{"id":1031263,"date":"2025-10-24T12:34:22","date_gmt":"2025-10-24T11:34:22","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&p=1031263"},"modified":"2025-10-29T17:11:32","modified_gmt":"2025-10-29T17:11:32","slug":"genai-adoption-a-pragmatic-roadmap-for-companies-seeking-impact","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/genai-adoption-a-pragmatic-roadmap-for-companies-seeking-impact\/","title":{"rendered":"\u91c7\u7528 GenAI\uff1a\u4f01\u4e1a\u5bfb\u6c42\u5f71\u54cd\u529b\u7684\u52a1\u5b9e\u8def\u7ebf\u56fe"},"content":{"rendered":"

\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5df2\u4ece\u65b0\u5174\u8d8b\u52bf\u8fc5\u901f\u8f6c\u53d8\u4e3a\u8463\u4e8b\u4f1a\u7684\u4f18\u5148\u4e8b\u9879\u3002\u516c\u53f8\u6b63\u5728\u6d4b\u8bd5\u526f\u9a7e\u9a76\u3001\u52a9\u7406\u548c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u4ee5\u63d0\u9ad8\u751f\u4ea7\u7387\u3001\u6fc0\u53d1\u521b\u65b0\u548c\u5f00\u62d3\u65b0\u7684\u5546\u673a\u3002\u4f46\u662f\uff0c\u8bd5\u9a8c\u5de5\u5177\u5e76\u4e0d\u7b49\u4e8e\u91c7\u7528\u5de5\u5177\u3002\u5f53 GenAI \u878d\u5165\u7ec4\u7ec7\u6d41\u7a0b\u3001\u6587\u5316\u548c\u6218\u7565\u7684\u6839\u672c\u7ed3\u6784\u65f6\uff0c\u624d\u4f1a\u4ea7\u751f\u771f\u6b63\u7684\u5f71\u54cd\u3002.<\/p>\n

Artefact \u5f00\u53d1\u4e86 \u884c\u4e4b\u6709\u6548\u7684\u65b9\u6cd5<\/strong> \u5e2e\u52a9\u4f01\u4e1a\u4ece\u63a2\u7d22\u8d70\u5411\u53ef\u6301\u7eed\u5f71\u54cd\u3002\u4e0d\u540c\u4e4b\u5904\u5728\u4e8e\u4ece\u5206\u6563\u7684\u8bd5\u70b9\u8f6c\u5411\u878d\u5408\u6218\u7565\u3001\u6587\u5316\u548c\u6267\u884c\u7684\u7ed3\u6784\u5316\u65c5\u7a0b\u3002.<\/p>\n

\"\"<\/p>\n

1.\u660e\u786e\u7684\u91c7\u7528\u6218\u7565\u4e3a\u4f55\u80dc\u8fc7\u4eba\u5de5\u667a\u80fd\u7092\u4f5c
\n<\/b><\/h2>\n

\u4e0e\u6709\u673a\u4f20\u64ad\u7684\u6d88\u8d39\u7c7b\u5e94\u7528\u7a0b\u5e8f\u4e0d\u540c\uff0cGenAI \u5728\u4f01\u4e1a\u4e2d\u7684\u5e94\u7528\u7edd\u975e\u75c5\u6bd2\u5f0f\u4f20\u64ad\u3002. <\/span>\u6cbb\u7406\u3001\u5408\u89c4\u6027\u3001\u6295\u8d44\u56de\u62a5\u7387<\/b>, \u548c <\/span>\u53d8\u9769\u7ba1\u7406 <\/b>\u90fd\u662f\u963b\u788d\u3002.<\/span><\/p>\n

\u673a\u9047\u662f\u5b9e\u5b9e\u5728\u5728\u7684\uff1a\u81ea\u52a8\u5316\u91cd\u590d\u6027\u4efb\u52a1\u3001\u52a0\u901f\u51b3\u7b56\u3001\u589e\u5f3a\u521b\u9020\u529b\u3002\u4f46\u98ce\u9669\u4e5f\u540c\u6837\u5b58\u5728\uff1adata\u9690\u79c1\u6cc4\u9732\u3001\u6574\u5408\u4e0d\u4f73\u7684\u5de5\u5177\u3001\u4e00\u6b21\u6027\u8bd5\u9a8c\u7684\u8ba1\u5212\u3002. <\/span>\u6210\u529f\u53d6\u51b3\u4e8e\u5e73\u8861\u81ea\u4e0a\u800c\u4e0b\u7684\u6218\u7565\u8ba1\u5212\u4e0e\u81ea\u4e0b\u800c\u4e0a\u7684\u57fa\u5c42\u52a8\u529b<\/b>.<\/span><\/p>\n

2.\u81ea\u4e0a\u800c\u4e0b\u8fd8\u662f\u81ea\u4e0b\u800c\u4e0a\uff1f\u4e24\u8005\u90fd\u91cd\u8981<\/b><\/h2>\n

