{"id":1032451,"date":"2025-10-28T15:30:42","date_gmt":"2025-10-28T15:30:42","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&p=1032451"},"modified":"2025-10-29T17:12:11","modified_gmt":"2025-10-29T17:12:11","slug":"case-study-accelerating-genai-adoption-in-commodity-trading","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/case-study-accelerating-genai-adoption-in-commodity-trading\/","title":{"rendered":"\u6848\u4f8b\u7814\u7a76\uff1a\u52a0\u5feb GenAI \u5728\u5927\u5b97\u5546\u54c1\u4ea4\u6613\u4e2d\u7684\u5e94\u7528"},"content":{"rendered":"

Artefact \u4e13\u6ce8\u4e8e\u5e94\u7528 artificial intelligence \u548c\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u3002\u5b83\u7684\u4f7f\u547d\u662f\uff1a\u901a\u8fc7\u7ed3\u5408\u6218\u7565\u8c03\u6574\u3001\u5b9e\u8df5\u57f9\u8bad\u548c\u6280\u672f\u5171\u521b\uff0c\u5e2e\u52a9\u4f01\u4e1a\u4ece\u5b9e\u9a8c\u8d70\u5411\u5927\u89c4\u6a21\u5e94\u7528\u3002.<\/span><\/p>\n

\u5f53 \u5168\u7403\u9886\u5148\u7684\u5546\u54c1\u8d38\u6613\u516c\u53f8<\/strong> (\u4e00\u5bb6\u4ece\u4e8b\u519c\u4e1a\u3001\u80fd\u6e90\u548c\u91d1\u5c5e\u7b49\u521d\u7ea7\u7ecf\u6d4e\u90e8\u95e8\u800c\u975e\u5236\u6210\u54c1\u8d38\u6613\u7684\u516c\u53f8\uff09\u5bfb\u6c42\u52a0\u901f\u5176\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\uff0c\u5e76\u6c42\u52a9\u4e8e Artefact \u5c06\u6f5c\u529b\u8f6c\u5316\u4e3a\u53ef\u8861\u91cf\u7684\u7ee9\u6548\u3002\u5176\u76ee\u6807\u662f\u4f7f\u4eba\u5de5\u667a\u80fd\u6210\u4e3a\u5404\u90e8\u95e8\u7684\u65e5\u5e38\u751f\u4ea7\u529b\u5de5\u5177\uff0c\u540c\u65f6\u786e\u4fdd\u7a33\u5065\u7684\u6cbb\u7406\u3001\u5408\u89c4\u6027\u548c\u6301\u4e45\u7684\u6587\u5316\u53d8\u9769\u3002.<\/span><\/p>\n

\u6311\u6218\uff1a\u5c06\u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u597d\u5947\u8f6c\u5316\u4e3a\u4f01\u4e1a\u80fd\u529b<\/b><\/h2>\n

\u4e0e\u8bb8\u591a\u7ec4\u7ec7\u4e00\u6837\uff0c\u8be5\u5ba2\u6237\u5df2\u7ecf\u5f00\u59cb\u5c1d\u8bd5\u4f7f\u7528\u5fae\u8f6f Copilot \u7b49\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5de5\u5177\u3002\u4f46\u65e9\u671f\u9879\u76ee\u5c1a\u672a\u8f6c\u5316\u4e3a\u4f01\u4e1a\u8303\u56f4\u5185\u7684\u5f71\u54cd\u3002\u51fa\u73b0\u4e86\u4e24\u4e2a\u4e3b\u8981\u6311\u6218\uff1a\u00a0<\/span><\/p>\n

    \n
  1. \u589e\u5f3a\u4eba\u7684\u6743\u80fd\uff1a<\/strong> \u5458\u5de5\u9700\u8981\u7ed3\u6784\u5316\u7684\u76f8\u5173\u57f9\u8bad\uff0c\u4ee5\u4fbf\u5728\u65e5\u5e38\u5de5\u4f5c\u4e2d\u81ea\u4fe1\u5730\u4f7f\u7528\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u3002\u867d\u7136\u5174\u8da3\u5f88\u9ad8\uff0c\u4f46\u5404\u56e2\u961f\u7684\u5b9e\u9645\u77e5\u8bc6\u5374\u5927\u76f8\u5f84\u5ead\u3002.<\/span><\/li>\n
  2. \u5efa\u8bbe\u667a\u80fd\u81ea\u52a8\u5316\uff1a<\/strong> \u9664\u4e86\u4e2a\u4eba\u751f\u4ea7\u529b\u5de5\u5177\u5916\uff0c\u8be5\u516c\u53f8\u8fd8\u5e0c\u671b\u63a2\u7d22\u80fd\u591f\u81ea\u52a8\u6267\u884c\u5408\u89c4\u68c0\u67e5\u3001\u6587\u6863\u548c\u62a5\u544a\u7b49\u590d\u6742\u5de5\u4f5c\u6d41\u7a0b\u7684\u5b9a\u5236\u4eba\u5de5\u667a\u80fd\u52a9\u624b\u3002.<\/span><\/li>\n<\/ol>\n

