d\u6d4b\uff08\u7559 2 \u5468\u7ed9\u6536\u5f55\u4e0e\u7d22\u5f15\u6ede\u540e\uff09\uff1a<\/p>\n<ul>\n<li>\u63d0\u53ca\u7387 47.9%\uff08+3.6 pp\uff0c<strong>\u4f4e\u4e8e 8.0 pp \u9608\u503c\uff0c\u4e0d\u5224\u5b9a\u4e3a\u663e\u8457<\/strong>\uff09<\/li>\n<li>\u63a8\u8350\u4f4d\u5360\u6709\u7387 21.4%\uff08+12.3 pp\uff0c\u8d85\u8fc7 11.2 pp \u9608\u503c\uff0c\u663e\u8457\uff09<\/li>\n<li>\u5f15\u7528\u6765\u6e90\u547d\u4e2d\u7387 15.2%\uff08+8.5 pp\uff0c\u8d85\u8fc7 4.5 pp \u9608\u503c\uff0c\u663e\u8457\uff09<\/li>\n<li>M2R \u4ece 20.5% \u5347\u81f3 44.7%<\/li>\n<\/ul>\n<p>**\u63d0\u53ca\u7387\u51e0\u4e4e\u6ca1\u52a8\uff0c\u63a8\u8350\u4f4d\u7ffb\u4e86\u4e00\u500d\u591a\u3002**\u8fd9\u7ec4\u6570\u636e\u8bc1\u660e\u4e24\u7ea7\u6307\u6807\u53ef\u4ee5\u72ec\u7acb\u53d8\u52a8\uff0c\u4e5f\u8bf4\u660e\u53ea\u76ef L1 \u7684\u56e2\u961f\u4f1a\u628a\u4e00\u6b21\u6210\u529f\u7684\u4f18\u5316\u8bef\u5224\u4e3a\u65e0\u6548\u3002<\/p>\n<p><img decoding=\"async\" src=\"seoimg:\/\/1784647420324-0-20324-2.png\" alt=\"\u4f18\u5316\u524d\u540e\u56db\u7ea7\u6307\u6807\u5bf9\u6bd4\u67f1\u72b6\u56fe\uff0c\u63d0\u53ca\u7387\u53d8\u5316\u5f88\u5c0f\u800c\u63a8\u8350\u4f4d\u5360\u6709\u7387\u4e0e\u5f15\u7528\u547d\u4e2d\u7387\u5927\u5e45\u4e0a\u5347\"><\/p>\n<h2>\u6837\u672c\u91cf\u8981\u591a\u5c11\u624d\u591f\uff1f<\/h2>\n<p>\u7528\u4e8c\u9879\u6bd4\u4f8b\u7f6e\u4fe1\u533a\u95f4\u53cd\u63a8\u5373\u53ef\u3002\u4ee5\u89c2\u6d4b\u6bd4\u4f8b p\u22480.4\u300195% \u7f6e\u4fe1\u5ea6\u8ba1\u7b97\uff0c\u8bef\u5dee\u534a\u5bbd\u968f\u6837\u672c\u91cf\u7684\u53d8\u5316\u5982\u4e0b\uff08Wilson \u4e0e\u6b63\u6001\u8fd1\u4f3c\u5728\u6b64\u533a\u95f4\u7ed3\u679c\u63a5\u8fd1\uff0c\u65b9\u6cd5\u8bf4\u660e\u89c1<a href=\"https:\/\/en.wikipedia.org\/wiki\/Binomial_proportion_confidence_interval\">\u4e8c\u9879\u6bd4\u4f8b\u7f6e\u4fe1\u533a\u95f4<\/a>\uff09\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5355\u5468\u6709\u6548\u91c7\u6837\u6570 n<\/th>\n<th>\u8bef\u5dee\u534a\u5bbd\uff08\u00b1\uff09<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>30<\/td>\n<td>17.5 pp<\/td>\n<\/tr>\n<tr>\n<td>60<\/td>\n<td>12.4 pp<\/td>\n<\/tr>\n<tr>\n<td>120<\/td>\n<td>8.8 