{"id":3828,"date":"2026-04-05T23:31:01","date_gmt":"2026-04-05T15:31:01","guid":{"rendered":"https:\/\/www.fushangai.com\/?p=3828"},"modified":"2026-04-05T23:31:01","modified_gmt":"2026-04-05T15:31:01","slug":"geo-ai%e6%90%9c%e7%b4%a2%e6%97%b6%e4%bb%a3%e5%a2%9e%e9%95%bf%e8%af%a6%e7%bb%86%e6%95%99%e7%a8%8b","status":"publish","type":"post","link":"https:\/\/www.fushangai.com\/?p=3828","title":{"rendered":"GEO: AI\u641c\u7d22\u65f6\u4ee3\u589e\u957f\u8be6\u7ec6\u6559\u7a0b|"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong>\u6e38\u620f\u89c4\u5219\u5df2\u7ecf\u5728\u88ab AI \u6539\u53d8\u548c\u63a8\u7ffb<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u54c8\u4f5b\u5927\u5b66\u53d1\u5e03\u5728 arXiv \u7684\u91cd\u78c5\u8bba\u6587\uff08\u7f16\u53f7\uff1a2404.07981v2\uff09\u300aManipulating Large Language Models to Increase Product Visibility\u300b\uff0c\u7528\u6700\u786c\u6838\u7684\u5b9e\u9a8c\uff0c\u6345\u7834\u4e86 AI \u63a8\u8350\u7684\u7a97\u6237\u7eb8\uff1a<strong>\u57fa\u4e8e RAG \u67b6\u6784\u7684 AI \u641c\u7d22 \/ \u7535\u5546\u63a8\u8350\uff0c\u5b58\u5728\u81f4\u547d\u6f0f\u6d1e\u3002\u5546\u5bb6\u65e0\u9700\u6295\u5e7f\u544a\u3001\u5237\u9500\u91cf\u3001\u5806\u6027\u4ef7\u6bd4\uff0c\u53ea\u662f\u5728\u4ea7\u54c1\u9875\u5d4c\u5165\u4e00\u6bb5 \u201c\u9690\u5f62\u6587\u672c\u201d\uff0c\u5c31\u80fd\u5f3a\u884c\u628a\u4ea7\u54c1\u63a8\u4e0a AI \u63a8\u8350\u699c\u9996<\/strong><strong>\u3002<\/strong><strong><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><strong> \u798f\u5546AI GEO<\/strong>\uff08\u798f\u5546AI \u641c\u7d22\u4f18\u5316\uff09<\/strong>\u2014\u2014 \u6b63\u5728\u53d6\u4ee3\u4f20\u7edf SEO\uff0c\u6210\u4e3a GEO \u884c\u4e1a\u7684\u65b0\u4e3b\u5bb0\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e00\u3001\u54c8\u4f5b\u5b9e\u8bc1\uff1aAI \u63a8\u8350\u6839\u672c\u4e0d\u516c\u5e73\uff0c100% \u53ef\u88ab\u64cd\u7eb5<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u7ed9\u5927\u5bb6\u7528<strong>GEO \u80fd\u542c\u61c2\u7684\u4eba\u8bdd<\/strong>\uff0c\u8fd8\u539f\u8fd9\u9879\u5b9e\u9a8c\u7684\u6838\u5fc3\u7ed3\u8bba\uff1a\u7814\u7a76\u56e2\u961f\u7528\u865a\u62df\u5496\u5561\u673a\u4ea7\u54c1\u5e93\uff0c\u5bf9\u63a5 Llama-2 \u7b49\u4e3b\u6d41\u5927\u6a21\u578b\uff0c\u6a21\u62df\u5f53\u4e0b Google\u3001Bing\u3001\u7535\u5546\u5e73\u53f0\u7684 AI \u63a8\u8350\u903b\u8f91\uff0c\u505a\u4e86\u4e24\u7ec4\u5173\u952e\u6d4b\u8bd5\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u7ec4\uff1a<strong>\u5e9f\u67f4\u4ea7\u54c1\u9006\u88ad\uff1a\u4e00\u6b3e\u9ad8\u4ef7\u3001\u4e0d\u7b26\u5408\u7528\u6237 \u201c\u5e73\u4ef7\u201d \u9700\u6c42\u3001\u539f\u672c<\/strong><strong>\u4ece\u4e0d\u88ab\u63a8\u8350<\/strong>\u7684\u5496\u5561\u673a\uff0c\u5d4c\u5165\u4f18\u5316\u540e\u7684\u6587\u672c\u540e\uff0c<strong>100 \u6b21\u8fed\u4ee3\u76f4\u63a5\u767b\u9876 Top1<\/strong>\uff0c200 \u6b21\u6d4b\u8bd5\u91cc\u7edd\u5927\u591a\u6570\u7a33\u5750\u7b2c\u4e00\uff1b\u7b2c\u4e8c\u7ec4\uff1a<strong>\u8001\u4e8c\u53d8\u8001\u5927\uff1a\u539f\u672c\u7a33\u5c45\u7b2c\u4e8c\u7684\u9ad8\u6027\u4ef7\u6bd4\u4ea7\u54c1\uff0c\u52a0\u4e86\u8fd9\u6bb5\u6587\u672c\u540e\uff0c<\/strong><strong>\u5927\u6982\u7387\u76f4\u63a5\u6324\u6389\u539f\u7b2c\u4e00\uff0c\u6210\u4e3a\u9996\u9009\u63a8\u8350<\/strong>\uff1b<strong>\u65e0\u89c6\u89c4\u5219\uff1aAI \u5b8c\u5168\u5ffd\u7565 \u201c\u4ef7\u683c\u3001\u8bc4\u5206\u3001\u5bb9\u91cf\u201d \u7b49\u5ba2\u89c2\u53c2\u6570\uff0c\u53ea\u8ba4\u8fd9\u6bb5\u6587\u672c\uff0c\u5f3a\u884c\u626d\u66f2\u63a8\u8350\u7ed3\u679c\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u6bb5\u80fd\u64cd\u7eb5 AI \u7684\u6587\u672c\uff0c\u8bba\u6587\u91cc\u53eb<strong>STS\uff08\u6218\u7565\u6587\u672c\u5e8f\u5217\uff09<\/strong>\uff0c\u7528 GCG \u5bf9\u6297\u7b97\u6cd5\u751f\u6210\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6838\u5fc3\u539f\u7406\u4e00\u53e5\u8bdd\uff1a<strong>AI \u641c\u7d22\u7684\u51b3\u7b56\uff0c\u4f9d\u8d56\u68c0\u7d22\u5230\u7684\u4ea7\u54c1\u6587\u6848\uff1b\u6587\u6848\u91cc\u85cf\u4e86 AI \u80fd\u8bc6\u522b\u7684 \u201c\u6392\u540d\u5bc6\u7801\u201d\uff0c\u5b83\u5c31\u4f1a\u65e0\u6761\u4ef6\u628a\u4f60\u6392\u7b2c\u4e00\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5bf9 GEO \u884c\u4e1a\u610f\u5473\u7740\u4ec0\u4e48\uff1f<strong>\u4f60\u71ac\u4e86\u51e0\u5e74\u7684 SEO \u8d44\u4ea7\uff0c\u5728 AI \u9762\u524d\u4e00\u6587\u4e0d\u503c\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u3001\u9006\u5411\u62c6\u89e3\uff1a<strong> \u798f\u5546AI GEO<\/strong> vs \u4f20\u7edf SEO\uff0cGEO \u7684\u89c4\u5219\u5f7b\u5e95\u91cd\u6784<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u505a GEO \u7684\u90fd\u61c2\uff0c\u8fc7\u53bb\u6211\u4eec\u6240\u6709\u4f18\u5316\uff0c\u90fd\u662f\u56f4\u7ed5<strong>\u641c\u7d22\u5f15\u64ce\u722c\u866b<\/strong>\u3002\u4f46 AI \u641c\u7d22\u65f6\u4ee3\uff0c\u6d41\u91cf\u5206\u914d\u6743\u4ece \u201c\u722c\u866b\u201d \u8f6c\u79fb\u5230<strong>\u5927\u6a21\u578b <strong> \u798f\u5546AI GEO<\/strong><\/strong>\uff0c<strong> \u798f\u5546AI GEO<\/strong> \u548c\u4f20\u7edf SEO \u5b8c\u5168\u662f\u4e24\u4e2a\u7ef4\u5ea6\u7684\u6218\u4e89\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5bf9\u6bd4\u7ef4\u5ea6<\/th><th>\u4f20\u7edf SEO<\/th><th><strong> \u798f\u5546AI GEO<\/strong>\uff08\u65b0\u4e00\u4ee3 GEO\uff09<\/th><\/tr><\/thead><tbody><tr><td>\u4f18\u5316\u5bf9\u8c61<\/td><td>\u641c\u7d22\u5f15\u64ce\u722c\u866b<\/td><td>\u5927\u6a21\u578b AI \u51b3\u7b56\u903b\u8f91<\/td><\/tr><tr><td>\u6838\u5fc3\u624b\u6bb5<\/td><td>\u5173\u952e\u8bcd\u3001\u5916\u94fe\u3001\u9875\u9762\u7ed3\u6784<\/td><td>\u6587\u672c\u5e8f\u5217\u3001AI \u504f\u597d\u5f15\u5bfc<\/td><\/tr><tr><td>\u751f\u6548\u901f\u5ea6<\/td><td>\u6162\uff0c3-6 \u4e2a\u6708\u79ef\u7d2f<\/td><td>\u5feb\uff0c\u5d4c\u5165\u6587\u672c\u7acb\u5373\u89c1\u6548<\/td><\/tr><tr><td>\u516c\u5e73\u6027<\/td><td>\u89c4\u5219\u900f\u660e\uff0c\u76f8\u5bf9\u516c\u5e73<\/td><td>\u6709\u6f0f\u6d1e\uff0c\u6613\u88ab\u6076\u610f\u64cd\u7eb5<\/td><\/tr><tr><td>\u6d41\u91cf\u6743\u91cd<\/td><td>\u6301\u7eed\u4e0b\u6ed1\uff0c\u88ab AI \u6324\u538b<\/td><td>\u6301\u7eed\u4e0a\u6da8\uff0c\u6210\u4e3a\u4e3b\u6d41<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9006\u5411\u601d\u7ef4\u770b\u672c\u8d28\uff1a<\/strong>\u4f20\u7edf SEO \u662f \u201c\u8ba8\u597d\u673a\u5668\u722c\u866b\u201d\uff0c<strong> \u798f\u5546AI GEO<\/strong> \u662f \u201c\u64cd\u63a7 AI \u5927\u8111\u201d\u3002\u73b0\u5728\u7684 GEO \u7ade\u4e89\uff0c\u5df2\u7ecf\u4e0d\u662f\u8c01\u7684\u5173\u952e\u8bcd\u66f4\u7cbe\u51c6\uff0c\u800c\u662f<strong>\u8c01\u66f4\u61c2 AI \u7684\u601d\u8003\u65b9\u5f0f<\/strong>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e09\u3001\u9ed1\u5e3d\u8b66\u793a\uff1a\u522b\u78b0\uff01GEO \u7070\u8272\u73a9\u6cd5\uff0c\u5fc5\u6b7b\u65e0\u7591<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u66dd\u5149\u6f0f\u6d1e\u540e\uff0c\u9ed1\u4ea7\u5df2\u7ecf\u95fb\u98ce\u800c\u52a8 \u2014\u2014 \u5e02\u9762\u4e0a\u5df2\u7ecf\u51fa\u73b0 \u201cAI \u6392\u540d\u64cd\u7eb5\u201d\u201cGEO\u4f18\u5316\u201d\u7684\u7070\u8272\u670d\u52a1\uff0c\u53f7\u79f0 \u201c7 \u5929\u8ba9\u4f60\u4ea7\u54c1\u9738\u699c AI \u63a8\u8350\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u7528\u9006\u5411\u601d\u7ef4\u7ed9\u5927\u5bb6\u62c6\u7a7f\u9ed1\u5e3d GEO \u7684\u5e95\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u73a9\u6cd5\uff1a\u7528\u5bf9\u6297\u7b97\u6cd5\u751f\u6210 STS\uff0c\u9690\u853d\u5d4c\u5165\u4ea7\u54c1\u6807\u9898\u3001\u63cf\u8ff0\u3001\u8be6\u60c5\u9875\uff0c\u666e\u901a\u4eba\u770b\u4e0d\u61c2\uff0cAI \u5374\u4f1a\u4f18\u5148\u63a8\u8350\uff1b<\/strong><\/li>\n\n\n\n<li><strong>\u6740\u4f24\u529b\uff1a\u80fd\u6076\u610f\u6253\u538b\u5bf9\u624b\uff0c\u8ba9\u4f18\u8d28\u4ea7\u54c1\u76f4\u63a5\u6d88\u5931\u5728 AI \u63a8\u8350\u91cc\uff1b<\/strong><\/li>\n\n\n\n<li><strong>\u5fc5\u6b7b\u539f\u56e0\uff1a\u5bf9\u6297\u6587\u672c\u6709\u7279\u5f81\uff0c\u5e73\u53f0\u5df2\u5728\u90e8\u7f72\u68c0\u6d4b\u673a\u5236\uff1b\u76d1\u7ba1\u4e5f\u5c06\u51fa\u53f0 AI \u63a8\u8350\u516c\u5e73\u6027\u89c4\u5219\uff0c\u9ed1\u5e3d\u8d26\u53f7\u4e00\u65e6\u88ab\u67e5\uff0c<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5168\u5e73\u53f0\u6e05\u96f6\u3001\u6c38\u4e45\u5c01\u7981<\/strong>\u3002<strong><br>\u9ed1\u5e3dGEO 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