\u6709\u4e24\u79cd\u4e92\u8865\u7684\u65b9\u6cd5\u53ef\u4ee5\u8ba9 GenAI \u575a\u6301\u4e0b\u53bb\u3002.<\/span><\/p>\n

    \n
  • \u81ea\u4e0a\u800c\u4e0b\uff1a\u6d41\u7a0b\u751f\u4ea7\u529b<\/b>
    \n<\/b>\u8fd9\u6761\u8def\u7ebf\u7684\u76ee\u6807\u662f <\/span>\u8de8\u804c\u80fd\u5de5\u4f5c\u6d41\u7a0b<\/b>, \u652f\u6301<\/span> \u9886\u5bfc\u8d5e\u52a9<\/b> \u548c <\/span>\u91cd\u5927\u6295\u8d44<\/b>. .\u9996\u5148\u8981\u9009\u62e9\u4f18\u5148\u81ea\u52a8\u5316\u6d41\u7a0b\uff0c\u901a\u8fc7\u6982\u5ff5\u9a8c\u8bc1\u5bf9\u5176\u8fdb\u884c\u6d4b\u8bd5\uff0c\u7136\u540e\u5728\u5404\u90e8\u95e8\u63a8\u5e7f\u3002\u56de\u62a5\u662f <\/span>\u96c6\u4e2d\u7684\u6295\u8d44\u56de\u62a5\u7387 <\/b>\u548c <\/span>\u9ad8\u51b2\u51fb<\/b>, \u5c3d\u7ba1\u65f6\u95f4\u66f4\u957f\uff0c\u98ce\u9669\u66f4\u9ad8\u3002.<\/span><\/li>\n
  • \u81ea\u4e0b\u800c\u4e0a\uff1a\u65e5\u5e38\u751f\u4ea7\u7387<\/b>
    \n<\/b>\u7ed9\u4f60, <\/span>\u5458\u5de5\u63a8\u52a8\u91c7\u7528<\/b> \u5c06 GenAI \u5e94\u7528\u4e8e\u65e5\u5e38\u4efb\u52a1\u3002\u4e1a\u52a1\u529f\u80fd\u7684\u4f7f\u7528\u6848\u4f8b\u6d6e\u51fa\u6c34\u9762\uff0c\u5feb\u901f\u83b7\u80dc\u7684\u90e8\u7f72\u548c\u6210\u529f\u6545\u4e8b\u6709\u673a\u5730\u4f20\u64ad\u5f00\u6765\u3002\u4f18\u52bf\u5728\u4e8e<\/span> \u5feb\u901f\u3001\u4f4e\u98ce\u9669\u91c7\u7528 <\/b>\u548c <\/span>\u5f3a\u6709\u529b\u7684\u53c2\u4e0e<\/b>. .\u7f3a\u70b9\u662f\u6570\u503c\u5206\u6563\uff0c\u96be\u4ee5\u6d4b\u91cf\u3002.<\/span><\/li>\n<\/ul>\n

    \u5728\u5b9e\u8df5\u4e2d\uff0c\u516c\u53f8\u9700\u8981\u8fd9\u4e24\u79cd\u65b9\u6cd5\u6765\u521b\u9020\u52a8\u529b\u548c\u5e26\u6765\u5b9e\u9645\u56de\u62a5\u3002.<\/span><\/p>\n

    3. <\/b>\u4ece\u597d\u5947\u5230\u80fd\u529b\u7684\u516d\u4e2a\u6b65\u9aa4<\/b><\/h2>\n

    \u6211\u4eec\u7684\u7ecf\u9a8c\u4f7f\u6211\u4eec\u80fd\u591f\u5efa\u7acb\u4e00\u4e2a <\/span>\u7ed3\u6784\u5316\u7684\u7aef\u5230\u7aef\u91c7\u7528\u65c5\u7a0b <\/b>\u6846\u67b6\uff0c\u65e8\u5728<\/span> \u52a0\u5feb\u5404\u4e1a\u52a1\u804c\u80fd\u90e8\u95e8\u91c7\u7528 GenAI<\/b>.<\/span><\/p>\n

