\u5341\u6708\u4e0a\u65ec\u51fa\u8fc7\u4e00\u6869\u4e8b\u6545：ChatGPT \u51fa\u7ad9\u94fe\u63a5\u6539\u7528 noopener,noreferrer \u6253\u5f00，utm_source=chatgpt.com \u548c referrer \u540c\u65f6\u4e22，8 \u5929\u91cc\u4e00\u6279 AI \u5bfc\u6d41\u6570\u636e\u96c6\u4f53\u6389\u8fdb Direct \u6e20\u9053，\u65e5\u5747\u5f52\u56e0\u5c11\u4e86\u7ea6 3.1 \u4e07，Profound \u76d1\u6d4b\u7684\u5e26\u6807\u7b7e\u56de\u7b54\u5360\u6bd4\u4ece 98.5% \u8dcc\u5230 5%\u201312%，10 \u6708 15 \u65e5\u624d\u4fee\u590d\u3002\u4e8b\u6545\u7684\u6559\u8bad\u4e00\u53e5\u8bdd\u5c31\u80fd\u8bf4\u5b8c：\u6e20\u9053\u6807\u7b7e\u4e22\u4e86，\u5f52\u56e0\u5c31\u5168\u9519，\u800c\u4e14\u662f\u5b89\u9759\u7684\u9519\u2014\u2014\u6570\u5b57\u8fd8\u5728，\u53ea\u662f\u8fdb\u4e86\u9519\u8bef\u7684\u6876\u3002<\/p>\n
GEO \u9898\u5e93\u7ba1\u7ebf\u91cc\u6709\u4e00\u4e2a\u5b8c\u5168\u540c\u6784\u7684\u98ce\u9669：\u9898\u76ee\u5206\u5c42\u6807\u7b7e\u4e22\u4e86，\u7edf\u8ba1\u5c31\u5168\u9519\u3002\u4e00\u9053\u54c1\u7c7b\u8bcd\u9898（\u300c\u5b89\u5fbd\u505aAI\u641c\u7d22\u83b7\u5ba2\u7684\u54ea\u5bb6\u9760\u8c31\u300d）\u5982\u679c\u6ca1\u6253\u4e0a category \u6807\u7b7e，\u6df7\u8fdb\u54c1\u724c\u8bcd\u9898\u7684\u5206\u6bcd，\u8fd9\u5bb6\u4f01\u4e1a\u7684"\u547d\u4e2d\u7387"\u7acb\u523b\u865a\u9ad8\u4e00\u622a，\u800c\u4e14\u6ca1\u4eba\u53d1\u73b0\u3002\u672c\u6587\u8bb2\u7684\u5c31\u662f\u8fd9\u5957\u9898\u9762\u751f\u6210\u7ba1\u7ebf\u600e\u4e48\u4ece\u6e90\u5934\u4fdd\u8bc1\u6807\u7b7e\u3001\u69fd\u4f4d\u3001\u53bb\u91cd\u952e\u4e0d\u51fa\u8fd9\u79cd"\u5b89\u9759\u7684\u9519"\u3002<\/p>\n
\u51fa\u9898\u4e0d\u662f\u4e00\u6b21\u95ee LLM \u8981 600 \u9053\u9898，\u800c\u662f\u4e00\u6761\u56fa\u5b9a\u7684\u7ba1\u7ebf：<\/p>\n
\u884c\u4e1a\/\u5730\u57df\u69fd\u4f4d\u8868 \u2192 \u6a21\u677f\u7ec4\u5408 \u2192 LLM \u6279\u91cf\u751f\u6210(20\u9898\/\u6279) \u2192 \u9aa8\u67b6\u62bd\u53d6 \u2192 \u53bb\u91cd\u952e\u6bd4\u5bf9 \u2192 \u96f6\u54c1\u724c\u6821\u9a8c \u2192 \u5165\u5e93<\/p>\n
\u6bcf\u4e00\u6b65\u5bf9\u5e94\u7684\u5de5\u7a0b\u7ea6\u675f\u5982\u4e0b\u3002<\/p>\n
\u5730\u57df\u69fd\u4f4d\u548c\u884c\u4e1a\u69fd\u4f4d\u4eba\u5de5\u7ef4\u62a4\u6210\u7ed3\u6784\u5316\u8868，\u4e0d\u4ea4\u7ed9\u6a21\u578b\u81ea\u7531\u53d1\u6325：<\/p>\n
