{"id":1091,"date":"2026-07-21T11:17:58","date_gmt":"2026-07-21T03:17:58","guid":{"rendered":"https:\/\/maxaeo.cn\/blog\/training-cutoff-stale-brand\/"},"modified":"2026-08-06T20:37:08","modified_gmt":"2026-08-06T12:37:08","slug":"training-cutoff-stale-brand","status":"publish","type":"post","link":"https:\/\/maxaeo.cn\/blog\/training-cutoff-stale-brand\/","title":{"rendered":"\u8bad\u7ec3\u622a\u6b62\u91cc\u7684\u54c1\u724c\u65e7\u4fe1\u606f\u600e\u4e48\u8986\u76d6\uff1a\u4e0d\u8054\u7f51\u65f6 AI \u8bb0\u5f97\u7684\u662f\u51e0\u5e74\u524d\u7684\u4f60"},"content":{"rendered":"<p><strong>\u8bad\u7ec3\u622a\u6b62\u91cc\u7684\u54c1\u724c\u65e7\u4fe1\u606f\u65e0\u6cd5\u88ab\u4f60\u76f4\u63a5\u6539\u5199\uff0c\u53ea\u80fd\u88ab\u68c0\u7d22\u7ed3\u679c\u538b\u5236\u3002<\/strong> 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AEO \u4f18\u5316\u3001\u5185\u5bb9\u66f4\u65b0\u3001\u4fe1\u6e90\u5efa\u8bbe\uff0c\u4f5c\u7528\u7684\u90fd\u662f&quot;\u68c0\u7d22\u8fd9\u4e00\u4fa7&quot;<\/strong>\uff0c\u6ca1\u6709\u4efb\u4f55\u4e00\u6761\u80fd\u6539\u52a8\u7b2c\u4e00\u5957\u91cc\u5df2\u7ecf\u5b58\u4e0b\u7684\u54c1\u724c\u65e7\u4fe1\u606f\u3002\u8fd9\u4e5f\u662f\u5f88\u591a\u54c1\u724c\u65b9\u6295\u5165\u51e0\u4e2a\u6708\u5185\u5bb9\u5374\u56f0\u60d1&quot;\u4e3a\u4ec0\u4e48 AI 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alt=\"\u8bad\u7ec3\u622a\u6b62\u91cc\u7684\u54c1\u724c\u65e7\u4fe1\u606f\u5982\u4f55\u88ab\u68c0\u7d22\u7ed3\u679c\u538b\u5236\u7684\u4e24\u5c42\u77e5\u8bc6\u7ed3\u6784\u793a\u610f\u56fe\"><\/p>\n<h2>\u4f60\u7684\u54c1\u724c\u65e7\u4fe1\u606f\uff0c\u53ef\u80fd\u6bd4\u6a21\u578b\u516c\u5e03\u7684\u622a\u6b62\u65e5\u671f\u8fd8\u8981\u65e7<\/h2>\n<p>\u6a21\u578b\u516c\u5e03\u7684\u622a\u6b62\u65e5\u671f\u662f\u4e2a\u4e50\u89c2\u6570\u5b57\u3002\u7ea6\u7ff0\u970d\u666e\u91d1\u65af\u5927\u5b66\u56e2\u961f\u7684\u7814\u7a76 <a href=\"https:\/\/arxiv.org\/abs\/2403.12958\">Dated Data: Tracing Knowledge Cutoffs in Large Language Models<\/a> \u63d0\u51fa\u4e86&quot;<strong>\u6709\u6548\u622a\u6b62\uff08effective cutoff\uff09<\/strong>&quot;\u6982\u5ff5\uff1a\u6a21\u578b\u5728\u67d0\u4e2a\u5177\u4f53\u6570\u636e\u6e90\u4e0a\u771f\u6b63\u638c\u63e1\u7684\u77e5\u8bc6\u7248\u672c\uff0c\u5f80\u5f80\u663e\u8457\u65e9\u4e8e\u5b98\u65b9\u5ba3\u79f0\u7684\u622a\u6b62\u65e5\u671f\u3002<\/p>\n<p>\u8bba\u6587\u7ed9\u51fa\u4e24\u4e2a\u6210\u56e0\uff1aCommonCrawl \u7684\u65b0\u4e00\u671f\u6293\u53d6\u91cc\u6df7\u7740\u5927\u91cf\u65e7\u5185\u5bb9\uff0c\u4ee5\u53ca\u53bb\u91cd\u73af\u8282\u5bf9\u8bed\u4e49\u8fd1\u4f3c\u548c\u8bcd\u9762\u8fd1\u4f3c\u526f\u672c\u7684\u5904\u7406\u8bef\u5dee\u3002<\/p>\n<p><strong>\u8fd9\u5bf9\u54c1\u724c\u65b9\u610f\u5473\u7740\u4e00\u4e2a\u53cd\u76f4\u89c9\u7684\u7ed3\u8bba\uff1a\u54c1\u724c\u4fe1\u606f\u7684&quot;\u8bb0\u5fc6\u5e74\u9f84&quot;\u901a\u5e38\u6bd4\u901a\u7528\u77e5\u8bc6\u66f4\u8001\u3002<\/strong> 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5 \u6761<strong>\u5e26\u660e\u786e\u65f6\u95f4\u951a\u70b9<\/strong>\u7684\u54c1\u724c\u4e8b\u5b9e\uff08\u67d0\u8f6e\u878d\u8d44\u3001\u67d0\u6b21\u66f4\u540d\u3001\u67d0\u6b3e\u4ea7\u54c1\u53d1\u5e03\u3001\u67d0\u4e2a\u4ef7\u683c\u6863\u3001\u67d0\u4f4d\u9ad8\u7ba1\u4efb\u547d\uff09\uff0c\u8bb0\u4e0b\u6bcf\u6761\u7684\u771f\u5b9e\u53d1\u751f\u6708\u4efd\u3002<\/li>\n<li>\u5173\u95ed\u8054\u7f51\uff0c\u5728\u540c\u4e00\u4e2a\u6a21\u578b\u4e0a\u9010\u6761\u63d0\u95ee\uff0c\u8bb0\u5f55\u6a21\u578b\u7ed9\u51fa\u7684\u7248\u672c\u5bf9\u5e94\u7684\u662f\u54ea\u4e2a\u65f6\u95f4\u70b9\u3002<\/li>\n<li>\u53d6\u6a21\u578b\u7b54\u5bf9\u7684\u6700\u665a\u90a3\u6761\u4e8b\u5b9e\u7684\u53d1\u751f\u6708\u4efd\uff0c\u5c31\u662f\u8fd9\u4e2a\u6a21\u578b\u5bf9\u4f60\u54c1\u724c\u7684<strong>\u8fd1\u4f3c\u8bb0\u5fc6\u5e74\u9f84\u4e0b\u9650<\/strong>\u3002<\/li>\n<\/ol>\n<p>\u5b9e\u8df5\u4e2d\u5e38\u89c1\u7684\u7ed3\u679c\u662f\uff1a\u6a21\u578b\u7b54\u5f97\u5bf9\u7684\u54c1\u724c\u4e8b\u5b9e\uff0c\u666e\u904d\u505c\u5728\u5b98\u65b9\u622a\u6b62\u65e5\u671f\u4e4b\u524d\u534a\u5e74\u5230\u4e00\u5e74\u591a\u3002\u4f4e\u9891\u5b9e\u4f53\u5c24\u5176\u660e\u663e\u2014\u2014\u8d8a\u662f\u641c\u7d22\u91cf\u5c0f\u3001\u8f6c\u8f7d\u5c11\u7684\u54c1\u724c\uff0c\u8fd9\u4e2a\u5dee\u8ddd\u8d8a\u5927\u3002\u8fd9\u6761\u4f30\u7b97\u4e0d\u7cbe\u786e\uff0c\u4f46\u8db3\u591f\u51b3\u5b9a\u4e00\u4ef6\u4e8b\uff1a<strong>\u4f60\u7684\u65e7\u4fe1\u606f\u95ee\u9898\u662f&quot;\u518d\u7b49\u4e00\u6b21\u91cd\u8bad\u5c31\u80fd\u8fc7\u53bb&quot;\uff0