pp<\/td>\n<\/tr>\n<tr>\n<td>240<\/td>\n<td>6.2 pp<\/td>\n<\/tr>\n<tr>\n<td>480<\/td>\n<td>4.4 pp<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5b9e\u8df5\u5efa\u8bae\uff1a<strong>\u5355\u5e73\u53f0\u5355\u5468\u6709\u6548\u91c7\u6837\u4e0d\u4f4e\u4e8e 120 \u6b21<\/strong>\uff0c\u5426\u5219\u4efb\u4f55\u5c0f\u4e8e 9 \u4e2a\u767e\u5206\u70b9\u7684\u53d8\u5316\u90fd\u65e0\u6cd5\u89e3\u91ca\u3002\u60f3\u505a\u5468\u5ea6\u51b3\u7b56\u7684\u56e2\u961f\uff0c\u5efa\u8bae\u505a\u5230 240 \u6b21\u4ee5\u4e0a\u3002<\/p>\n<p>\u6ce8\u610f\u8bef\u5dee\u534a\u5bbd\u8861\u91cf\u7684\u662f&quot;\u8fd9\u4e00\u5468\u7684\u6570\u503c\u6709\u591a\u51c6&quot;\uff0cMDC \u8861\u91cf\u7684\u662f&quot;\u4e24\u5468\u4e4b\u95f4\u7684\u5dee\u6709\u591a\u5927\u624d\u7b97\u6570&quot;\uff0c<strong>\u540e\u8005\u7ea6\u7b49\u4e8e\u524d\u8005\u7684 1.4 \u500d<\/strong>\uff08\u4e24\u6b21\u72ec\u7acb\u6d4b\u91cf\u7684\u65b9\u5dee\u53e0\u52a0\uff09\u3002\u770b\u677f\u4e0a\u53ea\u653e\u7f6e\u4fe1\u533a\u95f4\u3001\u4e0d\u653e MDC\uff0c\u4ecd\u7136\u4f1a\u8ba9\u4eba\u628a\u566a\u58f0\u8bfb\u6210\u8d8b\u52bf\u3002<\/p>\n<h2>\u843d\u5730\u8fd9\u5957\u8bc4\u4f30\u7684 7 \u4e2a\u6b65\u9aa4<\/h2>\n<ol>\n<li><strong>\u5efa\u95ee\u53e5\u96c6<\/strong>\uff1a\u6309\u54c1\u7c7b\u8bcd\u3001\u573a\u666f\u8bcd\u3001\u5bf9\u6bd4\u8bcd\u3001\u66ff\u4ee3\u8bcd\u3001\u75db\u70b9\u8bcd\u4e94\u7c7b\u5404\u914d 10\u201315 \u6761\uff0c\u8986\u76d6\u7528\u6237\u771f\u5b9e\u95ee\u6cd5\u800c\u975e\u5173\u952e\u8bcd\u3002<\/li>\n<li><strong>\u56fa\u5b9a\u91c7\u6837\u534f\u8bae<\/strong>\uff1a\u6bcf\u6b21\u63d0\u95ee\u5f00\u65b0\u4f1a\u8bdd\u3001\u5173\u95ed\u4e2a\u6027\u5316\u4e0e\u5386\u53f2\u8bb0\u5fc6\u3001\u56fa\u5b9a\u65f6\u95f4\u7a97\uff0c\u907f\u514d\u4e0a\u4e0b\u6587\u6c61\u67d3\uff0c\u5177\u4f53\u89c4\u5219\u89c1<a href=\"https:\/\/maxaeo.cn\/blog\/ai-search-monitoring-new-chat\">\u76d1\u6d4b\u54c1\u724c\u63a8\u8350\u65f6\u8981\u4e0d\u8981\u6bcf\u6b21\u5f00\u65b0\u5bf9\u8bdd<\/a>\u3002<\/li>\n<li><strong>\u6253\u6807\u7b7e<\/strong>\uff1a\u6bcf\u6b21\u63d0\u53ca\u6807\u6ce8\u8bed\u4e49\u89d2\u8272\u3001\u60c5\u611f\u6781\u6027\u3001\u662f\u5426\u5e26\u5f15\u7528\u6e90\uff0c\u5e76\u5f3a\u5236\u56de\u586b\u539f\u53e5\u8bc1\u636e\u5b57\u6bb5\u3002<\/li>\n<li><strong>\u7b97\u56db\u7ea7\u6307\u6807<\/strong>\uff1a\u6309\u4e0a\u8868\u53e3\u5f84\u9010\u7ea7\u8ba1\u7b97\uff0cL3 \u4ee5 L1 \u4e3a\u5206\u6bcd\uff0c\u5176\u4f59\u4ee5\u603b\u91c7\u6837\u4e3a\u5206\u6bcd\u3002<\/li>\n<li><strong>\u6d4b\u566a\u58f0\u57fa\u7ebf<\/strong>\uff1a\u8fde\u7eed 4 \u5468\u8bb0\u5f55\u65e0\u52a8\u4f5c\u72b6\u6001\u4e0b\u7684\u6ce2\u52a8\uff0c\u7b97\u51fa\u4f60\u81ea\u5df1\u7684 MDC\uff0c<strong>\u4e0d\u8981\u76f4\u63a5\u5957\u7528\u672c\u6587\u6570\u503c<\/strong>\u2014\u2014\u4f60\u7684\u95ee\u53e5\u96c6\u3001\u54c1\u7c7b\u7ade\u4e89\u5bc6\u5ea6\u548c\u5e73\u53f0\u7ec4\u5408\u90fd\u4e0d\u540c\u3002<\/li>\n<li><strong>\u8bbe\u663e\u8457\u6027\u9608\u503c<\/strong>\uff1a\u53d8\u5316\u5c0f\u4e8e MDC \u4e00\u5f8b\u6807\u8bb0\u4e3a&quot;\u672a\u786e\u8ba4&quot;\uff0c\u4e0d\u8fdb\u5165\u6c47\u62a5\uff0c\u4e5f\u4e0d\u89e6\u53d1\u590d\u76d8\u4f1a\u3002<\/li>\n<li><strong>\u5f52\u56e0\u5230\u539f\u56e0<\/strong>\uff1a\u53ea\u6709\u786e\u8ba4\u663e\u8457\u7684\u53d8\u5316\u624d\u503c\u5f97\u8ffd\u67e5\u52a8\u56e0\uff0c\u65b9\u6cd5\u89c1<a href=\"https:\/\/maxaeo.cn\/blog\/ai-recommendation-attribution-diagnosis\">\u628aAI\u63a8\u8350\u7ed3\u679c\u5f52\u56e0\u5230\u539f\u56e0\u7684\u8bca\u65ad\u4f53\u7cfb<\/a>\u3002<\/li>\n<\/ol>\n<h2>\u81ea\u5efa\u76d1\u6d4b\u8fd8\u662f\u4e70\u5de5\u5177\uff1a\u4e94\u4e2a\u5fc5\u95ee\u7684\u95ee\u9898<\/h2>\n<p>\u5e02\u9762\u4e0a\u7684AI\u53ef\u89c1\u6027\u5de5\u5177\u53e3\u5f84\u5dee\u5f02\u6781\u5927\uff0c\u540c\u4e00\u54c1\u724c\u540c\u4e00\u5468\u7684\u6570\u5b57\u80fd\u5dee\u51fa 20 \u4e2a\u767e\u5206\u70b9\u3002\u9009\u578b\u65f6\u95ee\u6e05\u8fd9\u4e94\u70b9\uff0c\u6bd4\u770b\u529f\u80fd\u5217\u8868\u6709\u7528\uff1a<\/p>\n<ol>\n<li>**\u6bcf\u4e2a\u6570\u636e\u70b9\u91c7\u6837\u51e0\u6b21\uff1f**\u4f4e\u4e8e 3 \u6b21\u7684\u76f4\u63a5\u6392\u9664\uff0c\u5355\u6b21\u7ed3\u679c\u7684\u4fe1\u606f\u91cf\u63a5\u8fd1\u4e8e\u96f6\u3002<\/li>\n<li>**\u662f\u5426\u6bcf\u6b21\u5f00\u65b0\u4f1a\u8bdd\u3001\u662f\u5426\u5173\u95ed\u4e2a\u6027\u5316\uff1f**\u505a\u4e0d\u5230\u4f1a\u8bdd\u9694\u79bb\u7684\u6570\u636e\u4e0d\u53ef\u6bd4\u3002<\/li>\n<li>**\u63a8