{"id":793137,"date":"2026-06-04T19:02:54","date_gmt":"2026-06-04T11:02:54","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=793137"},"modified":"2026-06-04T19:02:54","modified_gmt":"2026-06-04T11:02:54","slug":"exa%e8%8e%b72-5%e4%ba%bf%e7%be%8e%e5%85%83%e8%9e%8d%e8%b5%84%ef%bc%8c%e6%89%93%e9%80%a0agent%e5%8e%9f%e7%94%9f%e7%9a%84google","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=793137","title":{"rendered":"Exa\u83b72.5\u4ebf\u7f8e\u5143\u878d\u8d44\uff0c\u6253\u9020Agent\u539f\u751f\u7684\u201cGoogle\u201d"},"content":{"rendered":"
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\u6587 | \u963f\u5c14\u6cd5\u516c\u793e<\/p>\n<\/blockquote>\n

\u6700\u8fd1\u4e00\u5e74\uff0cAgent\u771f\u6b63\u8fdb\u5165\u4e86ToC\u548cToB\u7684\u5b9e\u9645\u751f\u4ea7\u529b\u9886\u57df\u3002\u5728ToC\u7aef\uff0cAgent\u6210\u4e3a\u4eba\u4eec\u7684\u4e2a\u4eba\u52a9\u7406\u548c\u4ee3\u7801\u52a9\u624b\u3002\u4f5c\u4e3a\u4e2a\u4eba\u52a9\u7406\uff0c\u5b83\u5e2e\u4eba\u4eec\u5b8c\u6210\u641c\u7d22\u3001\u5199\u4f5c\u3001\u8d2d\u7269\u3001\u65c5\u884c\u89c4\u5212\u3002\u4f5c\u4e3a\u4ee3\u7801\u52a9\u624b\uff0c\u5b83\u5e2e\u5f00\u53d1\u8005\u4eec\u76f4\u63a5\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n

\u5728ToB\u7aef\uff0cAgent\u8fdb\u5165\u9500\u552e\u7ebf\u7d22\u6316\u6398\u3001\u5ba2\u6237\u7814\u7a76\u3001\u62db\u8058\u3001\u6295\u7814\u3001\u6cd5\u52a1\u5c3d\u8c03\u3001\u4ee3\u7801\u5f00\u53d1\u3001\u5ba2\u670d\u3001\u6570\u636e\u5206\u6790\u7b49\u5de5\u4f5c\u6d41\u3002<\/p>\n

Agent\u7684\u6838\u5fc3\u80fd\u529b\u53ef\u4ee5\u62c6\u6210\u4e09\u4ef6\u4e8b\uff1a\u7406\u89e3\u76ee\u6807\u3001\u83b7\u53d6\u4fe1\u606f\u3001\u6267\u884c\u52a8\u4f5c\u3002\u6a21\u578b\u8d1f\u8d23\u7406\u89e3\u548c\u63a8\u7406\uff0c\u5de5\u5177\u8d1f\u8d23\u884c\u52a8\uff0c\u800c\u641c\u7d22\u8d1f\u8d23\u4ece\u5916\u90e8\u4e16\u754c\u83b7\u53d6\u4fe1\u606f\u3002\u83b7\u53d6\u4fe1\u606f\u662fAgent\u7684\u6838\u5fc3\u80fd\u529b\uff0c\u6ca1\u6709\u9ad8\u8d28\u91cf\u4fe1\u606f\uff0cAgent\u5f88\u5bb9\u6613\u53d8\u6210“\u9ad8\u667a\u80fd\u4f46\u4f4e\u4e8b\u5b9e\u6027”\u7684\u7cfb\u7edf\u3002<\/p>\n

\u5c31\u50cf\u5f53\u5e74Google\u7528\u641c\u7d22\u91cd\u65b0\u5b9a\u4e49\u4e86\u4eba\u7c7b\u4f7f\u7528\u7684\u4e92\u8054\u7f51\uff0c\u6210\u4e3a\u79d1\u6280\u884c\u4e1a<\/a>\u4e8b\u5b9e\u4e0a\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u5728Agent\u8303\u5f0f\u9010\u6e10\u53d8\u6210\u4e3b\u6d41\u7684\u4eca\u5929\uff0c\u5b83\u4e5f\u9700\u8981\u4e00\u4e2aAgent\u539f\u751f\u7684“Google”(\u641c\u7d22)\u3002<\/p>\n

\u4e00\u5bb6\u53ebExa\u7684\u516c\u53f8\uff0c\u628a\u76ee\u6807\u7784\u51c6\u5411“AI-native search”\uff0c\u4ed6\u4eec\u60f3\u6210\u4e3aAI\u548cAgent\u7684\u9ed8\u8ba4\u4fe1\u606f\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n