c\u8fd8\u662f&quot;\u5fc5\u987b\u9760\u68c0\u7d22\u4fa7\u957f\u671f\u538b\u5236&quot;\u3002<\/strong><\/p>\n<p>\u6a21\u578b\u4fa7\u8fd8\u6709\u4e00\u6279\u4f60\u5b8c\u5168\u63a7\u5236\u4e0d\u4e86\u7684\u53d8\u91cf\u5728\u540c\u65f6\u6ce2\u52a8\u2014\u2014\u6a21\u578b\u8fed\u4ee3\u8282\u594f\u3001\u5404\u5165\u53e3\u7684\u68c0\u7d22\u5f00\u5173\u3001\u53ec\u56de\u7b56\u7565\u5dee\u5f02\uff0c\u90fd\u4f1a\u8ba9\u540c\u4e00\u4e2a\u95ee\u9898\u5728\u4e0d\u540c\u65f6\u95f4\u7ed9\u51fa\u4e0d\u540c\u7b54\u6848\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u8bca\u65ad\u5fc5\u987b\u56fa\u5b9a\u5e73\u53f0\u3001\u56fa\u5b9a\u63d0\u793a\u8bcd\u505a\u5bf9\u7167\uff0c\u5426\u5219\u8bfb\u4e0d\u51fa\u4fe1\u53f7\u3002<\/p>\n<h2>\u53c2\u6570\u8bb0\u5fc6\u80fd\u4e0d\u80fd\u88ab\u6539\u5199\uff1a\u5148\u63a5\u53d7\u8fd9\u6761\u8fb9\u754c<\/h2>\n<p><strong>\u4e0d\u80fd\u3002<\/strong> \u4e0d\u4ec5\u54c1\u724c\u65b9\u4e0d\u80fd\uff0c\u8fde\u6a21\u578b\u5382\u5546\u81ea\u5df1\u505a\u5b9a\u70b9\u77e5\u8bc6\u7f16\u8f91\u90fd\u505a\u4e0d\u5e72\u51c0\u3002<\/p>\n<p>\u8fd9\u4e0d\u662f\u731c\u6d4b\u3002Tel Aviv University \u56e2\u961f\u7684 <a href=\"https:\/\/arxiv.org\/abs\/2307.12976\">Evaluating the Ripple Effects of Knowledge Editing in Language Models<\/a> \u7cfb\u7edf\u8bc4\u6d4b\u4e86 ROME\u3001MEMIT \u7b49\u4e3b\u6d41\u77e5\u8bc6\u7f16\u8f91\u65b9\u6cd5\uff1a\u5b83\u4eec\u5728&quot;\u5355\u6761\u4e8b\u5b9e\u6539\u5199&quot;\u4e0a\u8868\u73b0\u5c1a\u53ef\uff0c\u4f46\u5728\u8861\u91cf\u8fde\u5e26\u6548\u5e94\u7684\u4efb\u52a1\u4e0a<strong>\u5e73\u5747\u5f97\u5206\u4f4e\u4e8e 50%<\/strong>\u3002\u5176\u4e2d\u903b\u8f91\u6cdb\u5316\u4e00\u9879\uff0cROME \u5728 GPT-J \u4e0a\u5bf9\u968f\u673a\u5b9e\u4f53\u7684\u51c6\u786e\u7387\u662f 53.8\uff0c\u800c\u5bf9\u9ad8\u77e5\u540d\u5ea6\u5b9e\u4f53\u53ea\u6709 <strong>5.5<\/strong>\u3002<\/p>\n<p>\u7ffb\u8bd1\u6210\u4eba\u8bdd\uff1a<strong>\u6539\u6389&quot;\u67d0\u54c1\u724c\u603b\u90e8\u5728 A \u5e02&quot;\u8fd9\u6761\u4e8b\u5b9e\u4e4b\u540e\uff0c\u6a21\u578b\u4f9d\u7136\u4f1a\u5728\u88ab\u95ee\u5230&quot;\u8be5\u54c1\u724c\u6240\u5728\u7701\u4efd&quot;\u65f6\u7b54\u51fa\u65e7\u7b54\u6848<\/strong>\u3002\u800c\u4e14\u5b9e\u4f53\u8d8a\u77e5\u540d\uff0c\u7f16\u8f91\u8d8a\u5931\u6548\u2014\u2014\u56e0\u4e3a\u76f8\u5173\u8bb0\u5fc6\u5728\u53c2\u6570\u91cc\u5206\u5e03\u5f97\u8d8a\u5e7f\u3002<\/p>\n<p>\u6240\u4ee5\u6b63\u786e\u7684\u5fc3\u6001\u662f\uff1a<strong>\u4f60\u7684\u76ee\u6807\u4e0d\u662f&quot;\u6539\u6389 AI \u7684\u8bb0\u5fc6&quot;\uff0c\u800c\u662f&quot;\u8ba9 AI \u6bcf\u6b21\u56de\u7b54\u65f6\u90fd\u4f18\u5148\u770b\u5230\u6b63\u786e\u7248\u672c&quot;<\/strong>\u3002\u524d\u8005\u662f\u4e0d\u53ef\u80fd\u4efb\u52a1\uff0c\u540e\u8005\u662f\u53ef\u4ee5\u91cf\u5316\u63a8\u8fdb\u7684\u5de5\u7a0b\u3002<\/p>\n<h2>\u600e\u4e48\u5224\u65ad\u9519\u8bef\u6765\u81ea\u8bb0\u5fc6\u8fd8\u662f\u68c0\u7d22\uff1a\u56db\u6b65\u8bca\u65ad\u6cd5<\/h2>\n<p><strong>\u7528\u540c\u4e00\u6761\u63d0\u793a\u8bcd\u505a&quot;\u65ad\u7f51\u5bf9\u7167&quot;\uff0c\u5c31\u80fd\u5728\u5341\u5206\u949f\u5185\u5b8c\u6210\u5f52\u56e0\u3002<\/strong> \u6838\u5fc3\u903b\u8f91\uff1a\u5173\u95ed\u8054\u7f51\u65f6\u6a21\u578b\u53ea\u80fd\u8c03\u7528\u53c2\u6570\u8bb0\u5fc6\uff0c\u5f00\u542f\u8054\u7f51\u65f6\u624d\u5f15\u5165\u68c0\u7d22\u8bc1\u636e\uff0c\u4e24\u6b21\u7b54\u6848\u7684\u5dee\u5f02\u76f4\u63a5\u66b4\u9732\u9519\u8bef\u6765\u6e90\u3002<\/p>\n<p>\u5b8c\u6574\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li><strong>\u65ad\u7f51\u5bf9\u7167<\/strong>\u3002\u6311\u4e00\u6761\u4f1a\u89e6\u53d1\u54c1\u724c\u65e7\u4fe1\u606f\u7684\u63d0\u793a\u8bcd\uff0c\u4f8b\u5982&quot;{\u54c1\u724c\u540d}\u7684\u4e3b\u6253\u4ea7\u54c1\u6709\u54ea\u4e9b\u3001\u5927\u6982\u4ec0\u4e48\u4ef7\u4f4d&quot;\u3002\u5728\u540c\u4e00\u5e73\u53f0\u4e0a\uff0c\u5173\u95ed\u8054\u7f51\u8dd1 3 \u6b21\u3001\u5f00\u542f\u8054\u7f51\u8dd1 3 \u6b21\uff0c\u9010\u5b57\u8bb0\u5f55\u3002\u8dd1 3 \u6b21\u662f\u4e3a\u4e86\u6392\u9664\u968f\u673a\u91c7\u6837\u5e26\u6765\u7684\u5355\u6b21\u6ce2\u52a8\u3002<\/li>\n<li><strong>\u65f6\u95f4\u6233\u63a2\u9488<\/strong>\u3002\u8ffd\u95ee&quot;\u4f60\u5173\u4e8e{\u54c1\u724c\u540d}\u7684\u4fe1\u606f\u66f4\u65b0\u5230\u4ec0\u4e48\u65f6\u5019&quot;&quot;\u8fd9\u6761\u4ef7\u683c\u4f60\u662f\u4ece\u54ea\u91cc\u5f97\u5230\u7684&quot;\u3002\u6a21\u578b\u7b54\u4e0d\u4e0a\u5177\u4f53\u6765\u6e90\u3001\u6216\u7ed9\u51fa\u4e00\u4e2a\u660e\u663e\u65e9\u4e8e\u4eca\u5929\u7684\u65f6\u95f4\u70b9\uff0c\u662f\u8bb0\u5fc6\u578b\u7684\u5f3a\u4fe1\u53f7\u3002<\/li>\n<li><strong>\u5f15\u7528\u6e90\u6838\u9a8c<\/strong>\u3002\u770b\u7b54\u6848\u662f\u5426\u9644\u5f15\u7528\u5217\u8868\uff1b\u5982\u679c\u6709\uff0c\u9010\u6761\u6253\u5f00\uff0c\u786e\u8ba4\u90a3\u6761\u9519\u8bef\u4e8b\u5b9e<strong>\u662f\u5426\u771f\u7684\u5199\u5728\u88ab\u5f15\u7528\u7684\u9875\u9762\u91cc<\/strong>\u3002\u5199\u5728\u91cc\u9762 \u2192 \u68c0\u7d22\u578b\uff1b\u4e0d\u5728\u91cc\u9762 \u2192 \u8bb0\u5fc6\u578b\u6df7\u5165\u3002\u50cf\u79d8\u5854\u8fd9\u7c7b\u9ed8\u8ba4\u5217\u51fa\u53c2\u8003\u6587\u732e\u7684\u4ea7\u54c1\u6700\u9002\u5408\u505a\u8fd9\u4e00\u6b65\uff0c\u5177\u4f53\u673a\u5236\u89c1<a href=\"https:\/\/maxaeo.cn\/blog\/metaso-ai-search-citation\">\u79d8\u5854 AI \u641c\u7d22\u7684\u6765\u6e90\u5217\u8868\u662f\u600e\u4e48\u9009\u8fdb\u53bb\u7684<\/a>\u3002<\/li>\n<li><strong>\u8de8\u5e73\u53f0\u4ea4\u53c9<\/strong>\u3002\u540c\u4e00\u6761\u63d0\u793a\u8bcd\u8dd1 DeepSeek\u3001\u8c46\u5305\u3001Kimi\u3001\u901a\u4e49\u5343\u95ee\u3002\u56db\u5bb6\u8bad\u7ec3\u8bed\u6599\u4e0d\u540c\u3001\u68c0\u7d22\u6e90\u4e0d\u540c\uff0c<strong>\u56db\u5bb6\u540c\u65f6\u7b54\u9519\u540c\u4e00\u4e2a\u65e7\u7248\u672c\uff0c\u51e0\u4e4e\u5fc5\u7136\u662f\u8bb0\u5fc6\u578b<\/strong>\uff1b\u53ea\u6709\u4e00\u4e24\u5bb6\u9519\uff0c\u591a\u534a\u662f\u90a3\u5bb6\u7684\u68c0\u7d22\u6216\u4fe1\u6e90\u51fa\u4e86\u95ee\u9898\u3002Kimi \u5bf9\u957f\u6587\u672c\u548c\u8054\u7f51\u5185\u5bb9\u7684\u91c7\u4fe1\u504f\u597d\u548c\u5176\u4ed6\u51e0\u5bb6\u5dee\u522b\u8f83\u5927\uff0c\u505a\u4ea4\u53c9\u65f6\u503c\u5f97\u5355\u72ec\u770b\uff0c<a href=\"https:\/\/maxaeo.cn\/blog\/kimi-brand-recommendation\">Kimi \u91cc\u600e\u4e48\u88ab\u63a8\u8350<\/a>\u6709\u66f4\u7ec6\u7684\u62c6\u89e3\u3002<\/li>\n<\/ol>\n<h3>\u56db\u8c61\u9650\u5f52\u56e0\u77e9\u9635\uff1a\u628a\u4e24\u6b21\u7b54\u6848\u586b\u8fdb\u53bb\u5c31\u6709\u7ed3\u8bba<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u65ad\u7f51\u56de\u7b54<\/th>\n<th>\u8054\u7f51\u56de\u7b54<\/th>\n<th>\u5224\u5b9a<\/th>\n<th>\u6839\u56e0<\/th>\n<th>\u4f18\u5148\u52a8\u4f5c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u9519<\/td>\n<td>\u5bf9<\/td>\n<td>\u8bb0\u5fc6\u6b8b\u7559\uff0c\u68c0\u7d22\u5df2\u751f\u6548<\/td>\n<td>\u53c2\u6570\u65e7\uff0c\u4f46\u6b63\u786e\u7248\u672c\u80fd\u88ab\u53ec\u56de<\/td>\n<td>\u7ef4\u6301\u5185\u5bb9\u65b0\u9c9c\u5ea6\uff0c\u6269\u5927\u53ec\u56de\u8986\u76d6\u9762<\/td>\n<\/tr>\n<tr>\n<td>\u9519<\/td>\n<td>\u9519<\/td>\n<td>\u8bb0\u5fc6\u987d\u56fa + \u68c0\u7d22\u7f3a\u4f4d<\/td>\n<td>\u6b63\u786e\u7248\u672c\u6ca1\u88ab\u53ec\u56de\uff0c\u6216\u53ec\u56de\u4e86\u4f46\u4e0d\u591f\u53ef\u4fe1<\/td>\n<td>\u8865\u53ef\u53ec\u56de\u5185\u5bb9 + \u63d0\u5347\u4fe1\u6e90\u6743\u91cd<\/td>\n<\/tr>\n<tr>\n<td>\u5bf9<\/td>\n<td>\u9519<\/td>\n<td>\u68c0\u7d22\u6c61\u67d3<\/td>\n<td>\u68c0\u7d22\u5230\u4e86\u5e26\u65e7\u4fe1\u606f\u7684\u7b2c\u4e09\u65b9\u9875\u9762<\/td>\n<td>\u5b9a\u4f4d\u5e76\u6e05\u7406\u8be5\u9875\u9762<\/td>\n<\/tr>\n<tr>\n<td>\u5bf9<\/td>\n<td>\u5bf9<\/td>\n<td>\u5f53\u524d\u65e0\u95ee\u9898<\/td>\n<td>\u2014<\/td>\n<td>\u8f6c\u5165\u5e38\u89c4 AI \u54c1\u724c\u76d1\u6d4b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5176\u4e2d**&quot;\u5bf9 \/ \u9519&quot;\u8fd9\u4e00\u683c\u6700\u5bb9\u6613\u88ab\u8bef\u5224**\u3002\u54c1\u724c\u65b9\u770b\u5230 AI \u7b54\u9519\u5c31\u672c\u80fd\u5730\u53bb\u6539\u5b98\u7f51\uff0c\u4f46\u8fd9\u4e00\u683c\u7684\u75c5\u6839\u5728\u522b\u4eba\u7684\u7ad9\u4e0a\u2014\u2014\u4f60\u6539\u81ea\u5df1\u7684\u9875\u9762\u4e00\u5e74\u4e5f\u4e0d\u4f1a\u6709\u53d8\u5316\u3002<\/p>\n<h3>\u8bca\u65ad\u8bb0\u5f55\u8868\u6a21\u677f<\/h3>\n<p>\u628a\u4e0b\u9762\u8fd9\u5f20\u8868\u590d\u5236\u5230\u8868\u683c\u5de5\u5177\u91cc\uff0c\u6bcf\u6761\u63d0\u793a\u8bcd\u4e00\u884c\u3002\u8fd9\u662f\u8fd9\u5957\u65b9\u6cd5\u80fd\u4e0d\u80fd\u6c89\u6dc0\u6210\u8d44\u4ea7\u7684\u5173\u952e\u2014\u2014\u5355\u6b21\u6392\u67e5\u53ea\u89e3\u51b3\u4e00\u6b21\u95ee\u9898\uff0c\u8fde\u7eed\u8bb0\u5f55\u624d\u80fd\u770b\u51fa\u8d8b\u52bf\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u63d0\u793a\u8bcd<\/th>\n<th>\u5e73\u53f0<\/th>\n<th>\u65ad\u7f51\u7ed3\u679c<\/th>\n<th>\u8054\u7f51\u7ed3\u679c<\/th>\n<th>\u662f\u5426\u5217\u5f15\u7528<\/th>\n<th>\u5f15\u7528\u4e2d\u662f\u5426\u542b\u8be5\u4e8b\u5b9e<\/th>\n<th>\u5f52\u56e0<\/th>\n<th>\u5904\u7406\u52a8\u4f5c<\/th>\n<th>\u590d\u6d4b\u65e5\u671f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>{\u54c1\u724c}\u4ef7\u683c\u533a\u95f4<\/td>\n<td>DeepSeek<\/td>\n<td>\u65e7\u4ef7<\/td>\n<td>\u65e7\u4ef7<\/td>\n<td>\u5426<\/td>\n<td>\u2014<\/td>\n<td>\u8bb0\u5fc6\u987d\u56fa+\u68c0\u7d22\u7f3a\u4f4d<\/td>\n<td>\u5efa\u5b9a\u4ef7\u9875+\u53d1\u65b0\u95fb\u7a3f<\/td>\n<td>+30 \u5929<\/td>\n<\/tr>\n<tr>\n<td>{\u54c1\u724c}\u4e3b\u6253\u4ea7\u54c1<\/td>\n<td>\u8c46\u5305<\/td>\n<td>\u5df2\u4e0b\u67b6\u6b3e<\/td>\n<td>\u6b63\u786e<\/td>\n<td>\u662f<\/td>\n<td>\u662f<\/td>\n<td>\u8bb0\u5fc6\u6b8b\u7559<\/td>\n<td>\u4fdd\u6301\u66f4\u65b0\u8282\u594f<\/td>\n<td>+60 \u5929<\/td>\n<\/tr>\n<tr>\n<td>{\u54c1\u724c}vs{\u7ade\u54c1}<\/td>\n<td>Kimi<\/td>\n<td>\u6b63\u786e<\/td>\n<td>\u65e7\u5b9a\u4f4d<\/td>\n<td>\u662f<\/td>\n<td>\u662f<\/td>\n<td>\u68c0\u7d22\u6c61\u67d3<\/td>\n<td>\u8054\u7cfb\u6d4b\u8bc4\u7ad9\u66f4\u6b63<\/td>\n<td>+30 \u5929<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><img decoding=\"async\" src=\"seoimg:\/\/1784542364713-16-64729-2.png\" alt=\"\u56db\u6b65\u8bca\u65ad\u6cd5\u8bb0\u5f55\u8868\u5728\u56db\u4e2a AI \u5e73\u53f0\u7684\u586b\u5199\u793a\u4f8b\u622a\u56fe\"><\/p>\n<h3>\u6311\u54ea\u4e9b\u63d0\u793a\u8bcd\u505a\u8bca\u65ad\uff1a\u5148\u8986\u76d6\u8fd9\u4e94\u7c7b<\/h3>\n<p>\u63d0\u793a\u8bcd\u9009\u9519\uff0c\u8bca\u65ad\u505a\u5f97\u518d\u89c4\u8303\u4e5f\u8bfb\u4e0d\u51fa\u95ee\u9898\u3002\u6309\u4e0b\u9762\u4e94\u7c7b\u5404\u6311 2\u20133 \u6761\uff0c\u5c31\u80fd\u8986\u76d6\u7edd\u5927\u591a\u6570\u54c1\u724c\u65e7\u4fe1\u606f\u7684\u66b4\u9732\u9762\uff1a<\/p>\n<ul>\n<li><strong>\u8eab\u4efd\u7c7b<\/strong>\uff1a{\u54c1\u724c}\u662f\u505a\u4ec0\u4e48\u7684\u3001{\u54c1\u724c}\u5c5e\u4e8e\u54ea\u5bb6\u516c\u53f8\u2014\u2014\u66b4\u9732\u66f4\u540d\u3001\u88ab\u6536\u8d2d\u3001\u5b9a\u4f4d\u53d8\u66f4\u3002<\/li>\n<li><strong>\u6570\u503c\u7c7b<\/strong>\uff1a{\u54c1\u724c}\u591a\u5c11\u94b1\u3001{\u54c1\u724c}\u6709\u51e0\u4e2a\u5957\u9910\u2014\u2014\u66b4\u9732\u5b9a\u4ef7\u3001\u6863\u4f4d\u3001\u89c4\u683c\u3002<\/li>\n<li><strong>\u6e05\u5355\u7c7b<\/strong>\uff1a{\u54c1\u724c}\u6709\u54ea\u4e9b\u4ea7\u54c1\u3001{\u54c1\u724c}\u652f\u6301\u54ea\u4e9b\u529f\u80fd\u2014\u2014\u66b4\u9732\u5df2\u4e0b\u67b6\u4ea7\u54c1\u548c\u65b0\u529f\u80fd\u7f3a\u5931\u3002<\/li>\n<li><strong>\u5bf9\u6bd4\u7c7b<\/strong>\uff1a{\u54c1\u724c}\u548c{\u7ade\u54c1}\u6bd4\u600e\u4e48\u6837\u3001{\u54c1\u7c7b}\u6709\u54ea\u4e9b\u597d\u7528\u7684\u2014\u2014\u66b4\u9732\u65e7\u5b9a\u4f4d\u548c\u7b2c\u4e09\u65b9\u6d4b\u8bc4\u6c61\u67d3\uff0c\u4e5f\u662f\u6700\u76f4\u63a5\u5f71\u54cd\u6210\u4ea4\u7684\u4e00\u7c7b\u3002<\/li>\n<li><strong>\u98ce\u9669\u7c7b<\/strong>\uff1a{\u54c1\u724c}\u9760\u8c31\u5417\u3001{\u54c1\u724c}\u6709\u4ec0\u4e48\u8d1f\u9762\u2014\u2014\u66b4\u9732\u88ab\u7a00\u91ca\u4e0d\u5f7b\u5e95\u7684\u5386\u53f2\u4e8b\u4ef6\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u6bd4\u7c7b\u548c\u6e05\u5355\u7c7b\u503c\u5f97\u591a\u82b1\u65f6\u95f4\uff1a\u5b83\u4eec\u51b3\u5b9a\u4f60\u5728&quot;\u63a8\u8350\u5217\u8868&quot;\u91cc\u51fa\u4e0d\u51fa\u73b0\uff0c\u800c\u63a8\u8350\u5217\u8868\u662f AI \u641c\u7d22\u91cc\u79bb\u8f6c\u5316\u6700\u8fd1\u7684\u4f4d\u7f6e\u3002\u8fd9\u7c7b\u95ee\u9898\u7684\u9875\u9762\u600e\u4e48\u5199\u624d\u5bb9\u6613\u88ab\u5f15\u7528\uff0c\u53ef\u53c2\u8003<a href=\"https:\/\/maxaeo.ai\/blog\/alternatives-pages-for-ai-search\">Building \/vs and \/alternatives Pages That AI Actually Quotes<\/a>\u3002<\/p>\n<h2>\u8bb0\u5fc6\u578b\u548c\u68c0\u7d22\u578b\u9519\u8bef\uff0c\u4fee\u590d\u8def\u5f84\u5b8c\u5168\u4e0d\u540c<\/h2>\n<p><strong>\u5f52\u56e0\u9519\u4e86\uff0c\u540e\u9762\u5168\u90e8\u52a8\u4f5c\u90fd\u662f\u6d6a\u8d39\u3002<\/strong> \u4e24\u7c7b\u9519\u8bef\u5728\u6210\u672c\u7ed3\u6784\u548c\u65f6\u95f4\u5c3a\u5ea6\u4e0a\u5dee\u7740\u4e00\u4e2a\u6570\u91cf\u7ea7\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6<\/th>\n<th>\u8bb0\u5fc6\u578b\u9519\u8bef<\/th>\n<th>\u68c0\u7d22\u578b\u9519\u8bef<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6839\u56e0\u4f4d\u7f6e<\/td>\n<td>\u6a21\u578b\u53c2\u6570<\/td>\n<td>\u68c0\u7d22\u5230\u7684\u7f51\u9875<\/td>\n<\/tr>\n<tr>\n<td>\u4f60\u80fd\u76f4\u63a5\u4fee\u6539\u5417<\/td>\n<td>\u4e0d\u80fd<\/td>\n<td>\u80fd<\/td>\n<\/tr>\n<tr>\n<td>\u4e3b\u8981\u624b\u6bb5<\/td>\n<td>\u7528\u9ad8\u8d28\u91cf\u68c0\u7d22\u8bc1\u636e\u538b\u5236<\/td>\n<td>\u4fee\u5185\u5bb9\u3001\u4fee\u7ed3\u6784\u3001\u6e05\u7406\u6765\u6e90<\/td>\n<\/tr>\n<tr>\n<td>\u5178\u578b\u89c1\u6548\u5468\u671f<\/td>\n<td>\u6570\u5468\u5230\u6570\u6708\uff0c\u90e8\u5206\u9700\u7b49\u91cd\u8bad<\/td>\n<td>\u4e00\u6b21\u6293\u53d6\u5468\u671f\uff0c\u5feb\u5219\u6570\u5929<\/td>\n<\/tr>\n<tr>\n<td>\u5931\u8d25\u8868\u73b0<\/td>\n<td>\u65ad\u7f51\u65f6\u6c38\u8fdc\u7b54\u65e7\u7248\u672c<\/td>\n<td>\u8054\u7f51\u65f6\u7b54\u6848\u5728\u65b0\u65e7\u4e4b\u95f4\u6447\u6446<\/td>\n<\/tr>\n<tr>\n<td>\u76d1\u6d4b\u6307\u6807<\/td>\n<td>\u65ad\u7f51\u573a\u666f\u4e0b\u7684 