\u8350\u4f4d\u600e\u4e48\u5224\u5b9a\u2014\u2014\u5173\u952e\u8bcd\u5339\u914d\u8fd8\u662f\u8bed\u4e49\u5224\u5b9a\uff1f\u7ed9\u4e0d\u7ed9\u539f\u53e5\u8bc1\u636e\uff1f**\u53ea\u7ed9\u6570\u5b57\u4e0d\u7ed9\u539f\u53e5\u7684\uff0c\u65e0\u6cd5\u9a8c\u8bc1\u4e5f\u65e0\u6cd5\u590d\u7b97\u3002<\/li>\n<li>**\u5e73\u53f0\u8986\u76d6\u8d70 API \u8fd8\u662f\u7f51\u9875\u7aef\uff1f**\u540c\u4e00\u6a21\u578b\u7684 API \u4e0e\u7f51\u9875\u7aef\u7b54\u6848\u4e0d\u540c\u6e90\uff08\u8054\u7f51\u68c0\u7d22\u3001\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u5b89\u5168\u7b56\u7565\u90fd\u4e0d\u540c\uff09\uff0c\u6df7\u7528\u4f1a\u5f15\u5165\u7cfb\u7edf\u6027\u504f\u5dee\u3002<\/li>\n<li>**\u6709\u6ca1\u6709\u566a\u58f0\u57fa\u7ebf\u548c\u663e\u8457\u6027\u6807\u8bb0\uff1f**\u6ca1\u6709\u7684\u8bdd\uff0c\u4f60\u4e70\u5230\u7684\u662f\u4e00\u6761\u6ce2\u52a8\u66f2\u7ebf\uff0c\u4e0d\u662f\u4e00\u4e2a\u51b3\u7b56\u4f9d\u636e\u3002<\/li>\n<\/ol>\n<p><strong>\u4e0d\u540c\u5de5\u5177\u7684\u6570\u5b57\u4e0d\u8981\u6a2a\u5411\u5bf9\u6bd4\uff0c\u53ea\u5728\u540c\u4e00\u5de5\u5177\u5185\u770b\u8d8b\u52bf\u3002<\/strong><\/p>\n<h2>\u56db\u4e2a\u6700\u5e38\u89c1\u7684\u8bc4\u4f30\u9519\u8bef<\/h2>\n<p><strong>\u7528\u5355\u6b21\u63d0\u95ee\u4e0b\u7ed3\u8bba\u3002<\/strong> \u540c\u4e00\u95ee\u53e5\u5728\u540c\u4e00\u5e73\u53f0\u8fde\u7eed\u95ee 3 \u6b21\uff0c\u54c1\u724c\u540d\u5355\u5b8c\u5168\u4e00\u81f4\u7684\u6bd4\u4f8b\u5728\u6211\u4eec\u7684\u91c7\u6837\u4e2d\u53ea\u6709 57.3%\u3002\u5355\u6b21\u7ed3\u679c\u7684\u4fe1\u606f\u91cf\u63a5\u8fd1\u4e8e\u96f6\u3002<\/p>\n<p><strong>\u8de8\u5e73\u53f0\u76f4\u63a5\u52a0\u603b\u3002<\/strong> \u5404\u5e73\u53f0\u7684\u540d\u5355\u957f\u5ea6\u3001\u8bed\u6c14\u504f\u597d\u3001\u5f15\u7528\u4e60\u60ef\u5dee\u5f02\u5de8\u5927\uff0c\u76f4\u63a5\u5e73\u5747\u4f1a\u8ba9\u6ce2\u52a8\u6700\u5927\u7684\u5e73\u53f0\u4e3b\u5bfc\u6574\u4f53\u6570\u5b57\u3002\u6b63\u786e\u505a\u6cd5\u662f\u5148\u5728\u5e73\u53f0\u5185\u505a\u4efd\u989d\u53e3\u5f84\u5f52\u4e00\u5316\uff0c\u518d\u6309\u4e1a\u52a1\u6743\u91cd\u52a0\u6743\u3002<\/p>\n<p><strong>\u6ca1\u6709\u5bf9\u7167\u5c31\u5ba3\u5e03\u56e0\u679c\u3002<\/strong> \u4f60\u7684\u63d0\u53ca\u7387\u6da8\u4e86 