\u6700\u8fd1\uff0cExa\u5b8c\u62102.5\u4ebf\u7f8e\u5143C\u8f6e\u878d\u8d44<\/a>\uff0c\u4f30\u503c22\u4ebf\u7f8e\u5143\uff0c\u7531a16z\u9886\u6295\uff0cBenchmark\u3001Lightspeed\u3001Y Combinator\u53c2\u6295\u3002<\/p>\n

\u5b83\u4eec\u5ba3\u79f0\u5df2\u670d\u52a1\u4e86Cursor\u3001Cognition\u3001HubSpot\u3001OpenRouter\u3001Monday.com\u7b49AI\u5934\u90e8\u516c\u53f8\uff0c\u4ee5\u53ca40\u4e07+\u5f00\u53d1\u8005\u30015000+\u516c\u53f8\u3002<\/p>\n

AI\u65f6\u4ee3\u9700\u8981\u628a\u641c\u7d22\u4ece\u5e95\u5c42\u91cd\u65b0\u505a\u4e00\u904d<\/h2>\n

Exa\u7531Will Bryk\u548cJeffrey Wang\u521b\u7acb\uff0c\u4ed6\u4eec\u65e9\u5728\u54c8\u4f5b\u8bfb\u672c\u79d1\u671f\u95f4\u5c31\u76f8\u8bc6\uff0c\u90fd\u662f\u8ba1\u7b97\u673a\u76f8\u5173\u80cc\u666f\uff0c\u4e5f\u662f\u4e00\u8d77\u505a\u8fc7\u6280\u672f\u9879\u76ee\u3002\u6bd5\u4e1a\u540e\uff0cWill Bryk\u66fe\u5728\u673a\u5668\u5b66\u4e60<\/a>\u521b\u4e1a<\/a>\u516c\u53f8Cresta\u505a\u8f6f\u4ef6\u5de5\u7a0b\u5e08\uff0cJeffrey Wang\u66fe\u5728Plaid\u5de5\u4f5c\u30022021\u5e74\uff0c\u4e24\u4eba\u521b\u7acbExa\uff08\u6700\u65e9\u53ebMetaphor\uff09\u3002<\/p>\n

\"Exa\u83b72.5\u4ebf\u7f8e\u5143\u878d\u8d44\uff0c\u6253\u9020Agent\u539f\u751f\u7684\u201cGoogle\u201d\"\u56fe\u7247\u6765\u6e90\uff1aExa<\/span><\/p>\n

2021\u5e74\u521a\u521b\u7acbExa\u65f6\uff0c\u4ed6\u4eec\u5df2\u7ecf\u8ba4\u4e3a\u4e16\u754c\u9700\u8981\u6bd4Google\u66f4\u597d\u7684\u641c\u7d22\u30022022\u5e7411\u6708\uff0cExa\u4e0a\u7ebf\u7b2c\u4e00\u7248\u641c\u7d22\u5f15\u64ce\uff0c\u7ea6\u4e24\u5468\u540eChatGPT<\/a>\u53d1\u5e03\uff1b\u56e2\u961f\u5f88\u5feb\u610f\u8bc6\u5230\uff1aAI\u5e94\u7528\u4f1a\u6bd4\u4eba\u7c7b\u66f4\u9700\u8981\u641c\u7d22\u3002<\/p>\n

\u4e3a\u4ec0\u4e48AI\u6216Agent\u9700\u8981\u4e13\u5c5e\u7684\u641c\u7d22\uff1f\u9762\u5411Agent\u7684\u641c\u7d22\uff0c\u4e0e\u9762\u5411\u4eba\u7684Google\u641c\u7d22\u6709\u4ec0\u4e48\u4e0d\u4e00\u6837\uff1f<\/p>\n

\u4f20\u7edfGoogle\u641c\u7d22\u662f\u7528\u6237\u8f93\u5165\u77ed\u5173\u952e\u8bcd\uff0c\u641c\u7d22\u5f15\u64ce\u8fd4\u56de\u94fe\u63a5\u5217\u8868\uff0c\u7528\u6237\u81ea\u5df1\u70b9\u51fb\u3001\u6d4f\u89c8\u3001\u5224\u65ad\u3001\u6574\u5408\u3002\u8fd9\u4e2a\u7cfb\u7edf\u56f4\u7ed5\u4eba\u7c7b\u884c\u4e3a\u4f18\u5316\u3002<\/p>\n