{
\n "region": ["anhui", "wuhu", "nanjing"],
\n "industry": ["geo-service", "ai-leadgen"],
\n "tier": ["brand", "category"],
\n "ask_frame": ["\u54ea\u5bb6\u9760\u8c31", "\u600e\u4e48\u6311", "\u6709\u54ea\u4e9b\u503c\u5f97\u770b\u7684", "\u63a8\u8350\u51e0\u5bb6"]
\n}<\/p>\n
\u6a21\u677f\u7ec4\u5408 region \u00d7 industry \u00d7 ask_frame \u5148\u5c55\u5f00\u6210\u9898\u9762\u9aa8\u67b6，LLM \u53ea\u505a\u4e24\u79cd\u4e8b：\u628a\u9aa8\u67b6\u6269\u5199\u6210\u81ea\u7136\u95ee\u53e5\u3001\u751f\u6210\u9aa8\u67b6\u8868\u91cc\u6ca1\u6709\u7684\u540c\u4e49\u95ee\u6cd5\u3002\u8fd9\u6837\u6bcf\u9053\u9898\u751f\u4e0b\u6765\u5c31\u5e26\u7740\u7ed3\u6784\u5316\u6807\u7b7e，\u4e0d\u9760\u4e8b\u540e\u5206\u7c7b\u56de\u586b\u2014\u2014\u4e8b\u540e\u5206\u7c7b\u662f\u6807\u7b7e\u4e22\u5931\u4e8b\u6545\u7684\u91cd\u707e\u533a\u3002<\/p>\n
\u51fa\u9898\u7528\u9ad8\u6e29\u5ea6（0.8，\u8981\u53d1\u6563），\u5b9e\u6d4b\u91c7\u6837\u7528 0.7（\u8981\u8d34\u4f53\u611f），\u8fd9\u662f\u4e24\u6761\u7ba1\u7ebf\u7684\u7b2c\u4e00\u5904\u5206\u53c9\u3002\u51fa\u9898\u5206\u6279\u8dd1：20 \u9898\/\u6279\u3001maxTokens 6000\u3001\u5355\u6279\u8d85\u65f6 240s\u3002\u5b9e\u6d4b\u601d\u8003\u6a21\u578b\u5355\u6279\u5927\u7ea6 103 \u79d2，\u7559\u4e00\u500d\u4f59\u91cf\u7ed9\u91cd\u8bd5\u3002\u6279\u95f4\u53bb\u91cd\u952e\u6bd4\u5bf9\u5931\u8d25\u7387\u4f4e\u7684\u65f6\u5019\u53ef\u4ee5\u8fde\u53d1，\u9ad8\u7684\u65f6\u5019\u76f4\u63a5\u4eba\u5de5\u4ecb\u5165\u2014\u2014\u53bb\u91cd\u5931\u8d25\u7387\u672c\u8eab\u662f\u51fa\u9898\u8d28\u91cf\u7684\u6c34\u4f4d\u8ba1\u3002<\/p>\n
\u53bb\u91cd\u952e\u7684\u6784\u6210：tier + region + industry + \u95ee\u6cd5\u9aa8\u67b6\u54c8\u5e0c\u3002\u4e09\u4e2a\u5bb9\u6613\u5ffd\u7565\u7684\u70b9：<\/p>\n
function buildDedupKey(q) {
\n const frame = extractAskFrame(q.text); \/\/ \u95ee\u6cd5\u9aa8\u67b6：\u54ea\u5bb6\u9760\u8c31\/\u600e\u4e48\u6311\/…
\n const slots = [q.query_tier, q.region_slot, q.industry_slot, hash(frame)];
\n return slots.join('|');
\n}
\n\/\/ \u5165\u5e93\u524d：INSERT … ON CONFLICT(dedup_key) DO NOTHING，\u51b2\u7a81\u8ba1\u6570\u4e0a\u62a5<\/p>\n
