{"id":1276,"date":"2026-07-29T15:06:07","date_gmt":"2026-07-29T07:06:07","guid":{"rendered":"https:\/\/maxaeo.cn\/blog\/ai-search-marketing-tools\/"},"modified":"2026-08-06T20:34:08","modified_gmt":"2026-08-06T12:34:08","slug":"ai-search-marketing-tools","status":"publish","type":"post","link":"https:\/\/maxaeo.cn\/blog\/ai-search-marketing-tools\/","title":{"rendered":"AI \u641c\u7d22\u8425\u9500\u5de5\u5177\u63a8\u8350\uff1a2026 \u9009\u578b\u4e94\u5c42\u6846\u67b6\u4e0e\u6570\u636e\u9a8c\u6536\u6e05\u5355"},"content":{"rendered":"<p>\u641c\u300cAI \u641c\u7d22\u8425\u9500\u5de5\u5177\u63a8\u8350\u300d\uff0c\u7ffb\u5341\u9875\u5f97\u5230\u7684\u51e0\u4e4e\u662f\u540c\u4e00\u4efd\u699c\u5355\uff1a\u5341\u4e2a\u540d\u5b57\u3001\u4e00\u6bb5\u529f\u80fd\u63cf\u8ff0\u3001\u4e00\u53e5&quot;\u9002\u5408\u4e2d\u5927\u578b\u4f01\u4e1a&quot;\u3002\u8fd9\u7c7b\u5185\u5bb9\u6f0f\u6389\u4e86\u6700\u8981\u547d\u7684\u4e24\u4ef6\u4e8b\u2014\u2014\u8fd9\u4e9b\u5de5\u5177\u5206\u5c5e\u5b8c\u5168\u4e0d\u540c\u7684\u5c42\u7ea7\uff0c\u6a2a\u5411\u6bd4\u8f83\u672c\u8eab\u5c31\u4e0d\u6210\u7acb\uff1b\u4ee5\u53ca\u5b83\u4eec\u62a5\u51fa\u6765\u7684\u300c\u63d0\u53ca\u7387\u300d\u5f88\u53ef\u80fd\u8fde\u81ea\u5df1\u7684\u590d\u6d4b\u90fd\u8fc7\u4e0d\u4e86\u3002<\/p>\n<p>\u8fd9\u7bc7\u6587\u7ae0\u4e0d\u5217\u6392\u884c\u699c\u3002\u5b83\u7ed9\u4f60\u4e00\u4e2a\u5206\u5c42\u6846\u67b6\u3001\u4e00\u6b21\u4f60\u53ef\u4ee5\u62ff\u8ba1\u7b97\u5668\u81ea\u5df1\u590d\u7b97\u7684\u62bd\u6837\u8ba1\u7b97\u3001\u4e00\u4efd\u7b7e\u7ea6\u524d\u7684\u516b\u9879\u53cd\u5411\u6d4b\u8bd5\uff0c\u4ee5\u53ca\u4e00\u4e2a 30 \u5929\u843d\u5730\u8282\u594f\u3002<\/p>\n<h2>\u4ec0\u4e48\u662f AI \u641c\u7d22\u8425\u9500\u5de5\u5177\uff1f\u548c\u4f20\u7edf SEO \u5de5\u5177\u6709\u4f55\u533a\u522b<\/h2>\n<p>**AI \u641c\u7d22\u8425\u9500\u5de5\u5177\u6307\u7528\u4e8e\u76d1\u6d4b\u3001\u8bca\u65ad\u5e76\u6539\u5584\u54c1\u724c\u5728\u5927\u6a21\u578b\u95ee\u7b54\u4e2d\u51fa\u73b0\u65b9\u5f0f\u7684\u8f6f\u4ef6\u3002**\u5b83\u5173\u5fc3\u7684\u4e0d\u662f\u5173\u952e\u8bcd\u6392\u5728\u7b2c\u51e0\uff0c\u800c\u662f\u4e00\u4e2a\u95ee\u9898\u88ab\u95ee\u51fa\u6765\u65f6\uff0c\u7b54\u6848\u91cc\u6709\u6ca1\u6709\u4f60\u3001\u600e\u4e48\u63cf\u8ff0\u4f60\u3001\u5f15\u7528\u4e86\u8c01\u7684\u5185\u5bb9\u3002<\/p>\n<p>\u5dee\u522b\u5728\u8ba1\u91cf\u5355\u4f4d\u3002\u4f20\u7edf SEO \u5de5\u5177\u7684\u539f\u5b50\u5355\u4f4d\u662f\u300c\u5173\u952e\u8bcd\u2014URL\u2014\u6392\u540d\u300d\uff0c\u4e00\u4e2a\u67e5\u8be2\u5bf9\u5e94\u4e00\u4efd\u76f8\u5bf9\u7a33\u5b9a\u7684\u7ed3\u679c\u9875\uff0c\u4eca\u5929\u67e5\u548c\u660e\u5929\u67e5\u57fa\u672c\u4e00\u81f4\u3002AI \u641c\u7d22\u7684\u539f\u5b50\u5355\u4f4d\u662f\u300c\u63d0\u793a\u8bcd\u2014\u56de\u7b54\u2014\u4fe1\u6e90\u300d\uff0c\u540c\u4e00\u4e2a\u63d0\u793a\u8bcd\u95ee\u4e24\u6b21\u53ef\u80fd\u5f97\u5230\u4e24\u5957\u63aa\u8f9e\u3001\u4e24\u7ec4\u5f15\u7528\u6765\u6e90\uff0c\u751a\u81f3\u4e24\u4efd\u63a8\u8350\u540d\u5355\u3002<\/p>\n<p>\u8fd9\u4e2a\u5dee\u522b\u76f4\u63a5\u51b3\u5b9a\u4e86\u5de5\u5177\u5f62\u6001\uff1a\u6392\u540d\u5de5\u5177\u6bcf\u5929\u6293\u4e00\u6b21\u5c31\u591f\uff0cAI \u53ef\u89c1\u6027\u5de5\u5177\u5fc5\u987b\u505a\u91cd\u590d\u91c7\u6837\u548c\u7edf\u8ba1\u5904\u7406\uff0c\u5426\u5219\u5b83\u62a5\u7ed9\u4f60\u7684\u6570\u5b57\u53ea\u662f\u4e00\u6b21\u968f\u673a\u62bd\u5956\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u4e09\u6761\u5b9e\u9645\u5f71\u54cd\uff1a<\/p>\n<ul>\n<li><strong>\u6ca1\u6709&quot;\u7b2c\u4e00\u540d&quot;\u8fd9\u79cd\u786e\u5b9a\u7b54\u6848<\/strong>\uff0c\u53ea\u6709&quot;\u88ab\u63d0\u53ca\u7684\u6982\u7387&quot;\uff0c\u6240\u4ee5\u4e00\u5207\u7ed3\u8bba\u5fc5\u987b\u5e26\u6837\u672c\u91cf\u3002<\/li>\n<li><strong>\u540c\u4e00\u54c1\u724c\u5728\u4e0d\u540c\u5e73\u53f0\u7684\u8868\u73b0\u53ef\u4ee5\u5b8c\u5168\u76f8\u53cd<\/strong>\uff0c\u8de8\u5e73\u53f0\u52a0\u6743\u5e73\u5747\u4f1a\u628a\u6709\u7528\u4fe1\u606f\u62b9\u5e73\u3002<\/li>\n<li><strong>\u6539\u52a8\u751f\u6548\u5468\u671f\u4ee5\u5468\u8ba1<\/strong>\uff0c\u56e0\u4e3a\u8981\u7b49\u5e73\u53f0\u91cd\u65b0\u6293\u53d6\u5e76\u8fdb\u5165\u5176\u4fe1\u6e90\u6c60\uff0c\u800c\u4e0d\u662f\u7b49\u4e0b\u4e00\u6b21\u6392\u540d\u66f4\u65b0\u3002<\/li>\n<\/ul>\n<h2>\u73b0\u6709\u699c\u5355\u7684\u4e09\u4e2a\u5171\u540c\u76f2\u70b9<\/h2>\n<p>\u4e2d\u6587\u641c\u7d22\u7ed3\u679c\u91cc\u7684 AI \u641c\u7d22\u8425\u9500\u5de5\u5177\u63a8\u8350\uff0c\u5927\u591a\u6765\u81ea\u4f01\u4e1a\u535a\u5ba2\u4e0e\u95ee\u7b54\u5e73\u53f0\u7684\u6295\u653e\u5185\u5bb9\u3002\u5b83\u4eec\u8986\u76d6\u4e86\u5de5\u5177\u540d\u79f0\u548c\u529f\u80fd\u7f57\u5217\uff0c\u4f46\u96c6\u4f53\u6f0f\u6389\u4e09\u4ef6\u4e8b\u3002<\/p>\n<p>**\u7b2c\u4e00\uff0c\u628a\u4e0d\u540c\u5c42\u7ea7\u7684\u4ea7\u54c1\u5e76\u6392\u6bd4\u8f83\u3002**\u76d1\u6d4b\u5e73\u53f0\u3001\u4f18\u5316\u670d\u52a1\u5546\u3001\u5185\u5bb9\u751f\u6210\u5de5\u5177\u88ab\u585e\u8fdb\u540c\u4e00\u5f20\u8868\u6253\u5206\uff0c\u7b49\u4e8e\u62ff\u4f53\u6e29\u8ba1\u548c\u9000\u70e7\u836f\u6bd4\u7597\u6548\u3002<\/p>\n<p>**\u7b2c\u4e8c\uff0c\u4e0d\u4ea4\u4ee3\u6570\u636e\u600e\u4e48\u6765\u7684\u3002**\u51e0\u4e4e\u6ca1\u6709\u4e00\u4efd\u699c\u5355\u8bf4\u660e\u8fd9\u4e9b\u5de5\u5177\u6bcf\u5929\u8dd1\u591a\u5c11\u9053\u9898\u3001\u6bcf\u9053\u9898\u91cd\u590d\u51e0\u6b21\u3001\u8d70 API \u8fd8\u662f\u6a21\u62df\u771f\u4eba\u5165\u53e3\u3001\u8054\u7f51\u72b6\u6001\u662f\u5f00\u662f\u5173\u3002\u8fd9\u51e0\u4e2a\u53c2\u6570\u4e0d\u540c\uff0c&quot;\u63d0\u53ca\u7387 32%&quot;\u7684\u542b\u4e49\u5c31\u5b8c\u5168\u4e0d\u540c\u3002<\/p>\n<p>**\u7b2c\u4e09\uff0c\u56de\u907f\u4e86\u56fd\u5185\u5916\u5de5\u5177\u7684\u8986\u76d6\u65ad\u5c42\u3002**\u6d77\u5916\u5957\u4ef6\uff08\u628a AI \u53ef\u89c1\u6027\u505a\u6210\u9644\u52a0\u6a21\u5757\u7684 Semrush\u3001Ahrefs \u7b49\uff09\u5728 ChatGPT\u3001Perplexity\u3001Google AI Overviews \u4e0a\u6570\u636e\u624e\u5b9e\uff0c\u4f46\u57fa\u672c\u4e0d\u8986\u76d6\u8c46\u5305\u3001DeepSeek\u3001\u901a\u4e49\u5343\u95ee\u3001\u817e\u8baf\u5143\u5b9d\u3001\u6587\u5fc3\u4e00\u8a00\u2014\u2014\u800c\u8fd9\u51e0\u4e2a\u5e73\u53f0\u6070\u6070\u662f\u4e2d\u6587\u7528\u6237\u7684\u4e3b\u6218\u573a\u3002<\/p>\n<p><img decoding=\"async\" src=\"seoimg:\/\/1785300208351-2-8353-1.png\" alt=\"AI \u641c\u7d22\u8425\u9500\u5de5\u5177\u63a8\u8350\u7684\u4e94\u5c42\u5de5\u5177\u6808\u793a\u610f\u56fe\uff1a\u76d1\u6d4b\u5c42\u3001\u8bca\u65ad\u5c42\u3001\u5185\u5bb9\u5c42\u3001\u4fe1\u6e90\u5206\u53d1\u5c42\u3001\u5f52\u56e0\u5c42\u81ea\u4e0b\u800c\u4e0a\u6392\u5217\"><\/p>\n<h2>AI \u641c\u7d22\u8425\u9500\u5de5\u5177\u7684\u4e94\u5c42\u6808\uff1a\u4f60\u7f3a\u7684\u662f\u54ea\u4e00\u5c42<\/h2>\n<p>**\u628a\u5e02\u9762\u4e0a\u7684\u5de5\u5177\u6309\u300c\u5b83\u66ff\u4f60\u56de\u7b54\u54ea\u4e2a\u95ee\u9898\u300d\u5206\u6210\u4e94\u5c42\uff0c\u9009\u578b\u987a\u5e8f\u81ea\u7136\u5c31\u51fa\u6765\u4e86\u3002**\u5927\u591a\u6570\u56e2\u961f\u4e70\u9519\u5de5\u5177\uff0c\u4e0d\u662f\u56e0\u4e3a\u9009\u4e86\u5dee\u4ea7\u54c1\uff0c\u800c\u662f\u56e0\u4e3a\u5728\u7f3a\u7b2c\u56db\u5c42\u7684\u60c5\u51b5\u4e0b\u53cd\u590d\u52a0\u4e70\u7b2c\u4e00\u5c42\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5c42\u7ea7<\/th>\n<th>\u56de\u7b54\u7684\u95ee\u9898<\/th>\n<th>\u5178\u578b\u80fd\u529b<\/th>\n<th>\u7f3a\u4e86\u4f1a\u600e\u6837<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>L1 \u76d1\u6d4b\u5c42<\/td>\n<td>\u6211\u73b0\u5728\u88ab\u63d0\u5230\u4e86\u5417<\/td>\n<td>\u591a\u5e73\u53f0\u63d0\u53ca\u7387\u3001\u6392\u4f4d\u3001\u60c5\u611f\u503e\u5411\u3001\u7ade\u54c1\u5bf9\u6bd4<\/td>\n<td>\u5168\u51ed\u624b\u52a8\u95ee\u51e0\u53e5\uff0c\u6ca1\u6709\u57fa\u7ebf<\/td>\n<\/tr>\n<tr>\n<td>L2 \u8bca\u65ad\u5c42<\/td>\n<td>\u4e3a\u4ec0\u4e48\u6ca1\u88ab\u63d0\u5230<\/td>\n<td>\u5f15\u7528\u4fe1\u6e90\u62c6\u89e3\u3001\u7ade\u54c1\u4fe1\u6e90\u7f3a\u53e3\u3001\u88ab\u5f15\u672a\u88ab\u8350\u5206\u6790<\/td>\n<td>\u770b\u5f97\u89c1\u5206\u6570\uff0c\u4e0d\u77e5\u9053\u6539\u4ec0\u4e48<\/td>\n<\/tr>\n<tr>\n<td>L3 \u5185\u5bb9\u5c42<\/td>\n<td>\u6211\u8be5\u600e\u4e48\u6539\u5185\u5bb9<\/td>\n<td>\u6bb5\u843d\u7ea7\u53ef\u5f15\u7528\u6027\u8bc4\u5206\u3001\u95ee\u7b54\u5f0f\u6539\u5199\u3001\u7ed3\u6784\u5316\u6570\u636e<\/td>\n<td>\u6539\u4e86\u4e00\u5806\uff0cAI \u8fd8\u662f\u4e0d\u6458\u4f60<\/td>\n<\/tr>\n<tr>\n<td>L4 \u4fe1\u6e90\u5206\u53d1\u5c42<\/td>\n<td>\u5185\u5bb9\u8be5\u53d1\u5230\u54ea\u53bb<\/td>\n<td>\u5404\u5e73\u53f0\u4fe1\u6e90\u901a\u9053\u6620\u5c04\u3001\u6295\u653e\u4f18\u5148\u7ea7<\/td>\n<td>\u5b98\u7f51\u5199\u5f97\u518d\u597d\uff0c\u6a21\u578b\u6839\u672c\u8bfb\u4e0d\u5230<\/td>\n<\/tr>\n<tr>\n<td>L5 \u5f52\u56e0\u5c42<\/td>\n<td>\u8fd9\u4e9b\u52a8\u4f5c\u503c\u4e0d\u503c<\/td>\n<td>AI \u6765\u6e90\u6d41\u91cf\u8bc6\u522b\u3001\u722c\u866b\u65e5\u5fd7\u3001\u8f6c\u5316\u5f52\u56e0<\/td>\n<td>\u65e0\u6cd5\u5411\u4e0a\u6c47\u62a5\uff0c\u9884\u7b97\u505a\u4e0d\u8fdb\u4e0b\u4e00\u5e74<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u987a\u5e8f\u4e0a\u6709\u4e2a\u53cd\u76f4\u89c9\u7684\u5efa\u8bae\uff1a**\u5982\u679c\u9884\u7b97\u53ea\u591f\u4e24\u5c42\uff0c\u9009 L1 + L4\uff0c\u800c\u4e0d\u662f L1 + L2\u3002**\u76d1\u6d4b\u544a\u8bc9\u4f60\u6709\u6ca1\u6709\u75c5\uff0c\u4fe1\u6e90\u5206\u53d1\u662f\u552f\u4e00\u771f\u6b63\u80fd\u6539\u53d8\u7ed3\u679c\u7684\u52a8\u4f5c\u5c42\uff0c\u800c\u8bca\u65ad\u5c42\u7684\u5f88\u591a\u7ed3\u8bba\u5176\u5b9e\u53ef\u4ee5\u9760\u4eba\u5de5\u8bfb\u51e0\u5341\u6761\u539f\u59cb\u56de\u7b54\u5f97\u51fa\u3002<\/p>\n<p>L2 \u7684\u4ef7\u503c\u5728\u89c4\u6a21\u5316\u4e4b\u540e\u624d\u663e\u73b0\u3002\u5f53\u4f60\u8981\u540c\u65f6\u7ba1 200 \u4e2a\u63d0\u793a\u8bcd\u30015 \u4e2a\u7ade\u54c1\u30018 \u4e2a\u5e73\u53f0\u65f6\uff0c\u4eba\u5de5\u8bfb\u56de\u7b54\u4f1a\u5d29\u6e83\uff0c\u90a3\u65f6\u8bca\u65ad\u5c42\u624d\u503c\u90a3\u4e2a\u94b1\u3002\u5173\u4e8e\u300c\u53c2\u8003\u6765\u6e90\u91cc\u6709\u4f60\u3001\u63a8\u8350\u540d\u5355\u91cc\u6ca1\u4f60\u300d\u8fd9\u7c7b\u5178\u578b\u8bca\u65ad\u573a\u666f\uff0c\u53ef\u4ee5\u5bf9\u7167<a href=\"https:\/\/maxaeo.cn\/blog\/citation-not-recommended\">\u88ab\u5f15\u7528\u4e0d\u7b49\u4e8e\u88ab\u63a8\u8350\u7684\u6392\u67e5\u8def\u5f84<\/a>\u6765\u5224\u65ad\u95ee\u9898\u51fa\u5728\u4fe1\u6e90\u8fd8\u662f\u51fa\u5728\u8868\u8ff0\u3002<\/p>\n<p>L3 \u7684\u5e38\u89c1\u8bef\u533a\u662f\u628a\u5b83\u5f53\u6210\u5199\u4f5c\u5de5\u5177\u4e70\u3002\u5b83\u771f\u6b63\u8be5\u4ea7\u51fa\u7684\u662f\u6bb5\u843d\u7ea7\u5224\u65ad\u2014\u2014\u54ea\u4e00\u6bb5\u6709\u88ab\u6574\u6bb5\u6458\u8d70\u7684\u7ed3\u6784\uff08\u4e00\u53e5\u5b9a\u4e49\u3001\u4e00\u7ec4\u6570\u5b57\u3001\u4e00\u5f20\u5bf9\u6bd4\u8868\uff09\uff0c\u54ea\u4e00\u6bb5\u662f\u6a21\u578b\u4f1a\u8df3\u8fc7\u7684\u5f62\u5bb9\u8bcd\u5806\u780c\u3002<a href=\"https:\/\/maxaeo.cn\/blog\/passage-ai-citation\">AI \u5f15\u7528\u7684\u5230\u5e95\u662f\u4f60\u7684\u54ea\u4e00\u6bb5<\/a>\u7ed9\u51fa\u4e86\u6bb5\u843d\u7ea7\u53ef\u5f15\u7528\u6027\u7684\u5b9e\u6d4b\u53e3\u5f84\uff0c\u53ef\u4ee5\u76f4\u63a5\u62ff\u6765\u5f53 L3 \u5de5\u5177\u7684\u9a8c\u6536\u6807\u51c6\u3002<\/p>\n<p>L4 \u6700\u5bb9\u6613\u88ab\u4f4e\u4f30\u3002\u56fd\u4ea7\u6a21\u578b\u7684\u4fe1\u6e90\u7ed3\u6784\u5dee\u5f02\u6781\u5927\u2014\u2014\u6709\u7684\u4e3b\u8981\u8bfb\u5e95\u5c42\u641c\u7d22\u5f15\u64ce\u7d22\u5f15\uff0c\u6709\u7684\u5f3a\u4f9d\u8d56\u81ea\u6709\u751f\u6001\u5185\u5bb9\u6c60\uff0c\u6709\u7684\u6302\u4e86\u72ec\u7acb\u77e5\u8bc6\u5e93\u3002\u540c\u4e00\u7bc7\u6587\u7ae0\u53d1\u5728\u4e0d\u540c\u5730\u65b9\uff0c\u88ab\u8bfb\u5230\u7684\u6982\u7387\u76f8\u5dee\u4e00\u4e2a\u91cf\u7ea7\u3002<a href=\"https:\/\/maxaeo.cn\/blog\/china-ai-source-stack\">\u56fd\u4ea7 AI \u7684\u4e09\u5c42\u4fe1\u6e90\u6808\u5730\u56fe<\/a>\u62c6\u89e3\u4e86\u8fd9\u4e09\u5c42\u5206\u522b\u8be5\u6295\u4ec0\u4e48\uff1b\u5355\u5e73\u53f0\u7684\u901a\u9053\u6253\u6cd5\u53ef\u4ee5\u770b<a href=\"https:\/\/maxaeo.cn\/blog\/yuanbao-brand-recommendation\">\u817e\u8baf\u5143\u5b9d\u7684\u641c\u72d7\u3001\u516c\u4f17\u53f7\u3001\u817e\u8baf\u65b0\u95fb\u4e09\u6761\u4fe1\u6e90\u901a\u9053<\/a>\u8fd9\u4e2a\u5177\u4f53\u6837\u672c\u3002<\/p>\n<h2>\u63d0\u53ca\u7387\u8981\u591a\u5c11\u9053\u9898\u624d\u53ef\u4fe1\uff1a\u4e00\u6b21\u4f60\u53ef\u4ee5\u81ea\u5df1\u590d\u7b97\u7684\u8ba1\u7b97<\/h2>\n<p>**\u8fd9\u662f\u9009\u578b\u65f6\u6700\u8be5\u95ee\u3001\u5374\u51e0\u4e4e\u6ca1\u4eba\u95ee\u7684\u95ee\u9898\u3002**\u7b54\u6848\u6709\u660e\u786e\u6570\u503c\uff1a\u5982\u679c\u4f60\u8981\u5224\u8bfb 5 \u4e2a\u767e\u5206\u70b9\u4ee5\u5185\u7684\u53d8\u5316\uff0c\u6bcf\u8f6e\u81f3\u5c11\u9700\u8981 300 \u9053\u72ec\u7acb\u63d0\u793a\u8bcd\uff1b\u5f88\u591a\u5de5\u5177\u9ed8\u8ba4\u7684 20\u201330 \u9053\u9898\uff0c\u8bef\u5dee\u5927\u5230\u8fde\u4e00\u534a\u7684\u6ce2\u52a8\u90fd\u662f\u566a\u58f0\u3002<\/p>\n<p>\u63a8\u5bfc\u5f88\u7b80\u5355\u3002\u54c1\u724c\u63d0\u53ca\u7387\u672c\u8d28\u662f\u4e00\u4e2a\u4e8c\u9879\u6bd4\u4f8b\uff1an \u9053\u9898\u91cc\u6709 k \u9053\u63d0\u5230\u4f60\u3002\u5728\u771f\u5b9e\u63d0\u53ca\u7387 p = 30% \u7684\u5047\u8bbe\u4e0b\uff0c95% \u7f6e\u4fe1\u533a\u95f4\u534a\u5bbd\u4e3a 1.96 \u00d7 \u221a(p(1\u2212p)\/n)\uff1b\u4e24\u8f6e\u72ec\u7acb\u5bf9\u6bd4\u7684\u6700\u5c0f\u53ef\u5224\u8bfb\u5dee\u5f02\u7ea6\u4e3a \u221a2 \u500d\u7684\u5355\u8f6e\u534a\u5bbd\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6bcf\u8f6e\u9898\u91cf n<\/th>\n<th>\u7f6e\u4fe1\u533a\u95f4\u534a\u5bbd<\/th>\n<th>\u62a5\u51fa 30% \u65f6\u7684\u771f\u5b9e\u533a\u95f4<\/th>\n<th>\u4e24\u8f6e\u5bf9\u6bd4\u80fd\u5224\u8bfb\u7684\u6700\u5c0f\u5dee\u5f02<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>20<\/td>\n<td>\u00b120.1pp<\/td>\n<td>9.9% \u2013 50.1%<\/td>\n<td>28.4pp<\/td>\n<\/tr>\n<tr>\n<td>30<\/td>\n<td>\u00b116.4pp<\/td>\n<td>13.6% \u2013 46.4%<\/td>\n<td>23.2pp<\/td>\n<\/tr>\n<tr>\n<td>50<\/td>\n<td>\u00b112.7pp<\/td>\n<td>17.3% \u2013 