    \u7b80\u800c\u8a00\u4e4b\uff0c\u516c\u53f8\u9700\u8981\u4e00\u4e2a\u8def\u7ebf\u56fe\uff0c\u4ee5\u4fbf \u5b89\u5168\u3001\u6218\u7565\u6027\u5730\u6269\u5c55\u4eba\u5de5\u667a\u80fd<\/strong>, \u786e\u4fdd\u5c06\u521b\u65b0\u8f6c\u5316\u4e3a\u6548\u7387\u548c\u4fe1\u4efb\u3002.<\/span><\/p>\n

    \u89e3\u51b3\u65b9\u6848\uff1a\u4ece \"\u5b66 \"\u5230 \"\u505a\"\uff0c\u5171\u540c\u521b\u9020<\/b><\/h2>\n

    Artefact \u5c06\u5176 \u7ecf\u8fc7\u9a8c\u8bc1\u7684 GenAI \u91c7\u7528\u6846\u67b6<\/strong>, \u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u8be5\u8ba1\u5212\u5c06\u6839\u636e\u5feb\u8282\u594f\u3001data \u654f\u611f\u7684\u5546\u54c1\u4ea4\u6613\u4e16\u754c\u8fdb\u884c\u8c03\u6574\u3002\u8be5\u8ba1\u5212\u5206\u4e3a\u4e09\u4e2a\u5173\u952e\u9636\u6bb5\uff0c\u4ece\u80fd\u529b\u5efa\u8bbe\u5230\u5171\u540c\u521b\u9020\u3002.<\/span><\/p>\n

      \n
    1. \u8bc4\u4f30\u51c6\u5907\u60c5\u51b5\u548c\u673a\u4f1a\uff1a<\/strong> \u6211\u4eec\u9996\u5148\u8fdb\u884c\u4e86\u5168\u9762\u7684\u4eba\u5de5\u667a\u80fd\u6210\u719f\u5ea6\u5ba1\u8ba1\uff0c\u4ee5\u8bc4\u4f30\u73b0\u6709\u80fd\u529b\uff0c\u5e76\u786e\u5b9a\u6700\u6709\u53ef\u80fd\u4ece\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u4e2d\u53d7\u76ca\u7684\u90e8\u95e8\u3002\u8fd9\u4e00\u8bca\u65ad\u9636\u6bb5\u6709\u52a9\u4e8e\u786e\u5b9a\u9ad8\u4ef7\u503c\u7528\u4f8b\u7684\u4f18\u5148\u6b21\u5e8f\uff0c\u5e76\u786e\u4fdd\u9ad8\u7ba1\u4eba\u5458\u56f4\u7ed5\u4e1a\u52a1\u76ee\u6807\u4fdd\u6301\u4e00\u81f4\u3002.<\/span><\/li>\n
    2. \u6839\u636e\u4e1a\u52a1\u91cd\u70b9\u8c03\u6574\u91c7\u7528\u65b9\u5f0f\uff1a<\/strong> Artefact \u968f\u540e\u56f4\u7ed5\u4e09\u5927\u652f\u67f1\u5236\u5b9a\u4e86\u6709\u9488\u5bf9\u6027\u7684\u91c7\u7528\u8ba1\u5212\uff1a
      \n- \u6536\u517b<\/span>:\u901a\u8fc7\u7ed3\u5408\u73b0\u573a\u7814\u8ba8\u4f1a\u3001\u7535\u5b50\u5b66\u4e60\u548c\u6301\u7eed\u8f85\u5bfc\u7684\u6df7\u5408\u5f0f\u5b66\u4e60\uff0c\u52a0\u5feb\u63d0\u9ad8 Copilot \u548c\u5176\u4ed6\u751f\u6210\u5de5\u5177\u7684\u6280\u80fd\u3002.
      \n- \u4e1a\u52a1\u8c03\u6574<\/span>:\u5c06\u4eba\u5de5\u667a\u80fd\u7684\u6f5c\u529b\u8f6c\u5316\u4e3a\u5177\u4f53\u7684\u90e8\u95e8\u7528\u4f8b\uff0c\u4ece\u4f1a\u8ba1\u548c\u4eba\u529b\u8d44\u6e90\u5230\u6218\u7565\u548c\u98ce\u9669\u7ba1\u7406\u3002.
      \n- \u521b\u65b0<\/span>:\u9f13\u52b1\u901a\u8fc7\u9ed1\u5ba2\u9a6c\u62c9\u677e\u548c\u5185\u90e8\u6311\u6218\u8fdb\u884c\u5b9e\u9a8c\uff0c\u4f7f\u56e2\u961f\u80fd\u591f\u8bbe\u8ba1\u51fa\u6ee1\u8db3\u7279\u5b9a\u4e1a\u52a1\u9700\u6c42\u7684\u4eba\u5de5\u667a\u80fd\u52a9\u624b\u539f\u578b\u3002.<\/span><\/li>\n
    3. \u5171\u540c\u5f00\u53d1\u5b9a\u5236\u7684\u4eba\u5de5\u667a\u80fd\u52a9\u624b\uff1a<\/strong> \u4e3a\u4e86\u5c06\u7406\u8bba\u4ed8\u8bf8\u5b9e\u8df5\uff0c\u7ec4\u7ec7\u4e86\u4ee3\u7406\u9ed1\u5ba2\u9a6c\u62c9\u677e\uff0c\u5c06 data \u4e13\u5bb6\u3001\u4e1a\u52a1\u7528\u6237\u548c\u5408\u89c4\u5b98\u5458\u7b49\u591a\u5b66\u79d1\u56e2\u961f\u6c47\u805a\u5728\u4e00\u8d77\u3002.<\/span><\/li>\n<\/ol>\n