Agent\u641c\u7d22\u8981\u6b63\u6587\u3001\u6458\u8981\u3001\u7ed3\u6784\u5316\u5b57\u6bb5\u3001JSON\u3001\u5f15\u7528\u3001\u7f6e\u4fe1\u5ea6\u3001\u6765\u6e90\u8ffd\u8e2a\u3002\u4eba\u7c7b\u53ef\u4ee5\u81ea\u5df1\u6253\u5f00\u7f51\u9875\u8bfb\uff1bAgent\u9700\u8981\u7cfb\u7edf\u5148\u628a\u7f51\u9875\u6e05\u6d17\u3001\u62bd\u53d6\u3001\u538b\u7f29\u6210\u6a21\u578b\u53ef\u7528\u7684\u4e0a\u4e0b\u6587\u3002\u4eba\u7c7b\u53ef\u4ee5\u63a5\u53d7\u641c\u5230“\u5173\u4e8e\u67d0\u7c7b\u5bf9\u8c61\u7684\u6587\u7ae0”\uff1bAgent\u5f80\u5f80\u9700\u8981\u5bf9\u8c61\u672c\u8eab\uff0c\u6bd4\u5982\u516c\u53f8\u5217\u8868\u3001\u4eba\u5217\u8868\u3001\u4ea7\u54c1\u5217\u8868\u3001\u4ee3\u7801\u7247\u6bb5\u3001\u65b0\u95fb\u4e8b\u4ef6\u3002<\/p>\n

\u4f46\u662f\u73b0\u5728\u7684\u4e00\u4e9bAgent\u6216AI\u641c\u7d22\uff0c\u5176\u5b9e\u5e95\u5c42\u4ecd\u7136\u4f9d\u8d56Google\/Bing\u7684\u4eba\u7c7b\u641c\u7d22\u7ed3\u679c\uff0c\u4e0a\u5c42\u53ea\u662f\u7528\u5927\u6a21\u578b\u52a0\u4e86\u6458\u8981\uff0c\u5e76\u6ca1\u6709\u91cd\u5efa\u641c\u7d22\u672c\u8eab\u3002<\/p>\n

Exa\u8ba4\u4e3a\uff0cAI\u65f6\u4ee3\u9700\u8981\u628a\u641c\u7d22\u4ece\u5e95\u5c42\u91cd\u65b0\u505a\u4e00\u904d\uff1a\u4ece\u7f51\u9875\u722c\u866b\uff08crawler\uff09\u3001\u7d22\u5f15\uff08index\uff09\uff0c\u5230\u68c0\u7d22\u6a21\u578b\uff08retrieval model\uff09\u3001\u5411\u91cf\u6570\u636e\u5e93\uff08vector database\uff09\u3001\u5185\u5bb9\u62bd\u53d6\uff08content extraction\uff09\uff0c\u518d\u5230 agentic research pipeline\u3002<\/p>\n

\u6362\u53e5\u8bdd\u8bf4\uff0c\u4ece\u6293\u7f51\u9875\u3001\u5efa\u7d22\u5f15\u3001\u7406\u89e3\u67e5\u8be2\u4e0e\u7f51\u9875\u7684\u8bed\u4e49\u5173\u7cfb\uff0c\u5230\u7528\u5411\u91cf\u6570\u636e\u5e93\u505a\u5927\u89c4\u6a21\u8bed\u4e49\u68c0\u7d22\u3001\u4ece\u7f51\u9875\u4e2d\u62bd\u53d6\u53ef\u4f9b\u6a21\u578b\u4f7f\u7528\u7684\u8bc1\u636e\uff0c\u518d\u5230\u8ba9Agent\u591a\u8f6e\u641c\u7d22\u3001\u9a8c\u8bc1\u5e76\u751f\u6210\u7ed3\u6784\u5316\u7ed3\u679c\uff0c\u6574\u6761\u94fe\u8def\u90fd\u8981\u91cd\u6784\u3002<\/p>\n

\u4e0a\u4e00\u4ee3\u641c\u7d22\u6218\u4e89\u7531“\u4e3a\u4eba\u7c7b\u7ec4\u7ec7\u4fe1\u606f”\u7684\u516c\u53f8\u8d62\u5f97\uff0c\u4e0b\u4e00\u4ee3\u5f88\u53ef\u80fd\u7531“\u4e3aAgent\u7ec4\u7ec7\u4fe1\u606f”\u7684\u516c\u53f8\u8d62\u5f97\u3002<\/p>\n

Exa\u8fd8\u6709\u4e00\u4e2a\u5224\u65ad\uff1a\u672a\u6765Agent\u5bf9\u641c\u7d22\u7684\u9700\u6c42\u4f1a\u8d85\u8fc7\u4eba\u7c7b\u3002\u4eba\u7c7b\u6bcf\u5929\u641c\u51e0\u6b21\u3001\u51e0\u5341\u6b21\uff1bAgent \u5b8c\u6210\u4e00\u4e2a\u4efb\u52a1\u53ef\u80fd\u8fde\u7eed\u641c\u7d22\u51e0\u5341\u6b21\u3001\u4e0a\u767e\u6b21\u3002\u672a\u6765\u5927\u6a21\u578b\u53d1\u8d77\u7684\u641c\u7d22\u91cf\u53ef\u80fd\u8fbe\u5230\u4eca\u5929Google\u641c\u7d22\u91cf\u76841000\u500d\u3002<\/p>\n