AI \u63d0\u53ca\u7387\u4e0e\u9519\u8bef\u7387<\/td>\n<td>\u5f15\u7528\u6765\u6e90\u6784\u6210\u3001\u6b63\u786e\u7248\u672c\u53ec\u56de\u7387<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u4e00\u4e2a\u9ad8\u9891\u8bef\u5224\u503c\u5f97\u5355\u72ec\u70b9\u51fa<\/strong>\uff1a\u7b54\u6848\u5728\u65b0\u65e7\u7248\u672c\u4e4b\u95f4\u6765\u56de\u6447\u6446\uff0c\u51e0\u4e4e\u603b\u662f\u68c0\u7d22\u578b\u2014\u2014\u56e0\u4e3a\u53c2\u6570\u8bb0\u5fc6\u662f\u7a33\u5b9a\u7684\uff0c\u6447\u6446\u53ea\u53ef\u80fd\u6765\u81ea\u6bcf\u6b21\u53ec\u56de\u5230\u7684\u7f51\u9875\u4e0d\u540c\u3002\u770b\u5230\u6447\u6446\u5c31\u53bb\u505a\u957f\u671f\u54c1\u724c\u66dd\u5149\uff0c\u65b9\u5411\u5c31\u9519\u4e86\u3002<\/p>\n<h2>\u8986\u76d6\u8bad\u7ec3\u622a\u6b62\u65e7\u4fe1\u606f\u7684\u56db\u5c42\u538b\u5236\u7b56\u7565<\/h2>\n<p>\u6309\u4e0b\u9762\u56db\u5c42\u4f9d\u6b21\u63a8\u8fdb\uff0c\u6bcf\u5c42\u89e3\u51b3\u524d\u4e00\u5c42\u89e3\u51b3\u4e0d\u4e86\u7684\u95ee\u9898\u3002<\/p>\n<h3>\u7b2c\u4e00\u5c42\uff1a\u8ba9\u6b63\u786e\u7248\u672c\u4e00\u5b9a\u80fd\u88ab\u53ec\u56de<\/h3>\n<p><strong>\u5148\u4fdd\u8bc1&quot;\u5b58\u5728\u4e14\u53ef\u6293\u53d6&quot;\uff0c\u518d\u8c08\u522b\u7684\u3002<\/strong> \u6b63\u786e\u4e8b\u5b9e\u5fc5\u987b\u843d\u5728\u4e00\u4e2a\u72ec\u7acb\u3001\u53ef\u7d22\u5f15\u3001\u7ed3\u6784\u6e05\u6670\u7684\u9875\u9762\u4e0a\u2014\u2014\u4e0d\u80fd\u53ea\u85cf\u5728\u56fe\u7247\u3001PDF\u3001\u9700\u8981\u767b\u5f55\u7684\u540e\u53f0\u6216\u7eaf\u524d\u7aef\u6e32\u67d3\u7684\u7ec4\u4ef6\u91cc\u3002<\/p>\n<p>\u4e09\u4e2a\u6700\u5e38\u89c1\u7684\u5931\u5206\u70b9\uff1a\u6b63\u786e\u4fe1\u606f\u53ea\u5199\u5728\u9996\u9875\u8f6e\u64ad\u56fe\u4e0a\uff1b\u66f4\u65b0\u4e86\u5185\u5bb9\u5374\u6ca1\u66f4\u65b0 <code>dateModified<\/code>\uff1b\u5173\u952e\u4e8b\u5b9e\u5199\u5728\u4e00\u6bb5\u957f\u6587\u4e2d\u95f4\u800c\u4e0d\u662f\u53ef\u6458\u5f55\u7684\u72ec\u7acb\u6bb5\u843d\u91cc\u3002Google \u5728 <a href=\"https:\/\/developers.google.com\/search\/docs\/appearance\/structured-data\/article\">Article \u7ed3\u6784\u5316\u6570\u636e\u6587\u6863<\/a>\u4e2d\u660e\u786e\u8981\u6c42 <code>dateModified<\/code> \u53cd\u6620\u5b9e\u8d28\u6027\u5185\u5bb9\u53d8\u66f4\uff0c\u8fd9\u4e2a\u5b57\u6bb5\u540c\u65f6\u662f\u591a\u6570 AI \u68c0\u7d22\u5c42\u5224\u65ad\u65b0\u9c9c\u5ea6\u7684\u76f4\u63a5\u8f93\u5165\u3002<\/p>\n<p>\u8fd8\u8981\u786e\u8ba4 AI \u6293\u53d6\u5668\u6ca1\u88ab\u6321\u5728\u95e8\u5916\u3002<strong>\u5f88\u591a\u7ad9\u70b9\u7684 robots.txt \u5141\u8bb8 Googlebot \u5374\u987a\u624b\u5c4f\u853d\u4e86 GPTBot\u3001ClaudeBot\u3001PerplexityBot<\/strong>\u2014\u2014\u6b63\u786e\u7248\u672c\u518d\u65b0\uff0c\u6293\u4e0d\u5230\u5c31\u7b49\u4e8e\u4e0d\u5b58\u5728\u3002\u8fd9\u4e00\u5c42\u7684\u81ea\u67e5\u6e05\u5355\uff1arobots.txt \u662f\u5426\u653e\u884c\u4e3b\u6d41 AI \u6293\u53d6\u5668\u3001\u9875\u9762\u662f\u5426\u670d\u52a1\u7aef\u6e32\u67d3\u3001\u5173\u952e\u4e8b\u5b9e\u662f\u5426\u5728 HTML \u6e90\u7801\u91cc\u800c\u4e0d\u662f JS \u52a0\u8f7d\u540e\u624d\u51fa\u73b0\u3002<\/p>\n<p>\u81f3\u4e8e\u54ea\u4e9b\u5185\u5bb9\u5f62\u6001\u66f4\u5bb9\u6613\u88ab AI \u5f15\u7528\uff0c<a href=\"https:\/\/maxaeo.ai\/blog\/content-formats-ai-citations\">The Content Formats AI Search Cites Most<\/a>\u6309\u5b9e\u9645\u5f15\u7528\u6570\u636e\u505a\u4e86\u6392\u5e8f\uff0c\u53ef\u4ee5\u7528\u6765\u51b3\u5b9a\u8fd9\u4e00\u5c42\u5148\u505a\u54ea\u79cd\u9875\u9762\u3002<\/p>\n<h3>\u7b2c\u4e8c\u5c42\uff1a\u8ba9\u65b0\u4e8b\u5b9e&quot;\u8fde\u8d2f\u4e14\u53ef\u4fe1&quot;\uff0c\u800c\u4e0d\u662f\u53ea\u662f&quot;\u5b58\u5728&quot;<\/h3>\n<p>\u8fd9\u4e00\u5c42\u88ab\u7edd\u5927\u591a\u6570 AEO \u4f18\u5316\u6e05\u5355\u6f0f\u6389\uff0c\u4f46\u5b83\u51b3\u5b9a\u4e86\u524d\u4e00\u5c42\u7684\u6295\u5165\u80fd\u4e0d\u80fd\u5151\u73b0\u3002<\/p>\n<p>ICLR 2024 \u7684\u7814\u7a76 <a href=\"https:\/\/arxiv.org\/abs\/2305.13300\">Adaptive Chameleon or Stubborn