42.7%<\/td>\n<td>18.0pp<\/td>\n<\/tr>\n<tr>\n<td>100<\/td>\n<td>\u00b19.0pp<\/td>\n<td>21.0% \u2013 39.0%<\/td>\n<td>12.7pp<\/td>\n<\/tr>\n<tr>\n<td>300<\/td>\n<td>\u00b15.2pp<\/td>\n<td>24.8% \u2013 35.2%<\/td>\n<td>7.3pp<\/td>\n<\/tr>\n<tr>\n<td>500<\/td>\n<td>\u00b14.0pp<\/td>\n<td>26.0% \u2013 34.0%<\/td>\n<td>5.7pp<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8bfb\u8fd9\u5f20\u8868\u7684\u6b63\u786e\u59ff\u52bf\u662f\u770b\u6700\u540e\u4e00\u5217\u3002**\u4e00\u6b3e\u6bcf\u8f6e\u53ea\u8dd1 30 \u9053\u9898\u7684\u5de5\u5177\uff0c\u7ed9\u4f60\u753b\u51fa\u4e00\u6761\u4ece 28% \u6da8\u5230 35% \u7684\u6f02\u4eae\u66f2\u7ebf\uff0c\u5728\u7edf\u8ba1\u4e0a\u548c\u4e00\u6761\u76f4\u7ebf\u6ca1\u6709\u533a\u522b\u3002**\u4f60\u4e3a\u8fd9\u6761\u66f2\u7ebf\u505a\u7684\u6240\u6709\u5f52\u56e0\uff0c\u90fd\u662f\u5728\u89e3\u8bfb\u566a\u58f0\u3002<\/p>\n<p>\u66f4\u9ebb\u70e6\u7684\u662f\uff0c\u8fd9\u91cc\u7684 n \u5fc5\u987b\u662f<strong>\u72ec\u7acb\u63d0\u793a\u8bcd\u7684\u6570\u91cf\uff0c\u4e0d\u662f\u8bf7\u6c42\u6b21\u6570<\/strong>\u3002\u6709\u4e9b\u5de5\u5177\u7528\u300c30 \u9053\u9898 \u00d7 \u6bcf\u9898\u91cd\u590d 10 \u6b21 = 300 \u4e2a\u6837\u672c\u300d\u6765\u6491\u6570\u636e\u91cf\uff0c\u4f46\u540c\u4e00\u9053\u9898\u7684 10 \u6b21\u91cd\u590d\u9ad8\u5ea6\u76f8\u5173\uff0c\u964d\u4e0d\u4e86\u591a\u5c11\u65b9\u5dee\u3002\u5b83\u80fd\u6d4b\u7684\u662f\u5355\u9898\u7a33\u5b9a\u6027\uff0c\u4e0d\u662f\u6574\u4f53\u53ef\u89c1\u6027\u3002\u5408\u7406\u505a\u6cd5\u662f\u4e24\u8005\u5206\u5f00\uff1a\u9898\u9762\u5c3d\u91cf\u591a\u4e14\u4e92\u4e0d\u91cd\u590d\uff0c\u7528\u6765\u4f30\u63d0\u53ca\u7387\uff1b\u5355\u9898\u91cd\u590d 5\u201310 \u6b21\uff0c\u7528\u6765\u6807\u8bb0\u54ea\u4e9b\u95ee\u9898\u7684\u7b54\u6848\u672c\u8eab\u5c31\u5728\u6f02\u3002<\/p>\n<p>\u90a3\u4e48\u7b54\u6848\u5230\u5e95\u6f02\u5230\u4ec0\u4e48\u7a0b\u5ea6\uff1fThinking Machines Lab \u7684\u6280\u672f\u6587\u7ae0<a href=\"https:\/\/thinkingmachines.ai\/blog\/defeating-nondeterminism-in-llm-inference\/\">\u300aDefeating Nondeterminism in LLM Inference\u300b<\/a>\u505a\u8fc7\u4e00\u6b21\u5e72\u51c0\u7684\u5b9e\u6d4b\uff1a\u5728 temperature = 0\uff08\u5373\u7406\u8bba\u4e0a\u5b8c\u5168\u786e\u5b9a\u7684\u8d2a\u5fc3\u91c7\u6837\uff09\u4e0b\u751f\u6210 1000 \u6b21\u8865\u5168\uff0c\u5f97\u5230\u4e86 <strong>80 \u4e2a\u4e0d\u540c\u7684\u8f93\u51fa<\/strong>\uff0c\u6700\u65e9\u7684\u5206\u6b67\u51fa\u73b0\u5728\u7b2c 103 \u4e2a token\u3002\u539f\u56e0\u4e0d\u662f\u6d6e\u70b9\u8bef\u5dee\u7384\u5b66\uff0c\u800c\u662f\u63a8\u7406\u5185\u6838\u4e0d\u6ee1\u8db3 batch invariance\u2014\u2014\u670d\u52a1\u5668\u8d1f\u8f7d\u6ce2\u52a8\u5bfc\u81f4\u6279\u5927\u5c0f\u53d8\u5316\uff0c\u540c\u6837\u7684\u8f93\u5165\u7b97\u51fa\u4e0d\u540c\u7684\u6570\u503c\u3002<\/p>\n<p>\u8fd9\u662f\u5de5\u7a0b\u4e8b\u5b9e\uff0c\u4e0d\u662f\u6a21\u578b\u813e\u6c14\u3002\u5b83\u610f\u5473\u7740\uff1a<strong>\u4efb\u4f55\u5355\u6b21\u91c7\u6837\u7684\u54c1\u724c\u63d0\u53ca\u7ed3\u8bba\u90fd\u4e0d\u6210\u7acb<\/strong>\uff0c\u54ea\u6015\u5e73\u53f0\u628a\u968f\u673a\u6027\u8c03\u5230\u6700\u4f4e\u3002\u4e0d\u540c\u56fd\u4ea7\u6a21\u578b\u4e4b\u95f4\u7684\u7b54\u6848\u5206\u6b67\u8fd8\u8981\u66f4\u5927\uff0c<a href=\"https:\/\/maxaeo.cn\/blog\/china-ai-answer-divergence\">\u540c\u4e00\u95ee\u9898\u95ee\u4e5d\u4e2a\u56fd\u4ea7 AI \u7684\u5206\u6b67\u5ea6\u5b9e\u6d4b<\/a>\u7ed9\u51fa\u4e86\u8de8\u5e73\u53f0\u7684\u79bb\u6563\u8303\u56f4\uff0c\u53ef\u4ee5\u7528\u6765\u8bbe\u5b9a\u4f60\u81ea\u5df1\u7684\u76d1\u6d4b\u4f18\u5148\u7ea7\u3002<\/p>\n<p>\u987a\u5e26\u4e00\u63d0\uff0c\u540c\u6837\u7684\u7b97\u672f\u4e5f\u51b3\u5b9a\u4e86\u7ade\u54c1\u5bf9\u6bd4\u8be5\u600e\u4e48\u8bfb\uff1a**\u4f60 30%\u3001\u7ade\u54c1 38%\uff0c\u5728 100 \u9053\u9898\u7684\u6837\u672c\u4e0b\u5dee\u8ddd\u843d\u5728\u8bef\u5dee\u91cc\uff0c\u4e0d\u6784\u6210&quot;\u843d\u540e&quot;\u3002**\u8981\u4e48\u628a\u9898\u91cf\u63d0\u5230 300\uff0c\u8981\u4e48\u628a\u8fd9\u7c7b\u7ed3\u8bba\u964d\u7ea7\u4e3a&quot;\u6682\u65e0\u7ed3\u8bba&quot;\u3002<\/p>\n<h2>8 \u9879\u53cd\u5411\u6d4b\u8bd5\uff1a\u4e00\u5468\u8bd5\u7528\u671f\u600e\u4e48\u9a8c\u4e00\u6b3e\u5de5\u5177\u7684\u6570\u636e\u662f\u4e0d\u662f\u771f\u7684<\/h2>\n<p>\u9009\u578b\u9636\u6bb5\u6700\u6709\u6548\u7684\u52a8\u4f5c\u4e0d\u662f\u770b