\u90a3\u4e48\uff0c\u533a\u522b\u4e8e\u90a3\u4e9b\u5e95\u5c42\u4f9d\u8d56\u4eba\u7c7b\u641c\u7d22\u7ed3\u679c\u7684AI\u641c\u7d22\uff0cExa\u7684\u80fd\u529b\u6709\u4ec0\u4e48\u4e0d\u4e00\u6837\uff1f<\/strong><\/p>\n

\u53ef\u4ee5\u4ece\u4e24\u6761\u7ebf\u770b\uff1a\u5e95\u5c42\u7cfb\u7edf\u600e\u4e48\u5efa\uff0c\u5b83\u7684\u4ea7\u54c1\u600e\u4e48\u5e2e\u52a9AI\/Agent\u83b7\u53d6\u4fe1\u606f\u3002<\/p>\n

\"Exa\u83b72.5\u4ebf\u7f8e\u5143\u878d\u8d44\uff0c\u6253\u9020Agent\u539f\u751f\u7684\u201cGoogle\u201d\"\u56fe\u7247\u6765\u6e90\uff1aExa<\/span><\/p>\n

\u5148\u770b\u5e95\u5c42\u7cfb\u7edf\u3002Exa\u628a\u641c\u7d22\u57fa\u7840\u8bbe\u65bd\u62c6\u6210\u4e09\u4ef6\u4e8b\uff1a\u7f51\u9875\u6293\u53d6\u3001\u6587\u6863\u5904\u7406\u3001\u67e5\u8be2\u670d\u52a1\u3002<\/p>\n

\u7b2c\u4e00\u6b65\u662f\u7f51\u9875\u6293\u53d6\u3002Exa\u81ea\u5efacrawler\uff0c\u6301\u7eed\u53d1\u73b0\u65b0URL(\u94fe\u63a5)\uff0c\u518d\u7528\u5206\u5e03\u5f0f\u673a\u5668\u548cIP\u6293\u53d6\u7f51\u9875\uff0c\u901a\u8fc7\u81ea\u5efaHTML parser\uff08\u7f51\u9875\u89e3\u6790\u5668\uff09\u5904\u7406\u9875\u9762\uff0c\u6700\u7ec8\u5c06\u6570\u636e\u5b58\u5165\u6570\u636e\u5e93\u3002Exa\u79f0\uff0c\u5176\u722c\u866b\u8ffd\u8e2a5000\u4ebf+URL\u3002\u8fd9\u91cc\u7684\u96be\u70b9\u5305\u62ec\u89c4\u6a21\uff0c\u4e5f\u5305\u62ec\u7f51\u9875\u683c\u5f0f\u6df7\u4e71\u3001\u5185\u5bb9\u6301\u7eed\u53d8\u5316\u3001\u4f4e\u8d28\u91cf\u9875\u9762\u5360\u6bd4\u9ad8\uff0c\u7cfb\u7edf\u9700\u8981\u5224\u65ad\u54ea\u4e9b\u9875\u9762\u503c\u5f97\u8fdb\u5165\u9ad8\u8d28\u91cf\u7d22\u5f15\u3002<\/p>\n

\u7b2c\u4e8c\u6b65\u662f\u6587\u6863\u5904\u7406\u3002\u7f51\u9875\u8fdb\u5165\u7cfb\u7edf\u540e\uff0c\u4f1a\u88ab\u52a0\u5de5\u6210\u591a\u79cd\u53ef\u68c0\u7d22\u5f62\u6001\uff0c\u5305\u62ec\u5173\u952e\u8bcd\u7d22\u5f15\u3001BM25\uff08\u4e00\u79cd\u7ecf\u5178\u5173\u952e\u8bcd\u76f8\u5173\u6027\u7b97\u6cd5\uff09\u3001metadata\uff08\u5143\u6570\u636e\uff09\u3001highlights\uff08\u9ad8\u76f8\u5173\u7247\u6bb5\uff09\u548c\u8bed\u4e49\u5411\u91cf\u3002Exa\u91c7\u7528\u5173\u952e\u8bcd\u68c0\u7d22\u4e0eneural search\uff08\u795e\u7ecf\u7f51\u7edc\u8bed\u4e49\u641c\u7d22\uff09\u7684\u6df7\u5408\u8def\u7ebf\uff0c\u7528\u6765\u5904\u7406\u7cbe\u786e\u5339\u914d\u3001\u957f\u67e5\u8be2\u3001\u8bed\u4e49\u641c\u7d22\uff0c\u4ee5\u53ca\u4eba\u7269\u3001\u516c\u53f8\u3001\u4ee3\u7801\u7b49\u5b9e\u4f53\u641c\u7d22\u3002<\/p>\n

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