Sloth<\/a> \u5f97\u51fa\u4e24\u4e2a\u5173\u952e\u7ed3\u8bba\uff1a<strong>\u5176\u4e00\uff0c\u53ea\u8981\u5916\u90e8\u8bc1\u636e&quot;\u8fde\u8d2f\u4e14\u6709\u8bf4\u670d\u529b&quot;\uff0c\u6a21\u578b\u5bf9\u4e0e\u53c2\u6570\u8bb0\u5fc6\u51b2\u7a81\u7684\u65b0\u4fe1\u606f\u63a5\u53d7\u5ea6\u76f8\u5f53\u9ad8<\/strong>\uff1b<strong>\u5176\u4e8c\uff0c\u5f53\u5916\u90e8\u8bc1\u636e\u91cc\u6df7\u6709\u4e0e\u53c2\u6570\u8bb0\u5fc6\u4e00\u81f4\u7684\u7247\u6bb5\u65f6\uff0c\u6a21\u578b\u8868\u73b0\u51fa\u5f3a\u70c8\u7684\u786e\u8ba4\u504f\u8bef\uff0c\u4f1a\u6311\u51fa\u90a3\u90e8\u5206\u6765\u5370\u8bc1\u65e7\u7b54\u6848<\/strong>\u3002<\/p>\n<p>\u63a8\u51fa\u6765\u7684\u5b9e\u64cd\u7ed3\u8bba\u5f88\u5c16\u9510\uff1a<\/p>\n<blockquote>\n<p><strong>\u4f60\u81ea\u5df1\u7ad9\u5185\u6b8b\u7559\u7684\u4e00\u53e5\u65e7\u8868\u8ff0\uff0c\u6bd4\u7b2c\u4e09\u65b9\u7684\u6574\u9875\u65e7\u5185\u5bb9\u66f4\u5371\u9669\u3002<\/strong> \u56e0\u4e3a\u5b83\u51fa\u73b0\u5728\u6700\u5bb9\u6613\u88ab\u53ec\u56de\u7684\u9875\u9762\u4e0a\uff0c\u6b63\u597d\u7ed9\u4e86\u6a21\u578b\u786e\u8ba4\u504f\u8bef\u7684\u6293\u624b\u3002<\/p>\n<\/blockquote>\n<p>\u6240\u4ee5\u7b2c\u4e8c\u5c42\u7684\u52a8\u4f5c\u4e0d\u662f&quot;\u53d1\u65b0\u5185\u5bb9&quot;\uff0c\u800c\u662f<strong>\u7ad9\u5185\u65e7\u8868\u8ff0\u5168\u91cf\u6e05\u527f<\/strong>\uff1a\u8001\u535a\u5ba2\u91cc\u7684\u65e7\u5b9a\u4ef7\u3001about \u9875\u7684\u65e7\u5458\u5de5\u6570\u3001\u65e7\u7248\u4ea7\u54c1\u9875\u3001\u4e0b\u8f7d\u533a\u7684\u5386\u53f2 PDF\u3001\u9875\u811a\u7684\u65e7 slogan\u3002\u4e00\u5904\u4e0d\u6539\uff0c\u5c31\u7b49\u4e8e\u5728\u6700\u9ad8\u6743\u91cd\u7684\u4f4d\u7f6e\u7ed9\u65e7\u8bb0\u5fc6\u7559\u4e86\u4e00\u5f20\u6295\u7968\u6743\u3002<\/p>\n<p>\u6e05\u527f\u7684\u505a\u6cd5\u5f88\u673a\u68b0\u4f46\u6709\u6548\uff1a\u628a\u65e7\u4e8b\u5b9e\u7684\u5173\u952e\u5b57\u7b26\u4e32\uff08\u65e7\u4ef7\u683c\u6570\u5b57\u3001\u65e7\u4ea7\u54c1\u540d\u3001\u65e7 slogan\u3001\u65e7\u516c\u53f8\u4e3b\u4f53\u540d\uff09\u9010\u4e2a\u4e22\u8fdb\u7ad9\u5185\u641c\u7d22\u548c <code>site:<\/code> \u68c0\u7d22\uff0c\u9010\u6761\u5904\u7406\u3002<strong>\u6ce8\u610f\u522b\u53ea\u5220\u4e0d\u8865<\/strong>\u2014\u2014\u76f4\u63a5\u5220\u6389\u65e7\u4ef7\u683c\u4f1a\u7559\u4e0b\u4e00\u4e2a\u8bed\u4e49\u7a7a\u6d1e\uff0c\u6a21\u578b\u4ecd\u4f1a\u56de\u843d\u5230\u53c2\u6570\u8bb0\u5fc6\uff1b\u6b63\u786e\u505a\u6cd5\u662f\u5c31\u5730\u66ff\u6362\u6210\u5e26\u65f6\u95f4\u951a\u70b9\u7684\u65b0\u8868\u8ff0\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u65b0\u4e8b\u5b9e\u8981\u5199\u6210<strong>\u81ea\u6d3d\u5b8c\u6574\u7684\u6bb5\u843d<\/strong>\uff0c\u800c\u4e0d\u662f\u6563\u843d\u7684\u77ed\u53e5\u3002&quot;\u6211\u4eec\u5df2\u4e8e\u8fd1\u671f\u5b8c\u6210\u4ea7\u54c1\u7ebf\u8c03\u6574&quot;\u662f\u5f31\u8bc1\u636e\uff1b&quot;\u622a\u81f3 2026 \u5e74 6 \u6708\uff0c\u5728\u552e\u4ea7\u54c1\u5171 3 \u6761\u4ea7\u54c1\u7ebf\uff0cX \u7cfb\u5217\u5df2\u4e8e 2025 \u5e74 12 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X\uff0c\u5b9e\u9645\u60c5\u51b5\u662f Y&quot;\u52a0\u4e00\u6761\u5b98\u65b9\u6765\u6e90\u94fe\u63a5<\/strong>\uff0c\u628a\u5bf9\u65b9\u7684\u4fee\u6539\u6210\u672c\u538b\u5230\u6700\u4f4e\u3002\u76ee\u5f55\u7ad9\u548c\u6bd4\u4ef7\u7ad9\u901a\u5e38\u6709\u81ea\u52a9\u66f4\u6b63\u8868\u5355\uff0c\u4f18\u5148\u8d70\u8868\u5355\uff1b\u6d4b\u8bc4\u6587\u7ae0\u8d70\u4f5c\u8005\u6216\u7f16\u8f91\u90ae\u7bb1\uff0c\u9644\u4e0a\u53ef\u9a8c\u8bc1\u7684\u5b98\u65b9\u9875\u9762\u94fe\u63a5\u3002<\/p>\n<p>\u4e2d\u6587\u73af\u5883\u8fd8\u6709\u4e00\u5c42\u7279\u6b8a\u6027\uff1a<strong>\u5927\u91cf\u9ad8\u6743\u91cd\u4fe1\u6e90\u5728\u5fae\u4fe1\u751f\u6001\u548c\u767e\u5bb6\u53f7\u91cc\uff0c\u4e0d\u5728\u5f00\u653e\u7f51\u9875\u4e0a\u3002<\/strong> \u8fd9\u90e8\u5206\u5185\u5bb9\u65e2\u5f71\u54cd\u7528\u6237\u770b\u5230\u7684\u4fe1\u606f\uff0c\u4e5f\u901a\u8fc7\u5404\u5bb6\u81ea\u6709\u7d22\u5f15\u5f71\u54cd AI \u7b54\u6848\uff0c\u4f46\u5e38\u89c4\u7684 <code>site:<\/code> \u68c0\u7d22\u6839\u672c\u626b\u4e0d\u5230\u3002\u76f8\u5173\u673a\u5236\u89c1<a href=\"https:\/\/maxaeo.cn\/blog\/baidu-ai-search-optimization\">\u767e\u5ea6AI\u641c\u7d22\u600e\u4e48\u4f18\u5316<\/a>\u548c<a