      \u65d7\u8230\u6210\u679c\u4e4b\u4e00\u662f\u5236\u5b9a\u4e86 \u57fa\u4e8e Copilot \u7684\u5408\u89c4\u52a9\u624b<\/strong>, \u8be5\u7cfb\u7edf\u80fd\u591f\u81ea\u52a8\u5206\u6790\u76d1\u7ba1\u6587\u4ef6\u3001\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u5e76\u6807\u8bb0\u6f5c\u5728\u98ce\u9669\u4ee5\u4f9b\u5ba1\u67e5\u3002\u901a\u8fc7\u5c06 \u4fc3\u8fdb\u5de5\u7a0b\u6700\u4f73\u505a\u6cd5<\/strong> \u901a\u8fc7\u5bf9\u9886\u57df\u8fdb\u884c\u5fae\u8c03\uff0c\u8be5\u52a9\u624b\u5728\u4fdd\u6301\u5b8c\u5168\u53ef\u8ffd\u6eaf\u6027\u548c\u9075\u5b88\u5408\u89c4\u6807\u51c6\u7684\u540c\u65f6\uff0c\u8282\u7701\u4e86\u5927\u91cf\u65f6\u95f4\u3002.<\/span><\/p>\n

      Artefact \u8fd8\u5e2e\u52a9\u5ba2\u6237\u786e\u7acb\u4e86\u957f\u671f\u91c7\u7528\u7684\u63a8\u52a8\u56e0\u7d20\uff1a<\/span><\/p>\n

        \n
      • \u6bcf\u5468 \u4eba\u5de5\u667a\u80fd\u529e\u516c\u65f6\u95f4<\/strong> \u8fdb\u884c\u73b0\u573a\u95ee\u7b54\u548c\u540c\u884c\u5b66\u4e60<\/li>\n
      • \u4e00\u4e2a \u4eba\u5de5\u667a\u80fd\u5b9e\u8df5\u793e\u533a<\/strong> \u5206\u4eab\u89c1\u89e3\u5e76\u5b8c\u5584\u4f7f\u7528\u6848\u4f8b<\/li>\n
      • A \u63d0\u793a\u56fe\u4e66\u9986<\/strong> \u76f4\u63a5\u96c6\u6210\u5230 Copilot \u4e2d\uff0c\u786e\u4fdd\u53ef\u91cd\u590d\u4f7f\u7528\u7684\u5de5\u4f5c\u6d41\u7a0b\u548c\u6301\u7eed\u6539\u8fdb<\/li>\n<\/ul>\n

        \u8fd9\u4e9b\u4e3e\u63aa\u5c06\u4eba\u5de5\u667a\u80fd\u4ece\u4e00\u4e2a\u5b9e\u9a8c\u6027\u7684\u5de5\u5177\u96c6\u8f6c\u53d8\u4e3a\u5d4c\u5165\u65e5\u5e38\u8fd0\u8425\u7684\u7ed3\u6784\u5316\u80fd\u529b\u3002.<\/p>\n

        \u6210\u679c\uff1a\u6269\u5927\u91c7\u7528\u8303\u56f4\u5e76\u5efa\u7acb\u4eba\u5de5\u667a\u80fd\u5c31\u7eea\u6587\u5316<\/b><\/h2>\n