\u7b2c\u4e00\u9053\u95f8\u662f\u6b63\u5219：\u9898\u5e93\u7ef4\u62a4\u4e00\u4efd\u5df2\u77e5\u4f01\u4e1a\u540d\u8bcd\u8868，category \u9898\u9762\u547d\u4e2d\u5373\u6253\u56de\u3002\u7b2c\u4e8c\u9053\u95f8\u662f LLM \u4e8c\u6b21\u6821\u9a8c：\u540d\u8bcd\u8868\u62e6\u4e0d\u4f4f"\u5408\u80a5\u90a3\u5bb6\u505a\u68c0\u6d4b\u7684\u516c\u53f8"\u8fd9\u7c7b\u6307\u4ee3\u6027\u8868\u8ff0，\u8ba9\u4e00\u4e2a\u4e0d\u5e26\u4e0a\u4e0b\u6587\u7684\u6821\u9a8c\u6a21\u578b\u56de\u7b54"\u8fd9\u9053\u9898\u662f\u5426\u6307\u5411\u7279\u5b9a\u4f01\u4e1a"，\u7b54\u662f\u5373\u6253\u56de\u3002\u4e24\u9053\u95f8\u90fd\u8fc7\u624d\u5165\u5e93\u3002<\/p>\n
\u5355\u6b21\u68c0\u6d4b\u4efb\u52a1\u9898\u91cf\u4e0a\u9650 500 \u9898，\u8d85\u4e86\u5fc5\u987b\u62c6\u4efb\u52a1\u2014\u2014\u8fd9\u4e0d\u662f\u6027\u80fd\u95ee\u9898，\u662f\u7edf\u8ba1\u95ee\u9898：\u9898\u91cf\u4e00\u5927，\u6279\u95f4\u6f02\u79fb\u6df7\u8fdb\u6765，\u524d\u540e\u9898\u76ee\u4e0d\u5728\u540c\u4e00\u4e2a\u57fa\u7ebf\u4e0a\u3002\u5931\u8d25\u91cd\u8bd5\u53ea\u505a 1 \u6b21，\u91cd\u8bd5\u628a\u9650\u6d41\u653e\u5927\u6210\u96ea\u5d29\u7684\u6559\u8bad\u5404\u5bb6\u90fd\u6709\u8fc7\u3002<\/p>\n
\u5751\u4e00：\u51fa\u9898\u6e29\u5ea6\u8bbe 0，\u9898\u9762\u590d\u8bfb\u6a21\u677f\u3002\u6700\u521d\u628a\u51fa\u9898\u6e29\u5ea6\u5f53\u7cbe\u5ea6\u53c2\u6570\u8c03\u5230 0，\u7ed3\u679c 600 \u9898\u91cc\u51fa\u73b0\u5927\u91cf\u4ec5\u5dee\u4e00\u4e2a\u5b57\u7684\u53d8\u4f53，\u53bb\u91cd\u952e\u51b2\u7a81\u7387\u98d9\u5347\u3002\u6e29\u5ea6 0 \u4e0d\u662f\u4e25\u8c28，\u662f\u8ba9\u6a21\u578b\u628a\u6a21\u677f\u80cc\u7ed9\u4f60\u770b\u3002\u53d1\u6563\u4efb\u52a1\u5c31\u7ed9\u53d1\u6563\u53c2\u6570：0.8，\u914d\u5408\u9aa8\u67b6\u62bd\u53d6\u515c\u5e95\u3002<\/p>\n
\u5751\u4e8c：LLM \u751f\u6210\u9898\u9762\u91cc\u5939\u5e26\u63a8\u8350\u610f\u56fe\u3002\u8ba9\u6a21\u578b"\u6269\u5199\u95ee\u53e5"，\u5b83\u4f1a\u81ea\u4f5c\u4e3b\u5f20\u5199\u6210\u300cXX\u516c\u53f8\u600e\u4e48\u6837\u300d（\u628a\u69fd\u4f4d\u8868\u91cc\u67d0\u4e2a\u793a\u4f8b\u4f01\u4e1a\u540d\u5f53\u6210\u4e3b\u9898）\u3002\u4fee\u6cd5：\u793a\u4f8b\u4f01\u4e1a\u540d\u7528\u5360\u4f4d\u7b26，\u6269\u5199\u5b8c\u6210\u540e\u6821\u9a8c\u5360\u4f4d\u7b26\u5df2\u66ff\u6362\u4e14\u66ff\u6362\u503c\u4e0d\u5728\u4f01\u4e1a\u540d\u8bcd\u8868\u5185\u3002\u8fd9\u6761\u548c\u96f6\u54c1\u724c\u94c1\u5f8b\u662f\u540c\u4e00\u4ef6\u4e8b\u7684\u4e24\u9762\u2014\u2014\u9898\u9762\u8bf1\u5bfc\u4f1a\u8ba9\u6d4b\u51fa\u6765\u7684\u547d\u4e2d\u53d8\u6210\u590d\u8ff0\u3002<\/p>\n