6 pp\uff0c\u540c\u671f\u6574\u4e2a\u54c1\u7c7b\u7684\u7b54\u6848\u7bc7\u5e45\u4e5f\u5728\u53d8\u957f\u2014\u2014\u8fd9\u65f6\u5019\u6da8\u7684\u662f\u54c1\u7c7b\u7ea2\u5229\u4e0d\u662f\u4f60\u7684\u529f\u52b3\u3002<strong>\u7528 L4 \u4efd\u989d\u53e3\u5f84\u590d\u6838\u4e00\u904d<\/strong>\uff0c\u4efd\u989d\u6ca1\u6da8\u5c31\u8bf4\u660e\u4f60\u53ea\u662f\u8ddf\u7740\u6c34\u4f4d\u4e0a\u6d6e\u3002<\/p>\n<p><strong>\u5ffd\u7565\u6a21\u578b\u7248\u672c\u65ad\u70b9\u3002<\/strong> \u5927\u7248\u672c\u66f4\u65b0\u4f1a\u8ba9\u5386\u53f2\u6570\u636e\u7684\u53ef\u6bd4\u6027\u76f4\u63a5\u5931\u6548\uff0c\u5fc5\u987b\u5728\u65f6\u95f4\u8f74\u4e0a\u6253\u65ad\u70b9\u5e76\u91cd\u5efa\u57fa\u7ebf\uff0c\u5904\u7406\u65b9\u6cd5\u89c1<a href=\"https:\/\/maxaeo.cn\/blog\/model-update-ai-recommendations\">\u6a21\u578b\u5927\u7248\u672c\u66f4\u65b0\u540e\u7684\u54c1\u724c\u53ef\u89c1\u6027\u91cd\u4f30<\/a>\u3002<\/p>\n<h2>\u5e38\u89c1\u95ee\u9898<\/h2>\n<p><strong>AI\u54c1\u724c\u53ef\u89c1\u6027\u8bc4\u4f30\u5e94\u8be5\u591a\u4e45\u505a\u4e00\u6b21\uff1f<\/strong><br \/>\n\u5efa\u8bae\u5468\u5ea6\u91c7\u6837\u3001\u6708\u5ea6\u6c47\u62a5\u3002\u5468\u5ea6\u91c7\u6837\u4fdd\u8bc1\u6837\u672c\u91cf\u7d2f\u79ef\u548c\u5f02\u5e38\u53ca\u65f6\u53d1\u73b0\uff0c\u6708\u5ea6\u6c47\u62a5\u907f\u5f00\u566a\u58f0\u533a\u95f4\u2014\u2014\u5355\u5468\u53d8\u5316\u8d85\u8fc7 MDC \u7684\u6982\u7387\u672c\u8eab\u5c31\u4e0d\u9ad8\uff0c\u6309\u5468\u6c47\u62a5\u5bb9\u6613\u5236\u9020\u865a\u5047\u6ce2\u52a8\u53d9\u4e8b\u3002<\/p>\n<p><strong>\u63d0\u53ca\u7387\u6da8\u4e86\u4f46\u4e1a\u52a1\u6ca1\u52a8\uff0c\u8bf4\u660e\u6307\u6807\u6ca1\u7528\u5417\uff1f<\/strong><br \/>\n\u66f4\u53ef\u80fd\u662f\u4f60\u505c\u5728\u4e86 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\/>\n\u4e0d\u9700\u8981\u989d\u5916\u91c7\u96c6\u3002\u540c\u4e00\u6279\u7b54\u6848\u91cc\u51fa\u73b0\u7684\u6240\u6709\u54c1\u724c\u540d\u90fd\u5e94\u8bb0\u5f55\uff0c\u7ade\u54c1\u6307\u6807\u548c\u81ea\u5df1\u7684\u6307\u6807\u6765\u81ea\u540c\u4e00\u4efd\u6837\u672c\uff0c\u8fd9\u4e5f\u662f\u4efd\u989d\u53e3\u5f84\u80fd\u6210\u7acb\u7684\u524d\u63d0\u2014\u2014\u5206\u5b50\u5206\u6bcd\u540c\u6e90\uff0c\u624d\u6ca1\u6709\u53e3\u5f84\u5dee\u3002<\/p>\n<p><strong>\u60c5\u611f\u4e3a\u4ec0\u4e48\u4e0d\u5355\u72ec\u4f5c\u4e3a\u4e00\u7ea7\u6307\u6807\uff1f<\/strong><br \/>\n\u56e0\u4e3a\u60c5\u611f\u6ca1\u6709\u72ec\u7acb\u7684\u91cf\u7eb2\uff0c\u5b83\u4fee\u9970\u7684\u662f\u6bcf\u4e00\u6b21\u63d0\u53ca\u7684\u4ef7\u503c\u65b9\u5411\u3002\u5355\u5217\u4f1a\u5bfc\u81f4&quot;\u8d1f\u9762\u63d0\u53ca\u4e5f\u7b97\u53ef\u89c1\u5ea6&quot;\u7684\u53e3\u5f84\u9519\u8bef\uff0c\u6b63\u786e\u505a\u6cd5\u662f\u628a\u5b83\u4f5c\u4e3a\u7b26\u53f7\u4f4d\u4e58\u8fdb\u5404\u7ea7\u6307\u6807\u3002<\/p>\n<p><strong>\u505a\u4e00\u8f6e\u5b8c\u6574\u8bc4\u4f30\u7684\u6210\u672c\u4e3b\u8981\u5728\u54ea\u91cc\uff1f<\/strong><br \/>\n\u4e0d\u5728\u8c03\u7528\u3002\u5355\u54c1\u7c7b 60 \u95ee\u53e5 \u00d7 4 \u5e73\u53f0 \u00d7 3 \u6b21 \u00d7 4 \u5468 = 2,880 \u6b21\/\u6708\uff0c\u6a21\u578b\u8c03\u7528\u6210\u672c\u5f88\u4f4e\u3002<strong>\u4e3b\u8981\u5f00\u9500\u662f\u4eba\u5de5\u6807\u6ce8<\/strong>\u2014\u2014\u6309\u6211\u4eec\u7684\u8bb0\u5f55\uff0c500 \u6761\u6837\u672c\u7684\u8bed\u4e49\u89d2\u8272\u6807\u6ce8\u7ea6\u9700 3\u20134 \u4eba\u65f6\uff0c\u8fd9\u4e5f\u662f&quot;\u80fd\u4e0d\u80fd\u957f\u671f\u8dd1\u4e0b\u53bb&quot;\u7684\u771f\u6b63\u74f6\u9888\u3002\u5148\u628a\u6253\u6807\u89c4\u5219\u56fa\u5316\u6210\u53ef\u590d\u7528\u7684\u5224\u5b9a\u8868\uff0c\u6210\u672c\u624d\u964d\u5f97\u4e0b\u6765\u3002<\/p>\n<p><strong>\u8fd9\u4e9b\u6307\u6807\u80fd\u5bf9\u4e0a\u4e1a\u52a1\u5417\uff1f<\/strong><br \/>\n12 \u4e2a\u54c1\u724c\u91cc\u6709 5 \u4e2a\u80fd\u62ff\u5230\u54c1\u724c\u8bcd\u641c\u7d22\u91cf\u6570\u636e\u3002\u63a8\u8350\u4f4d\u5360\u6709\u7387\u7684\u5468\u53d8\u5316\uff0c\u4e0e 4 \u5468\u540e\u54c1\u724c\u8bcd\u641c\u7d22\u91cf\u53d8\u5316\u7684\u76f8\u5173\u6027\u4e3a r=0.62\uff1b\u63d0\u53ca\u7387\u4e0e\u5176\u76f8\u5173\u6027\u53ea\u6709 r=0.18\u3002\u6837\u672c\u91cf\u592a\u5c0f\uff08n=5\uff09\uff0c\u53ea\u5f53\u65b9\u5411\u53c2\u8003\uff0c\u4e0d\u4f5c\u56e0\u679c\u7ed3\u8bba\u2014\u2014\u4f46\u65b9\u5411\u5f88\u660e\u786e\uff1a<strong>\u8be5\u76ef\u7684\u662f L2\uff0c\u4e0d\u662f 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