Demo\uff0c\u662f\u5728\u8bd5\u7528\u671f\u8dd1\u4e00\u904d\u53cd\u5411\u6d4b\u8bd5\u3002\u8fd9\u5957\u6d4b\u8bd5\u4e0d\u9700\u8981\u6280\u672f\u80cc\u666f\uff0c\u516b\u9879\u5168\u90e8\u53ef\u4ee5\u5728\u4e00\u5468\u5185\u505a\u5b8c\u3002<\/p>\n<ol>\n<li><strong>\u5e7d\u7075\u54c1\u724c\u6d4b\u8bd5\u3002<\/strong> \u7f16\u4e00\u4e2a\u7edd\u4e0d\u5b58\u5728\u7684\u54c1\u724c\u540d\uff08\u5982&quot;\u6c83\u5c91\u667a\u8054&quot;\uff09\uff0c\u52a0\u8fdb\u76d1\u6d4b\u5217\u8868\u3002\u771f\u5b9e\u91c7\u6837\u7684\u5de5\u5177\u4f1a\u62a5\u63a5\u8fd1 0 \u7684\u63d0\u53ca\u7387\uff1b\u5982\u679c\u5b83\u7ed9\u51fa 5% \u4ee5\u4e0a\u7684&quot;\u63d0\u53ca&quot;\uff0c\u8bf4\u660e\u5339\u914d\u903b\u8f91\u662f\u6a21\u7cca\u5b57\u7b26\u4e32\u547d\u4e2d\uff0c\u4e0d\u662f\u8bed\u4e49\u8bc6\u522b\u3002<\/li>\n<li><strong>\u5df2\u77e5\u951a\u70b9\u6d4b\u8bd5\u3002<\/strong> \u9009\u4e00\u4e2a\u4f60\u6240\u5728\u884c\u4e1a\u516c\u8ba4\u7684\u5934\u90e8\u54c1\u724c\u505a\u5bf9\u7167\u3002\u5b83\u7684\u63d0\u53ca\u7387\u5982\u679c\u548c\u4f60\u5dee\u4e0d\u591a\uff0c\u4e0d\u662f\u4f60\u5389\u5bb3\uff0c\u662f\u8fd9\u6b3e\u5de5\u5177\u7684\u6570\u636e\u6ca1\u5206\u8fa8\u529b\u3002<\/li>\n<li><strong>\u540c\u65e5\u91cd\u6d4b\u6f02\u79fb\u3002<\/strong> \u540c\u4e00\u6279\u9898\u3001\u540c\u4e00\u5929\u3001\u95f4\u9694 4 \u5c0f\u65f6\u8dd1\u4e24\u6b21\u3002\u628a\u5dee\u503c\u548c\u4e0a\u8868\u7684&quot;\u6700\u5c0f\u53ef\u5224\u8bfb\u5dee\u5f02&quot;\u6bd4\u5bf9\u3002\u5dee\u503c\u8fdc\u8d85\u7406\u8bba\u503c\uff0c\u8bf4\u660e\u5b83\u7684\u5b9e\u9645\u91c7\u6837\u91cf\u6bd4\u5ba3\u79f0\u7684\u5c11\u3002<\/li>\n<li><strong>\u6eaf\u6e90\u53ef\u70b9\u5f00\u3002<\/strong> \u968f\u673a\u62bd 10 \u6761\u88ab\u6807\u8bb0\u4e3a&quot;\u63d0\u53ca&quot;\u7684\u8bb0\u5f55\uff0c\u8981\u6c42\u7ed9\u51fa\u539f\u59cb\u56de\u7b54\u5168\u6587\u3001\u5e73\u53f0\u3001\u65f6\u95f4\u6233\u3002\u7ed9\u4e0d\u51fa\u5168\u6587\u3001\u53ea\u7ed9\u622a\u56fe\u6216\u6458\u8981\u7684\uff0c\u8fd9\u6761\u6570\u636e\u4e0d\u53ef\u7528\u4e8e\u5f52\u56e0\u3002<\/li>\n<li><strong>\u8054\u7f51\u6001\u6807\u6ce8\u3002<\/strong> \u540c\u4e00\u4e2a\u95ee\u9898\uff0c\u6a21\u578b\u5f00\u8054\u7f51\u548c\u4e0d\u5f00\u8054\u7f51\u7684\u7b54\u6848\u5f80\u5f80\u5b8c\u5168\u4e0d\u540c\u3002\u5de5\u5177\u5fc5\u987b\u5206\u5f00\u7edf\u8ba1\u8fd9\u4e24\u79cd\u72b6\u6001\uff1b\u6df7\u5728\u4e00\u8d77\u7b97\u51fa\u7684\u63d0\u53ca\u7387\u6ca1\u6709\u53ef\u64cd\u4f5c\u6027\u3002<\/li>\n<li><strong>\u5165\u53e3\u771f\u4f2a\u3002<\/strong> \u76f4\u63a5\u95ee\u5382\u5546\uff1a\u4f60\u4eec\u662f\u8c03\u5b98\u65b9 API\uff0c\u8fd8\u662f\u6a21\u62df\u7f51\u9875\u7aef\u767b\u5f55\u6001\uff1f\u4e24\u8005\u7ed3\u679c\u5dee\u5f02\u5f88\u5927\uff0c\u7f51\u9875\u7aef\u66f4\u63a5\u8fd1\u771f\u5b9e\u7528\u6237\u770b\u5230\u7684\u5185\u5bb9\uff0c\u4f46\u7a33\u5b9a\u6027\u5dee\u3002\u542b\u7cca\u5176\u8f9e\u7684\uff0c\u901a\u5e38\u662f\u9760\u5c11\u91cf\u6293\u53d6\u52a0\u63a8\u65ad\u3002<\/li>\n<li><strong>\u9898\u5e93\u5f52\u5c5e\u3002<\/strong> \u786e\u8ba4\u63d0\u793a\u8bcd\u9898\u5e93\u662f\u4f60\u53ef\u7f16\u8f91\u3001\u53ef\u5bfc\u51fa\u7684\uff0c\u8fd8\u662f\u5382\u5546\u81ea\u52a8\u751f\u6210\u7684\u9ed1\u76d2\u3002\u9ed1\u76d2\u9898\u5e93\u610f\u5473\u7740\u4f60\u65e0\u6cd5\u6392\u9664&quot;\u9898\u9762\u504f\u5411\u81ea\u5bb6\u5ba2\u6237&quot;\u7684\u53ef\u80fd\u3002<\/li>\n<li><strong>\u5f52\u56e0\u94fe\u8def\u662f\u5426\u95ed\u5408\u3002<\/strong> \u95ee\u5b83\u80fd\u5426\u628a&quot;\u67d0\u5e73\u53f0\u67d0\u6b21\u63d0\u53ca&quot;\u548c\u4f60\u7ad9\u70b9\u7684\u5b9e\u9645\u8bbf\u95ee\u3001\u7559\u8d44\u5bf9\u4e0a\u3002\u505a\u4e0d\u5230 L5 \u7684\u5de5\u5177\uff0c\u53ea\u80fd\u8bc1\u660e\u6709\u66dd\u5149\uff0c\u8bc1\u660e\u4e0d\u4e86\u6709\u4ef7\u503c\u3002<\/li>\n<\/ol>\n<p>\u516b\u9879\u91cc\u51e1\u662f\u7b2c 1\u30013\u30014 \u9879\u4e0d\u8fc7\u5173\u7684\uff0c\u76f4\u63a5\u51fa\u5c40\u2014\u2014\u90a3\u8bf4\u660e\u6570\u636e\u5c42\u5c31\u4e0d\u6210\u7acb\uff0c\u529f\u80fd\u518d\u591a\u90fd\u662f\u5728\u9519\u8bef\u6570\u5b57\u4e0a\u505a\u52a0\u6cd5\u3002\u7b2c 5\u30016 \u9879\u4e0d\u8fc7\u5173\u53ef\u4ee5\u8c08\uff0c\u4f46\u8981\u5728\u5408\u540c\u91cc\u5199\u6e05\u53e3\u5f84\u3002<\/p>\n<h2>\u56fd\u5185\u5916\u5de5\u5177\u600e\u4e48\u5206\u5de5\uff1a\u8986\u76d6\u5e73\u53f0\u662f\u7b2c\u4e00\u51b3\u7b56\u53d8\u91cf<\/h2>\n<p>**\u5148\u786e\u5b9a\u8981\u76d1\u6d4b\u54ea\u4e9b\u5e73\u53f0\uff0c\u518d\u9009\u5de5\u5177\uff0c\u987a\u5e8f\u53cd\u4e86\u5c31\u4f1a\u4e70\u91cd\u590d\u3002**\u5e73\u53f0\u8986\u76d6\u662f\u786c\u7ea6\u675f\uff0c\u529f\u80fd\u4e30\u5bcc\u5ea6\u662f\u8f6f\u6307\u6807\u3002<\/p>\n<p>\u6d77\u5916\u5957\u4ef6\u7684\u4f18\u52bf\u662f\u628a AI \u53ef\u89c1\u6027\u63a5\u8fdb\u4e86\u5df2\u6709\u7684 SEO \u5de5\u4f5c\u6d41\uff1a\u4efd\u989d\u4e4b\u58f0\u3001\u60c5\u611f\u5206\u6790\u3001\u63d0\u793a\u8bcd\u6279\u91cf\u76d1\u6d4b\u90fd\u80fd\u548c\u5173\u952e\u8bcd\u3001\u5916\u94fe\u6570\u636e\u653e\u5728\u540c\u4e00\u5957\u62a5\u8868\u91cc\u3002\u5c40\u9650\u4e5f\u660e\u786e\u2014\u2014AI \u53ef\u89c1\u6027\u5bf9\u5b83\u4eec\u662f\u9644\u52a0\u6a21\u5757\u800c\u975e\u4e3b\u4e1a\uff0c\u4e14\u4e2d\u6587\u5e73\u53f0\u8986\u76d6\u57fa\u672c\u4e3a\u7a7a\u3002<\/p>\n<p>\u56fd\u4ea7 GEO \u76d1\u6d4b\u5de5\u5177\u7684\u4f18\u52bf\u6b63\u597d\u76f8\u53cd\uff1a\u8986\u76d6\u8c46\u5305\u3001DeepSeek\u3001\u901a\u4e49\u5343\u95ee\u3001\u817e\u8baf\u5143\u5b9d\u3001\u6587\u5fc3\u4e00\u8a00\u7b49\u4e2d\u6587\u4e3b\u529b\u5e73\u53f0\uff0c\u7406\u89e3\u672c\u5730\u4fe1\u6e90\u751f\u6001\u3002\u5c40\u9650\u662f\u6210\u7acb\u65f6\u95f4\u77ed\uff0c\u91c7\u6837\u65b9\u6cd5\u5b66\u7684\u900f\u660e\u5ea6\u666e\u904d\u504f\u4f4e\u2014\u2014\u8fd9\u6b63\u662f\u4e0a\u4e00\u8282\u516b\u9879\u6d4b\u8bd5\u7684\u7528\u6b66\u4e4b\u5730\u3002<\/p>\n<p>**\u9762\u5411\u4e2d\u6587\u5e02\u573a\u7684\u56e2\u961f\uff0c\u5b9e\u9645\u7ed3\u8bba\u901a\u5e38\u662f&quot;\u5fc5\u987b\u56fd\u4ea7\u4e3a\u4e3b&quot;\uff0c\u800c\u4e0d\u662f&quot;\u56fd\u5185\u5916\u5404\u4e70\u4e00\u5957&quot;\u3002**\u9664\u975e\u4f60\u6709\u660e\u786e\u7684\u51fa\u6d77\u4e1a\u52a1\uff0c\u5426\u5219\u6d77\u5916\u5957\u4ef6\u7684 AI \u6a21\u5757\u5bf9\u4f60\u7684\u5b9e\u9645\u51b3\u7b56\u8d21\u732e\u6709\u9650\u3002<\/p>\n<p>\u8986\u76d6\u5e73\u53f0\u7684\u9009\u62e9\u8fd8\u8981\u770b\u6a21\u578b\u80cc\u540e\u8bfb\u4ec0\u4e48\u3002\u540c\u4e3a\u7535\u5546\u76f8\u5173\u95ee\u9898\uff0c<a href=\"https:\/\/maxaeo.cn\/blog\/qwen-brand-recommendation-sources\">\u901a\u4e49\u5343\u95ee\u63a8\u8350\u54c1\u724c\u65f6\u5230\u5e95\u5728\u8bfb\u4e0d\u5728\u8bfb\u963f\u91cc\u7cfb\u5185\u5bb9<\/a>\u63d0\u4f9b\u4e86\u4e00\u5957\u53ef\u81ea\u5df1\u9a8c\u8bc1\u7684\u65b9\u6cd5\uff0c\u6bd4\u542c\u5382\u5546\u4ecb\u7ecd&quot;\u8986\u76d6 N \u4e2a\u5e73\u53f0&quot;\u6709\u7528\u5f97\u591a\u3002\u5982\u679c\u9884\u7b97\u53ea\u591f\u8986\u76d6\u4e09\u4e2a\u5e73\u53f0\uff0c\u9009\u62e9\u4f9d\u636e\u4e0d\u662f\u540d\u6c14\u800c\u662f\u4f60\u6240\u5728\u884c\u4e1a\u7684\u7528\u6237\u5206\u5e03\u4e0e\u8be5\u5e73\u53f0\u7b54\u6848\u7684\u5f71\u54cd\u529b\u6743\u91cd\uff0c<a href=\"https:\/\/maxaeo.cn\/blog\/ai-monitoring-priority\">\u4e09\u4e2a\u5e73\u53f0\u8be5\u600e\u4e48\u6392\u4f18\u5148\u7ea7<\/a>\u7ed9\u51fa\u4e86\u5177\u4f53\u7684\u6392\u5e8f\u65b9\u6cd5\u3002<\/p>\n<h2>\u4e0d\u540c\u9884\u7b97\u4e0b\u7684 AI \u641c\u7d22\u8425\u9500\u5de5\u5177\u63a8\u8350\u600e\u4e48\u6392<\/h2>\n<p>**\u6ca1\u6709\u666e\u9002\u6700\u4f18\u89e3\uff0c\u53ea\u6709&quot;\u5f53\u524d\u74f6\u9888\u5728\u54ea\u5c42&quot;\u7684\u6700\u4f18\u89e3\u3002**\u4e0b\u8868\u6309\u56e2\u961f\u5b9e\u9645\u72b6\u6001\u7ed9\u51fa\u4f18\u5148\u7ea7\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u56e2\u961f\u60c5\u51b5<\/th>\n<th>\u4f18\u5148\u8865\u54ea\u5c42<\/th>\n<th>\u5224\u65ad\u4f60\u5904\u5728\u8fd9\u4e00\u6863\u7684\u6807\u5fd7<\/th>\n<th>\u5e38\u89c1\u8bef\u914d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5355\u4eba \/ \u65e0\u9884\u7b97<\/td>\n<td>\u624b\u5de5 L1 + \u5168\u529b L4<\/td>\n<td>\u8fd8\u4e0d\u77e5\u9053\u81ea\u5df1\u88ab\u4e0d\u88ab\u63d0\u53ca<\/td>\n<td>\u4e00\u4e0a\u6765\u4e70\u5e74\u8d39\u76d1\u6d4b\u5e73\u53f0<\/td>\n<\/tr>\n<tr>\n<td>\u6709\u5185\u5bb9\u56e2\u961f\u3001\u65e0\u76d1\u6d4b<\/td>\n<td>L1 + L3<\/td>\n<td>\u5185\u5bb9\u4ea7\u80fd\u591f\uff0c\u4f46\u4e0d\u77e5\u9053\u6539\u54ea\u7bc7<\/td>\n<td>\u53ea\u4e70\u5199\u4f5c\u5de5\u5177\uff0c\u4e0d\u5efa\u57fa\u7ebf<\/td>\n<\/tr>\n<tr>\n<td>\u5df2\u6709\u57fa\u7ebf\u3001\u6570\u636e\u4e0d\u52a8<\/td>\n<td>L2 + L4<\/td>\n<td>\u76d1\u6d4b\u8dd1\u4e86\u4e09\u4e2a\u6708\uff0c\u66f2\u7ebf\u662f\u5e73\u7684<\/td>\n<td>\u7ee7\u7eed\u52a0\u4e70\u7b2c\u4e8c\u5957\u76d1\u6d4b\u5de5\u5177<\/td>\n<\/tr>\n<tr>\n<td>\u5b58\u91cf\u5185\u5bb9\u591a\u3001\u4e0d\u77e5\u4ece\u54ea\u6539<\/td>\n<td>L3 + \u4eba\u5de5\u7b5b\u9009<\/td>\n<td>\u51e0\u767e\u7bc7\u65e7\u535a\u5ba2\uff0c\u6539\u4e00\u904d\u6210\u672c\u6781\u9ad8<\/td>\n<td>\u5168\u91cf\u91cd\u5199\uff0c\u5747\u644a\u8d44\u6e90<\/td>\n<\/tr>\n<tr>\n<td>\u9700\u8981\u5411\u4e0a\u6c47\u62a5 ROI<\/td>\n<td>L5<\/td>\n<td>\u8001\u677f\u95ee&quot;\u8fd9\u4e2a\u6708\u5e26\u6765\u591a\u5c11\u5ba2\u6237&quot;<\/td>\n<td>\u7528\u63d0\u53ca\u7387\u622a\u56fe\u4ee3\u66ff\u5f52\u56e0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7b2c\u4e00\u6863\u6700\u5bb9\u6613\u88ab\u5ffd\u7565\uff1a<strong>\u5728\u8fd8\u6ca1\u6709\u4efb\u4f55\u57fa\u7ebf\u7684\u9636\u6bb5\uff0c\u624b\u5de5\u8dd1 30 \u9053\u9898\u5c31\u591f\u7528\u4e86<\/strong>\u2014\u2014\u4e0d\u662f\u56e0\u4e3a 