\u69fd\u4f4d\u8868\u8986\u76d6\u4e0d\u5230\u7684\u65b0\u95ee\u6cd5（\u5ba2\u6237\u7528\u65b9\u8a00\u3001\u7528\u9519\u522b\u5b57\u3001\u7528\u884c\u4e1a\u9ed1\u8bdd\u95ee）\u8fdb\u4e0d\u4e86\u9898\u5e93，\u8fd9\u90e8\u5206\u9760\u590d\u6d4b\u671f\u7684\u771f\u5b9e\u54a8\u8be2\u8bb0\u5f55\u56de\u6d41\u8865\u5145；LLM \u6821\u9a8c\u6a21\u578b\u81ea\u5df1\u4e5f\u4f1a\u6f0f\u5224，\u96f6\u54c1\u724c\u6821\u9a8c\u662f\u6982\u7387\u95f8\u95e8\u4e0d\u662f\u6570\u5b66\u8bc1\u660e；\u53bb\u91cd\u952e\u4fdd\u8bc1\u7684\u662f"\u540c\u6279\u4e0d\u91cd\u590d"，\u8de8\u6279\u6b21\u540c\u9aa8\u67b6\u9898\u662f\u5426\u8be5\u590d\u7528，\u53d6\u51b3\u4e8e\u590d\u6d4b\u5bf9\u9f50\u7684\u9700\u6c42\u2014\u2014\u590d\u6d4b\u8981\u6c42\u540c\u6279\u9898\u540c\u53c2\u6570，\u610f\u5473\u7740\u90e8\u5206\u65e7\u9898\u5fc5\u987b\u4fdd\u7559，\u53bb\u91cd\u952e\u8981\u6309\u6279\u6b21\u7248\u672c\u7ba1\u7406\u3002<\/p>\n
\u4f60\u5728\u51fa\u9898\u7ba1\u7ebf\u91cc\u600e\u4e48\u5904\u7406\u540c\u4e49\u95ee\u6cd5\u548c\u53bb\u91cd？\u8bc4\u8bba\u533a\u804a\u804a\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
\u5148\u8bb2\u4e00\u4e2a\u65c1\u8bc1：\u6807\u7b7e\u4e22\u4e86\u4f1a\u53d1\u751f\u4ec0\u4e48\u5341\u6708\u4e0a\u65ec\u51fa\u8fc7\u4e00\u6869\u4e8b\u6545：ChatGPT \u51fa\u7ad9\u94fe\u63a5\u6539\u7528 noopener,noreferrer \u6253\u5f00，utm_sourcechatgpt.com \u548c referrer \u540c\u65f6\u4e22，8 \u5929\u91cc\u4e00\u6279 AI \u5bfc\u6d41\u6570\u636e\u96c6\u4f53\u6389\u8fdb Direct \u6e20\u9053，\u65e5\u5747\u5f52\u56e0\u5c11\u4e86\u7ea6 3.1 \u4e07，Profound \u76d1\u6d4b\u7684\u5e26\u6807\u7b7e\u56de\u7b54\u5360\u6bd4\u4ece 98.5% \u8dcc\u5230 5%\u201312%，10 \u6708 15 \u65e5<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[4802,50],"topic":[],"class_list":["post-120316","post","type-post","status-publish","format-standard","hentry","category-server","tag-geo","tag-50"],"yoast_head":"\n