href=\"https:\/\/maxaeo.cn\/blog\/wechat-search-ai\">\u5fae\u4fe1\u641c\u4e00\u641c\u548c\u89c6\u9891\u53f7\u7684AI\u7b54\u6848<\/a>\u3002<\/p>\n<h3>\u7b2c\u56db\u5c42\uff1a\u7b49\u4e0b\u4e00\u6b21\u8bad\u7ec3\u7a97\u53e3\uff0c\u5e76\u6301\u7eed\u76d1\u6d4b<\/h3>\n<p>\u524d\u4e09\u5c42\u7ba1\u7684\u662f\u68c0\u7d22\u4fa7\uff0c<strong>\u53c2\u6570\u4fa7\u53ea\u80fd\u7b49<\/strong>\u3002\u5f53\u6a21\u578b\u5b8c\u6210\u65b0\u4e00\u8f6e\u9884\u8bad\u7ec3\u3001\u4e14\u4f60\u7684\u6b63\u786e\u7248\u672c\u5728\u8bed\u6599\u4e2d\u5df2\u6709\u8db3\u591f\u526f\u672c\u65f6\uff0c\u65e7\u8bb0\u5fc6\u624d\u4f1a\u88ab\u771f\u6b63\u66ff\u6362\u3002<\/p>\n<p>\u8fd9\u4e2a\u7a97\u53e3\u4ee5\u5e74\u8ba1\uff0c\u4e0d\u53d7\u4f60\u63a7\u5236\u3002\u4f60\u80fd\u505a\u7684\u662f<strong>\u8ba9\u6bcf\u4e00\u6b21\u91cd\u8bad\u90fd\u628a\u6b63\u786e\u7248\u672c\u5403\u8fdb\u53bb<\/strong>\u2014\u2014\u8fd9\u6b63\u662f\u524d\u4e09\u5c42\u5de5\u4f5c\u7684\u957f\u671f\u590d\u5229\u6240\u5728\u3002\u540c\u65f6\u628a\u65ad\u7f51\u573a\u666f\u4e0b\u7684 AI \u63d0\u53ca\u7387\u3001\u9519\u8bef\u7387\u7eb3\u5165\u5e38\u6001\u5316 AI \u54c1\u724c\u76d1\u6d4b\uff0c\u6a21\u578b\u4e00\u6362\u4ee3\u5c31\u80fd\u7acb\u523b\u770b\u5230\u53d8\u5316\u3002<\/p>\n<h2>\u5408\u7406\u9884\u671f\uff1a\u4ec0\u4e48\u80fd\u4fee\u597d\u3001\u591a\u4e45\u89c1\u6548<\/h2>\n<p><strong>\u4e0d\u662f\u6240\u6709\u65e7\u4fe1\u606f\u90fd\u80fd\u538b\u5236\u5230\u540c\u4e00\u6c34\u5e73\u3002<\/strong> \u4e0b\u8868\u662f\u6309\u4e8b\u5b9e\u7c7b\u578b\u7ed9\u51fa\u7684\u7ecf\u9a8c\u533a\u95f4\u2014\u2014\u4ece\u5185\u5bb9\u4e0a\u7ebf\u5230\u7b54\u6848\u7a33\u5b9a\u53d8\u5316\uff0c\u4e0d\u540c\u884c\u4e1a\u3001\u4e0d\u540c\u54c1\u724c\u77e5\u540d\u5ea6\u5dee\u5f02\u5f88\u5927\uff0c\u7528\u4f5c\u6392\u671f\u53c2\u8003\u800c\u975e\u627f\u8bfa\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u65e7\u4fe1\u606f\u7c7b\u578b<\/th>\n<th>\u68c0\u7d22\u538b\u5236\u96be\u5ea6<\/th>\n<th>\u7ecf\u9a8c\u5468\u671f<\/th>\n<th>\u65ad\u7f51\u573a\u666f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u878d\u8d44\u3001\u56e2\u961f\u89c4\u6a21\u3001\u529e\u516c\u5730<\/td>\n<td>\u4f4e<\/td>\n<td>2\u20136 \u5468<\/td>\n<td>\u65e0\u89e3<\/td>\n<\/tr>\n<tr>\n<td>\u4ea7\u54c1\u529f\u80fd\u3001\u5b9a\u4ef7\u6863\u4f4d<\/td>\n<td>\u4e2d<\/td>\n<td>4\u20138 \u5468<\/td>\n<td>\u65e0\u89e3<\/td>\n<\/tr>\n<tr>\n<td>\u5df2\u505c\u552e\u4ea7\u54c1\u4ecd\u88ab\u63a8\u8350<\/td>\n<td>\u4e2d\u9ad8<\/td>\n<td>2\u20134 \u4e2a\u6708<\/td>\n<td>\u65e0\u89e3<\/td>\n<\/tr>\n<tr>\n<td>\u54c1\u724c\u4e00\u53e5\u8bdd\u5b9a\u4f4d<\/td>\n<td>\u9ad8<\/td>\n<td>3\u20136 \u4e2a\u6708<\/td>\n<td>\u65e0\u89e3<\/td>\n<\/tr>\n<tr>\n<td>\u66f4\u540d\u3001\u88ab\u6536\u8d2d\u3001\u4e3b\u4f53\u53d8\u66f4<\/td>\n<td>\u5f88\u9ad8<\/td>\n<td>6 \u4e2a\u6708\u4ee5\u4e0a<\/td>\n<td>\u65e0\u89e3<\/td>\n<\/tr>\n<tr>\n<td>\u8d1f\u9762\u5386\u53f2\u4e8b\u4ef6<\/td>\n<td>\u6781\u9ad8\uff0c\u53ea\u80fd\u7a00\u91ca<\/td>\n<td>\u957f\u671f<\/td>\n<td>\u65e0\u89e3<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u89c4\u5f8b\u5f88\u6e05\u695a\uff1a<strong>\u8d8a\u63a5\u8fd1&quot;\u5b9e\u4f53\u8eab\u4efd&quot;\u7684\u4fe1\u606f\u8d8a\u96be\u6539\uff0c\u8d8a\u63a5\u8fd1&quot;\u5c5e\u6027\u6570\u503c&quot;\u7684\u4fe1\u606f\u8d8a\u597d\u6539\u3002<\/strong> \u56e0\u4e3a\u8eab\u4efd\u7c7b\u4fe1\u606f\u5728\u8bed\u6599\u4e2d\u7684\u5173\u8054\u8def\u5f84\u6700\u591a\uff0c\u6b63\u597d\u5bf9\u5e94\u524d\u6587 ripple effects \u7814\u7a76\u91cc\u6cdb\u5316\u5931\u8d25\u6700\u4e25\u91cd\u7684\u90a3\u4e00\u7c7b\u3002<\/p>\n<p>\u8fd8\u8981\u63a5\u53d7\u4e00\u4e2a\u7edf\u8ba1\u5b66\u610f\u4e49\u4e0a\u7684\u73b0\u5b9e\uff1a<strong>\u538b\u5236\u6548\u679c\u662f\u6982\u7387\u6027\u7684\uff0c\u4e0d\u662f\u5f00\u5173\u5f0f\u7684\u3002<\/strong> \u540c\u4e00\u6761\u63d0\u793a\u8bcd\u8dd1 10 \u6b21\uff0c\u53ef\u80fd 7 \u6b21\u7b54\u5bf9\u30013 \u6b21\u56de\u843d\u5230\u65e7\u7248\u672c\u3002\u6240\u4ee5\u76d1\u6d4b\u6307\u6807\u5e94\u8be5\u662f&quot;10 \u6b21\u91cc\u7b54\u5bf9\u51e0\u6b21&quot;\u7684\u6b63\u786e\u7387\uff0c\u800c\u4e0d\u662f&quot;\u6539\u597d\u4e86\u6ca1\u6709&quot;\u7684\u4e8c\u5143\u5224\u65ad\u2014\u2014<strong>\u7528\u6b63\u786e\u7387\u4ece 3\/10 \u5347\u5230 8\/10 \u6765\u6c47\u62a5\u8fdb\u5c55\uff0c\u6bd4\u4e89\u8bba&quot;\u5230\u5e95\u4fee\u597d\u6ca1\u6709&quot;\u6709\u610f\u4e49\u5f97\u591a<\/strong>\u3002<\/p>\n<h2>\u54ea\u4e9b\u573a\u666f\u786e\u5b9e\u4fee\u4e0d\u4e86\uff1a\u8fb9\u754c\u8981\u8bf4\u5728\u524d\u9762<\/h2>\n<p>\u6709\u4e09\u7c7b\u573a\u666f\uff0c<strong>\u65e0\u8bba\u4f60\u505a\u591a\u5c11 AEO \u4f18\u5316\u90fd\u4e0d\u4f1a\u6709\u4efb\u4f55\u53d8\u5316<\/strong>\uff0c\u56e0\u4e3a\u5b83\u4eec\u6839\u672c\u4e0d\u8d70\u68c0\u7d22\uff1a<\/p>\n<ul>\n<li><strong>API \u76f4\u8fde<\/strong>\uff1a\u591a\u6570\u6a21\u578b API \u9ed8\u8ba4\u4e0d\u5e26\u8054\u7f51\u641c\u7d22\uff0c\u5f00\u53d1\u8005\u4e0d\u663e\u5f0f\u6302\u68c0\u7d22\u5de5\u5177\uff0c\u8fd4\u56de\u7684\u5c31\u662f\u7eaf\u53c2\u6570\u8bb0\u5fc6\u3002<\/li>\n<li><strong>\u7b2c\u4e09\u65b9\u5957\u58f3\u5e94\u7528<\/strong>\uff1a\u63a5\u4e86\u6a21\u578b API \u4f46\u6ca1\u63a5\u641c\u7d22\uff0c\u6216\u7528\u4e86\u81ea\u5df1\u7684\u79c1\u6709\u77e5\u8bc6\u5e93\u3002\u8fd9\u7c7b\u5e94\u7528\u7684\u7b54\u6848\u5f80\u5f80\u6bd4\u5b98\u65b9 App \u843d\u540e\u4e00\u6574\u4e2a\u7248\u672c\u3002<\/li>\n<li><strong>\u79c1\u6709\u5316 \/ \u5185\u7f51\u90e8\u7f72<\/strong>\uff1a\u4f01\u4e1a\u5ba2\u6237\u7684\u672c\u5730\u90e8\u7f72\u6a21\u578b\u5b8c\u5168\u9694\u7edd\u5916\u7f51\u3002<\/li>\n<\/ul>\n<p><strong>\u8fd9\u610f\u5473\u7740\u4f60\u7684 AI \u53ef\u89c1\u5ea6\u5929\u7136\u5206\u6210&quot;\u53ef\u4f18\u5316&quot;\u548c&quot;\u4e0d\u53ef\u4f18\u5316&quot;\u4e24\u4e2a\u6c60\u5b50\u3002<\/strong> \u76d1\u6d4b\u65f6\u5982\u679c\u53ea\u8dd1\u5b98\u65b9\u7f51\u9875\u7248\uff0c\u4f1a\u7cfb\u7edf\u6027\u4f4e\u4f30\u65e7\u4fe1\u606f\u7684\u5b9e\u9645\u5f71\u54cd\u9762\u3002<\/p>\n<p>\u8fd9\u4e09\u7c7b\u91cc\u552f\u4e00\u6709\u64cd\u4f5c\u7a7a\u95f4\u7684\u662f\u5957\u58f3\u5e94\u7528\uff1a\u5982\u679c\u67d0\u4e2a\u6d41\u91cf\u53ef\u89c2\u7684\u7b2c\u4e09\u65b9\u5e94\u7528\u957f\u671f\u4f20\u64ad\u4f60\u7684\u65e7\u4fe1\u606f\uff0c\u80fd\u505a\u7684\u4e0d\u662f\u4f18\u5316\u5185\u5bb9\uff0c\u800c\u662f<strong>\u76f4\u63a5\u8054\u7cfb\u5176\u8fd0\u8425\u65b9<\/strong>\u2014\u2014\u5b83\u4eec\u901a\u5e38\u53ea\u662f\u6ca1\u63a5\u68c0\u7d22\u5de5\u5177\u6216\u6ca1\u66f4\u65b0\u79c1\u6709\u77e5\u8bc6\u5e93\uff0c\u6539\u8d77\u6765\u5bf9\u5b83\u4eec\u6210\u672c\u5f88\u4f4e\u3002\u5269\u4e0b\u4e24\u7c7b\u53ea\u80fd\u8ba1\u5165\u635f\u8017\uff0c\u5728\u6c47\u62a5\u53e3\u5f84\u91cc\u660e\u786e\u6392\u9664\uff0c\u907f\u514d\u62ff\u4e00\u4e2a\u6c38\u8fdc\u4fee\u4e0d\u597d\u7684\u6c60\u5b50\u62d6\u7d2f\u6574\u4f53\u6307\u6807\u3002<\/p>\n<h2>\u8fd9\u5957\u65b9\u6cd5\u548c\u5e38\u89c4 SEO \u662f\u4ec0\u4e48\u5173\u7cfb<\/h2>\n<p><strong>\u68c0\u7d22\u4fa7\u7684\u4e09\u5c42\u52a8\u4f5c\uff0c\u672c\u8d28\u4e0a\u5c31\u662f\u628a SEO \u505a\u5230&quot;\u80fd\u88ab AI \u53ec\u56de\u5e76\u91c7\u4fe1&quot;\u7684\u6807\u51c6\u4e0a\u3002<\/strong> \u9875\u9762\u53ef\u6293\u53d6\u3001\u7ed3\u6784\u6e05\u6670\u3001\u6709\u65f6\u95f4\u951a\u70b9\u3001\u7b2c\u4e09\u65b9\u4fe1\u6e90\u4e00\u81f4\u2014\u2014\u8fd9\u4e9b\u65e2\u662f\u4f20\u7edf SEO \u7684\u57fa\u672c\u529f\uff0c\u4e5f\u662f AI \u68c0\u7d22\u5c42\u7684\u8f93\u5165\u3002\u533a\u522b\u53ea\u5728\u4e8e\u8bc4\u4ef7\u6807\u51c6\uff1aSEO \u770b\u6392\u540d\u548c\u70b9\u51fb\uff0cAEO \u770b\u7b54\u6848\u91cc\u6709\u6ca1\u6709\u4f60\u3001\u8bf4\u5f97\u5bf9\u4e0d\u5bf9\u3002<\/p>\n<p>\u6240\u4ee5\u6b63\u786e\u7684\u8d44\u6e90\u5206\u914d\u4e0d\u662f&quot;\u505c\u6389 SEO \u8f6c\u505a AEO&quot;\uff0c\u800c\u662f\u5728\u65e2\u6709 SEO \u5de5\u4f5c\u91cc\u589e\u52a0&quot;\u4e8b\u5b9e\u51c6\u786e\u6027&quot;\u548c&quot;\u53ef\u6458\u5f55\u6027&quot;\u4e24\u4e2a\u7ef4\u5ea6\u3002\u8fd9\u4e2a\u5173\u7cfb\u7684\u5b8c\u6574\u8bba\u8bc1\u89c1 <a href=\"https:\/\/maxaeo.ai\/blog\/does-seo-still-matter\">Does SEO Still Matter When AI Answers First?<\/a>\uff1b\u5982\u679c\u8fd8\u6ca1\u6709\u6210\u578b\u7684\u6267\u884c\u8282\u594f\uff0c<a href=\"https:\/\/maxaeo.ai\/blog\/30-day-aeo-checklist\">The 30-Day AEO Starter Plan<\/a>\u7ed9\u4e86\u4e00\u4efd\u53ef\u4ee5\u76f4\u63a5\u6392\u671f\u7684\u8d77\u6b65\u6e05\u5355\u3002<\/p>\n<h2>\u5e38\u89c1\u95ee\u9898<\/h2>\n<p><strong>\u8bad\u7ec3\u622a\u6b62\u4e4b\u540e\u53d1\u5e03\u7684\u5185\u5bb9\uff0c\u6a21\u578b\u5b8c\u5168\u4e0d\u77e5\u9053\u5417\uff1f<\/strong><\/p>\n<p>\u53c2\u6570\u5c42\u9762\u786e\u5b9e\u4e0d\u77e5\u9053\u3002\u4f46\u53ea\u8981\u5e73\u53f0\u5f00\u542f\u4e86\u8054\u7f51\u68c0\u7d22\uff0c\u6a21\u578b\u5c31\u80fd\u5728\u56de\u7b54\u65f6\u8bfb\u5230\uff0c\u5e76\u6309\u4e0a\u4e0b\u6587\u4f5c\u7b54\u3002\u6240\u4ee5&quot;\u6a21\u578b\u4e0d\u77e5\u9053&quot;\u548c&quot;\u6a21\u578b\u7b54\u4e0d\u51fa\u6765&quot;\u662f\u4e24\u56de\u4e8b\u2014\u2014\u524d\u8005\u662f\u6c38\u4e45\u7684\uff0c\u540e\u8005\u53d6\u51b3\u4e8e\u4f60\u7684\u5185\u5bb9\u80fd\u5426\u88ab\u53ec\u56de\u3002<\/p>\n<p><strong>\u53cd\u590d\u5728\u63d0\u793a\u8bcd\u91cc\u7ea0\u6b63 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App 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