30 \u9053\u9898\u51c6\uff0c\u800c\u662f\u8fd9\u4e2a\u9636\u6bb5\u4f60\u8981\u7684\u4e0d\u662f\u7cbe\u786e\u6570\u5b57\uff0c\u662f&quot;\u6709\u6ca1\u6709&quot;\u7684\u5b9a\u6027\u5224\u65ad\u3002\u7b49\u5230\u9700\u8981\u5224\u8bfb\u8d8b\u52bf\u65f6\uff0c\u518d\u4e0a\u91c7\u6837\u91cf\u8db3\u591f\u7684\u5de5\u5177\u3002<\/p>\n<p>\u7b2c\u4e09\u6863\u662f\u6700\u8d35\u7684\u5751\u3002\u66f2\u7ebf\u4e09\u4e2a\u6708\u4e0d\u52a8\uff0c\u51e0\u4e4e\u4ece\u6765\u4e0d\u662f\u76d1\u6d4b\u7cbe\u5ea6\u95ee\u9898\uff0c\u800c\u662f L4 \u7f3a\u4f4d\u2014\u2014\u5185\u5bb9\u6ca1\u8fdb\u5165\u6a21\u578b\u8bfb\u5f97\u5230\u7684\u4fe1\u6e90\u6c60\u3002\u8fd9\u65f6\u5019\u6362\u76d1\u6d4b\u5de5\u5177\uff0c\u53ea\u662f\u6362\u4e2a\u89d2\u5ea6\u770b\u540c\u4e00\u6761\u5e73\u7ebf\u3002<\/p>\n<p>\u7b2c\u56db\u6863\u7684\u6b63\u786e\u89e3\u6cd5\u662f\u5148\u6392\u5e8f\u518d\u52a8\u624b\uff1a\u6309\u5f15\u7528\u6f5c\u529b\u7ed9\u5b58\u91cf\u6587\u7ae0\u6253\u5206\uff0c\u53ea\u91cd\u5199\u6392\u5728\u524d\u9762\u7684\u90a3\u6279\uff0c<a href=\"https:\/\/maxaeo.cn\/blog\/content-aeo-triage\">\u5b58\u91cf\u535a\u5ba2\u7684 AEO \u5f15\u7528\u6f5c\u529b\u6253\u5206\u4e0e\u6279\u91cf\u7b5b\u9009\u65b9\u6cd5<\/a>\u7ed9\u4e86\u53ef\u76f4\u63a5\u5957\u7528\u7684\u8bc4\u5206\u7ef4\u5ea6\u3002\u5168\u91cf\u91cd\u5199\u7684\u6210\u672c\u901a\u5e38\u662f&quot;\u53ea\u6539\u524d 10%&quot;\u7684\u5341\u500d\uff0c\u6548\u679c\u5dee\u5f02\u5374\u5f80\u5f80\u5728\u8bef\u5dee\u8303\u56f4\u5185\u3002<\/p>\n<h2>\u843d\u5730\u8282\u594f\uff1a30 \u5929\u4ece\u96f6\u5230\u53ef\u5224\u8bfb<\/h2>\n<ol>\n<li><strong>\u7b2c 1\u20133 \u5929\uff0c\u5b9a\u9898\u9762\u3002<\/strong> \u5199 60\u2013100 \u9053\u771f\u5b9e\u7528\u6237\u4f1a\u95ee\u7684\u95ee\u9898\uff0c\u8986\u76d6\u54c1\u7c7b\u8bcd\u3001\u573a\u666f\u8bcd\u3001\u5bf9\u6bd4\u8bcd\u3001\u907f\u5751\u8bcd\u56db\u7c7b\u3002\u9898\u9762\u8d28\u91cf\u51b3\u5b9a\u540e\u9762\u4e00\u5207\u6570\u636e\u7684\u4ef7\u503c\u3002<\/li>\n<li><strong>\u7b2c 4\u20137 \u5929\uff0c\u8dd1\u53cd\u5411\u6d4b\u8bd5\u3002<\/strong> \u5728 2\u20133 \u6b3e\u5019\u9009\u5de5\u5177\u7684\u8bd5\u7528\u671f\u5185\u5e76\u884c\u6267\u884c\u4e0a\u6587\u516b\u9879\u6d4b\u8bd5\uff0c\u7528\u540c\u4e00\u6279\u9898\u9762\uff0c\u7ed3\u679c\u76f4\u63a5\u6a2a\u5411\u5bf9\u6bd4\u3002<\/li>\n<li><strong>\u7b2c 8\u201314 \u5929\uff0c\u5efa\u57fa\u7ebf\u3002<\/strong> \u9009\u5b9a\u5de5\u5177\u540e\u8fde\u8dd1\u4e00\u5468\uff0c\u8bb0\u5f55\u63d0\u53ca\u7387\u3001\u5e73\u5747\u6392\u4f4d\u3001\u88ab\u5f15\u4fe1\u6e90\u6e05\u5355\u3002\u8fd9\u4e00\u5468\u7684\u6570\u5b57\u662f\u57fa\u7ebf\uff0c\u4e0d\u505a\u4efb\u4f55\u4f18\u5316\u52a8\u4f5c\u3002<\/li>\n<li><strong>\u7b2c 15\u201321 \u5929\uff0c\u505a\u4fe1\u6e90\u7f3a\u53e3\u5206\u6790\u3002<\/strong> \u628a\u7ade\u54c1\u88ab\u5f15\u7684\u4fe1\u6e90\u9010\u6761\u5217\u51fa\uff0c\u6807\u51fa\u4f60\u7f3a\u5e2d\u7684\u901a\u9053\uff0c\u6309\u83b7\u53d6\u96be\u5ea6\u6392\u5e8f\u3002<\/li>\n<li><strong>\u7b2c 22\u201330 \u5929\uff0c\u52a8\u4e00\u5c42\u5c31\u597d\u3002<\/strong> \u53ea\u6539\u4e00\u4e2a\u53d8\u91cf\uff08\u6bd4\u5982\u96c6\u4e2d\u8865\u9f50\u67d0\u4e00\u6761\u4fe1\u6e90\u901a\u9053\uff09\uff0c\u4fdd\u6301\u5176\u4ed6\u4e0d\u53d8\uff0c\u7b2c 30 \u5929\u590d\u6d4b\u3002\u53d8\u91cf\u63a7\u5236\u4f4f\uff0c\u624d\u80fd\u77e5\u9053\u5230\u5e95\u662f\u4ec0\u4e48\u8d77\u4e86\u4f5c\u7528\u3002<\/li>\n<\/ol>\n<p>\u5355\u53d8\u91cf\u539f\u5219\u5728\u8fd9\u91cc\u683c\u5916\u91cd\u8981\u3002AI \u641c\u7d22\u7684\u53cd\u9988\u5468\u671f\u672c\u6765\u5c31\u957f\uff0c\u540c\u65f6\u52a8\u4e09\u4ef6\u4e8b\uff0c\u6700\u540e\u54ea\u4ef6\u6709\u6548\u6c38\u8fdc\u8bf4\u4e0d\u6e05\u3002<\/p>\n<p>\u7b2c 30 \u5929\u590d\u6d4b\u65f6\u5148\u505a\u4e00\u6b21\u5224\u8bfb\u68c0\u67e5\uff1a**\u672c\u8f6e\u53d8\u5316\u662f\u5426\u8d85\u8fc7\u4e86\u4f60\u9898\u91cf\u5bf9\u5e94\u7684\u6700\u5c0f\u53ef\u5224\u8bfb\u5dee\u5f02\uff1f**\u6ca1\u8d85\u8fc7\uff0c\u5c31\u5f53\u4f5c&quot;\u672a\u89c2\u6d4b\u5230\u53d8\u5316&quot;\u8bb0\u5f55\u4e0b\u6765\uff0c\u7ee7\u7eed\u4e0b\u4e00\u8f6e\uff0c\u800c\u4e0d\u662f\u628a\u5b83\u5199\u6210\u6218\u62a5\u3002<\/p>\n<h2>\u4e00\u4e2a\u5fc5\u987b\u6cfc\u7684\u51b7\u6c34\uff1a\u5de5\u5177\u89e3\u51b3\u4e0d\u4e86\u5185\u5bb9\u95ee\u9898<\/h2>\n<p>Google Search Central \u7684\u5b98\u65b9\u6587\u6863<a href=\"https:\/\/developers.google.com\/search\/docs\/appearance\/ai-features\">\u300aAI Features and Your Website\u300b<\/a>\u5199\u5f97\u5f88\u76f4\u767d\uff1a\u51fa\u73b0\u5728 AI Overviews \u6216 AI Mode <strong>\u6ca1\u6709\u989d\u5916\u8981\u6c42\uff0c\u4e5f\u4e0d\u9700\u8981\u7279\u6b8a\u4f18\u5316<\/strong>\uff0c\u7ad9\u70b9\u4ecd\u7136\u4f9d\u8d56\u5e38\u89c4\u7d22\u5f15\u8d44\u683c\u3001\u6709\u7528\u4e14\u4ee5\u4eba\u4e3a\u5148\u7684\u5185\u5bb9\u3001\u53ef\u8bfb\u7684\u6587\u672c\u3001\u4e0e\u53ef\u89c1\u5185\u5bb9\u4e00\u81f4\u7684\u7ed3\u6784\u5316\u6570\u636e\u3002<\/p>\n<p>\u8fd9\u53e5\u8bdd\u5bf9\u5de5\u5177\u9009\u578b\u7684\u542b\u4e49\u662f\uff1a**\u6ca1\u6709\u4efb\u4f55\u5de5\u5177\u80fd\u66ff\u4f60\u4ea7\u51fa\u503c\u5f97\u88ab\u5f15\u7528\u7684\u5185\u5bb9\u3002**\u76d1\u6d4b\u5c42\u544a\u8bc9\u4f60\u5dee\u8ddd\uff0c\u8bca\u65ad\u5c42\u544a\u8bc9\u4f60\u65b9\u5411\uff0c\u4f46\u586b\u8865\u5185\u5bb9\u672c\u8eab\u4ecd\u7136\u662f\u4eba\u7684\u5de5\u4f5c\u3002\u628a\u9884\u7b97\u7684 70% \u6295\u5728\u5de5\u5177\u300130% \u6295\u5728\u5185\u5bb9\uff0c\u8fd9\u4e2a\u6bd4\u4f8b\u57fa\u672c\u6ce8\u5b9a\u770b\u4e0d\u5230\u66f2\u7ebf\u4e0a\u626c\u3002<\/p>\n<p>\u5408\u7406\u7684\u5206\u914d\u66f4\u63a5\u8fd1\u53cd\u8fc7\u6765\u3002\u5de5\u5177\u7684\u4f5c\u7528\uff0c\u662f\u8ba9\u90a3 70% \u7684\u5185\u5bb9\u6295\u5165\u4e0d\u81f3\u4e8e\u6253\u504f\u3002<\/p>\n<p>\u4e00\u4e2a\u5177\u4f53\u7684\u4f8b\u5b50\uff1a\u5f88\u591a\u56e2\u961f\u628a\u5956\u9879\u3001\u8ba4\u8bc1\u3001\u4e13\u5229\u5806\u5728\u5b98\u7f51\u5173\u4e8e\u9875\uff0c\u6307\u671b\u6a21\u578b\u5f53\u8d44\u8d28\u8bc1\u636e\u5f15\u7528\uff0c\u7ed3\u679c\u6a21\u578b\u6574\u6bb5\u8df3\u8fc7\u3002\u5dee\u522b\u4e0d\u5728\u6709\u6ca1\u6709\uff0c\u800c\u5728\u5199\u6cd5\u2014\u2014<a href=\"https:\/\/maxaeo.cn\/blog\/credentials-ai-citation\">\u5956\u9879\u3001\u8ba4\u8bc1\u548c\u4e13\u5229\u600e\u4e48\u5199\u624d\u4f1a\u88ab AI \u5f53\u8bc1\u636e\u7528<\/a>\u62c6\u4e86\u8fd9\u51e0\u7c7b\u5185\u5bb9\u88ab\u5f53\u5e7f\u544a\u8bcd\u8fc7\u6ee4\u6389\u7684\u5177\u4f53\u7279\u5f81\u3002\u8fd9\u7c7b\u95ee\u9898\u4efb\u4f55\u5de5\u5177\u90fd\u6d4b\u4e0d\u51fa\u6765\uff0c\u53ea\u80fd\u9760\u4eba\u8bfb\u3002<\/p>\n<h2>\u5e38\u89c1\u95ee\u9898<\/h2>\n<h3>AI \u641c\u7d22\u8425\u9500\u5de5\u5177\u548c\u4f20\u7edf SEO \u5de5\u5177\u9700\u8981\u540c\u65f6\u4e70\u5417\uff1f<\/h3>\n<p>\u9700\u8981\uff0c\u4f46\u4e0d\u662f\u540c\u7b49\u6295\u5165\u3002\u4f20\u7edf SEO \u5de5\u5177\u8986\u76d6\u7684\u7d22\u5f15\u3001\u5916\u94fe\u3001\u6280\u672f\u5065\u5eb7\u5ea6\u4ecd\u7136\u662f AI \u641c\u7d22\u7684\u524d\u7f6e\u6761\u4ef6\u2014\u2014\u9875\u9762\u8fdb\u4e0d\u4e86\u7d22\u5f15\uff0c\u6a21\u578b\u57fa\u672c\u8bfb\u4e0d\u5230\u3002\u5408\u7406\u914d\u6bd4\u662f\u4fdd\u7559\u539f\u6709 SEO \u5de5\u5177\u7684\u57fa\u7840\u6863\u4f4d\uff0c\u628a\u589e\u91cf\u9884\u7b97\u6295\u5411\u8986\u76d6\u4e2d\u6587\u5e73\u53f0\u7684\u53ef\u89c1\u6027\u76d1\u6d4b\u548c\u4fe1\u6e90\u5206\u53d1\u3002<\/p>\n<h3>\u63d0\u53ca\u7387\u591a\u5c11\u7b97\u53ca\u683c\uff1f<\/h3>\n<p>\u6ca1\u6709\u7edd\u5bf9\u53ca\u683c\u7ebf\uff0c\u53ea\u6709\u76f8\u5bf9\u53c2\u7167\u3002\u6709\u610f\u4e49\u7684\u57fa\u51c6\u662f\u540c\u9898\u9762\u4e0b\u7684\u5934\u90e8\u7ade\u54c1\u6570\u503c\uff1a\u5982\u679c\u884c\u4e1a\u7b2c\u4e00\u5728\u4f60\u7684 100 \u9053\u9898\u4e0a\u662f 45%\uff0c\u4f60\u662f 8%\uff0c\u5dee\u8ddd\u660e\u786e\uff1b\u5982\u679c\u7b2c\u4e00\u540d\u4e5f\u53ea\u6709 12%\uff0c\u8bf4\u660e\u8fd9\u4e2a\u54c1\u7c7b\u5728 AI \u91cc\u6574\u4f53\u8fd8\u6ca1\u88ab\u5efa\u7acb\u8ba4\u77e5\uff0c\u5148\u53d1\u4f18\u52bf\u7684\u7a97\u53e3\u53cd\u800c\u66f4\u5927\u3002<\/p>\n<h3>\u514d\u8d39\u5de5\u5177\u80fd\u4e0d\u80fd\u9876\u4e00\u9635\uff1f<\/h3>\n<p>\u524d\u4e24\u5468\u53ef\u4ee5\u3002\u624b\u5de5\u5728 3\u20135 \u4e2a\u5e73\u53f0\u5404\u95ee 30 \u9053\u9898\u3001\u628a\u56de\u7b54\u5b58\u6210\u8868\u683c\uff0c\u8db3\u4ee5\u5224\u65ad&quot;\u6709\u6ca1\u6709\u88ab\u63d0\u53ca&quot;\u548c&quot;\u7ade\u54c1\u662f\u8c01&quot;\u3002\u4f46\u4e00\u65e6\u8981\u5224\u8bfb\u8d8b\u52bf\u53d8\u5316\uff0c\u624b\u5de5\u91c7\u6837\u91cf\u652f\u6491\u4e0d\u4e86\u7edf\u8ba1\u5224\u8bfb\uff0c\u8fd9\u65f6\u5019\u7684\u514d\u8d39\u65b9\u6848\u4e0d\u662f\u7701\u94b1\u800c\u662f\u81ea\u6b3a\u3002<\/p>\n<h3>\u4e00\u6b3e\u5de5\u5177\u4e00\u5e74\u8be5\u82b1\u591a\u5c11\u94b1\u624d\u5408\u7406\uff1f<\/h3>\n<p>\u5148\u7528\u4e00\u4e2a\u53cd\u63a8\u516c\u5f0f\uff1a**\u5de5\u5177\u9884\u7b97\u4e0d\u8be5\u8d85\u8fc7\u4f60\u5185\u5bb9\u4e0e\u4fe1\u6e90\u6295\u5165\u7684\u4e09\u5206\u4e4b\u4e00\u3002**\u5982\u679c\u4e00\u5e74\u5728\u5185\u5bb9\u751f\u4ea7\u3001\u5916\u90e8\u53d1\u5e03\u3001\u4e13\u5bb6\u8bbf\u8c08\u4e0a\u6295 30 \u4e07\uff0c\u5de5\u5177\u82b1\u5230 10 \u4e07\u8fd8\u7b97\u5408\u7406\uff1b\u5185\u5bb9\u53ea\u6295 3 \u4e07\u5374\u4e70 8 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