        \u5728\u63a8\u51fa\u540e\u7684\u77ed\u77ed\u51e0\u5468\u5185\uff0c\u516c\u53f8\u5c31\u5728\u591a\u4e2a\u65b9\u9762\u770b\u5230\u4e86\u5b9e\u5b9e\u5728\u5728\u7684\u6210\u679c\uff1a<\/span><\/p>\n

          \n
        • \u63d0\u9ad8\u53c2\u4e0e\u5ea6\uff1a <\/b>\u968f\u7740\u5458\u5de5\u5bf9\u8d1f\u8d23\u4efb\u5730\u3001\u521b\u9020\u6027\u5730\u4f7f\u7528 GenAI \u7684\u4fe1\u5fc3\u4e0d\u65ad\u589e\u5f3a\uff0c\u5404\u90e8\u95e8\u5bf9 Copilot \u7684\u4f7f\u7528\u7387\u7a33\u6b65\u4e0a\u5347\u3002.<\/span><\/li>\n
        • \u8fd0\u884c\u6548\u7387\uff1a <\/b>\u4eba\u5de5\u667a\u80fd\u52a9\u624b\u7684\u65e9\u671f\u90e8\u7f72\u5927\u5927\u51cf\u5c11\u4e86\u6587\u4ef6\u5ba1\u6838\u548c\u5408\u89c4\u62a5\u544a\u6240\u82b1\u8d39\u7684\u65f6\u95f4\u3002.<\/span><\/li>\n
        • \u77e5\u8bc6\u5171\u4eab\uff1a <\/b>\u521b\u5efa\u5e76\u5728\u5185\u90e8\u5171\u4eab\u4e86 50 \u591a\u4e2a\u4e0e\u4e1a\u52a1\u76f8\u5173\u7684\u63d0\u793a\u548c\u5de5\u4f5c\u6d41\u7a0b\uff0c\u4e3a\u4eca\u540e\u7684\u81ea\u52a8\u5316\u5960\u5b9a\u4e86\u57fa\u7840\u3002.<\/span><\/li>\n
        • \u6587\u5316\u8f6c\u578b\uff1a <\/b>\u4e00\u4e2a\u771f\u6b63\u7684\u4eba\u5de5\u667a\u80fd\u793e\u533a\u5df2\u7ecf\u5f62\u6210--\u4e00\u4e2a\u5d07\u5c1a\u5b9e\u9a8c\u3001\u534f\u4f5c\u548c\u6301\u7eed\u5b66\u4e60\u7684\u793e\u533a\u3002.<\/span><\/li>\n<\/ul>\n

          \u901a\u8fc7\u5c06\u6218\u7565\u8c03\u6574\u3001\u4ee5\u4eba\u4e3a\u672c\u7684\u57f9\u8bad\u548c\u6280\u672f\u5171\u540c\u5f00\u53d1\u76f8\u7ed3\u5408\uff0cArtefact \u5e2e\u52a9\u8fd9\u5bb6\u5168\u7403\u8d38\u6613\u9886\u5bfc\u8005 \u5c06\u4eba\u5de5\u667a\u80fd\u5d4c\u5165\u5176\u8fd0\u8425\u6a21\u5f0f<\/strong>, \u5c06\u5176\u4ece\u4e00\u9879\u72ec\u7acb\u7684\u4e3e\u63aa\u8f6c\u53d8\u4e3a\u6301\u7eed\u7684\u7ade\u4e89\u4f18\u52bf\u3002.<\/span><\/p>\n

          \u7ed3\u8bba\uff1a\u6210\u529f\u91c7\u7528\u4eba\u5de5\u667a\u80fd\u9700\u8981\u4e00\u4e2a\u8def\u7ebf\u56fe<\/b><\/h2>\n

          \u4eba\u5de5\u667a\u80fd\u7684\u5e94\u7528\u4e0d\u662f\u5076\u7136\u7684\uff0c\u800c\u662f\u8bbe\u8ba1\u51fa\u6765\u7684\u3002Artefact \u7684\u65b9\u6cd5\u8868\u660e\uff0c\u63a8\u5e7f\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u9700\u8981\u7684\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\uff1a\u5b83\u9700\u8981\u7ed3\u6784\u3001\u53c2\u4e0e\u548c\u4fe1\u4efb\u3002.<\/span><\/p>\n

          \u901a\u8fc7\u57f9\u8bad\u3001\u5b9e\u9a8c\u548c\u4e1a\u52a1\u8c03\u6574\u7684\u6b63\u786e\u7ec4\u5408\uff0c\u4f01\u4e1a\u53ef\u4ee5\u4ece\u597d\u5947\u5fc3\u8f6c\u53d8\u4e3a\u80fd\u529b\uff0c\u4ece\u80fd\u529b\u8f6c\u53d8\u4e3a\u5f71\u54cd\u529b\u3002.<\/span><\/p>","protected":false},"excerpt":{"rendered":"

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