      \n
    1. \u4ece\u6210\u719f\u5ea6\u5ba1\u8ba1\u5f00\u59cb\uff1a <\/b>\u5728\u6295\u8d44\u4e4b\u524d\uff0c\u5148\u786e\u5b9a\u6280\u672f\u3001\u6587\u5316\u548c\u7ec4\u7ec7\u65b9\u9762\u7684\u4f18\u52bf\u548c\u5dee\u8ddd\u3002\u8fd9\u6837\u53ef\u4ee5\u907f\u514d\u5728 \u201c\u865a\u5047\u7684\u597d\u60f3\u6cd5 \u201d\u4e0a\u6d6a\u8d39\u7cbe\u529b\uff0c\u5e76\u7a81\u51fa GenAI \u80fd\u591f\u5e26\u6765\u6700\u5927\u6548\u76ca\u7684\u5730\u65b9\u3002.<\/span><\/li>\n
    2. \u521b\u9020\u6267\u884c\u52a8\u529b\uff1a <\/b>\u7528\u9f13\u821e\u4eba\u5fc3\u7684\u5177\u4f53\u5b9e\u4f8b\u5411\u9886\u5bfc\u5c42\u5c55\u793a GenAI \u7684\u5a01\u529b\u3002\u5c3d\u65e9\u83b7\u5f97\u8ba4\u53ef\u53ef\u786e\u4fdd\u5408\u6cd5\u6027\u5e76\u52a0\u5feb\u51b3\u7b56\u8fdb\u7a0b\u3002.<\/span><\/li>\n
    3. \u6280\u80fd\u6c11\u4e3b\u5316\uff1a <\/b>\u5bf9\u5458\u5de5\u8fdb\u884c\u57fa\u7840\u77e5\u8bc6\u57f9\u8bad\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u5c40\u9650\u6027\u3002\u6709\u4e86\u5171\u540c\u7684\u57fa\u7840\uff0c\u5c31\u80fd\u51cf\u5c11\u6050\u60e7\uff0c\u9f13\u52b1\u5c1d\u8bd5\uff0c\u52a0\u5feb\u91c7\u7528\u3002.<\/span><\/li>\n
    4. \u627e\u51fa\u771f\u6b63\u7684\u6760\u6746\uff1a <\/b>\u4e0e\u4e1a\u52a1\u56e2\u961f\u9762\u8c08\uff0c\u4e86\u89e3\u771f\u6b63\u7684\u6311\u6218\u548c\u673a\u9047\u3002\u8fd9\u6837\u53ef\u4ee5\u5efa\u7acb\u4e3b\u4eba\u7fc1\u610f\u8bc6\uff0c\u786e\u4fdd\u8def\u7ebf\u56fe\u53cd\u6620\u73b0\u5b9e\u800c\u975e\u5047\u8bbe\u3002.<\/span><\/li>\n
    5. \u884c\u52a8\u8d77\u6765 <\/b>\u4e3e\u529e\u9488\u5bf9\u7279\u5b9a\u56e2\u961f\u7684\u7814\u8ba8\u4f1a\uff0c\u5c06 GenAI \u5d4c\u5165\u65e5\u5e38\u5de5\u4f5c\u4e2d\u3002\u56e2\u961f\u5728\u79bb\u5f00\u65f6\u53ef\u7acb\u5373\u4f7f\u7528\u63d0\u793a\u5e93\u548c\u5b9e\u8df5\u5de5\u5177\u3002.<\/span><\/li>\n
    6. \u5229\u7528\u4e13\u4e1a\u4ee3\u7406\u6269\u5927\u89c4\u6a21\uff1a <\/b>\u4e00\u65e6\u57fa\u7840\u6253\u597d\uff0c\u5c31\u53ef\u4ee5\u63a8\u51fa\u9488\u5bf9\u7279\u5b9a\u804c\u80fd\uff08\u5982\u4eba\u529b\u8d44\u6e90\u3001\u8d22\u52a1\u548c\u8425\u9500\uff09\u91cf\u8eab\u5b9a\u5236\u7684\u5171\u540c\u9a7e\u9a76\u5458\u3002\u7136\u540e\uff0c\u7ec4\u7ec7\u5c06\u6210\u719f\u5730\u8fdb\u5165\u9ad8\u7ea7\u7528\u4f8b\uff0c\u83b7\u5f97\u53ef\u8861\u91cf\u7684\u6536\u76ca\u3002.<\/span><\/li>\n<\/ol>\n

      \u6bcf\u4e00\u4e2a\u9636\u6bb5\u90fd\u4e0e\u4e0b\u4e00\u4e2a\u9636\u6bb5\u76f8\u8f85\u76f8\u6210\uff0c\u6700\u7ec8\u5f62\u6210\u4e00\u4efd\u901a\u8fc7\u62a5\u544a\uff0c\u6309\u90e8\u95e8\u786e\u5b9a\u6295\u8d44\u7684\u4f18\u5148\u6b21\u5e8f\uff0c\u5e76\u5236\u5b9a\u957f\u671f\u8def\u7ebf\u56fe\u3002.<\/span><\/p>\n

      4.\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u6536\u517b\u7ed9\u6211\u4eec\u7684\u542f\u793a
      \n<\/b><\/h2>\n

      \u4ece\u5962\u4f88\u54c1\u5230\u533b\u7597\u4fdd\u5065\uff0c\u6211\u4eec\u5e2e\u52a9\u4f01\u4e1a\u5c06 GenAI \u7684\u7092\u4f5c\u8f6c\u5316\u4e3a\u771f\u6b63\u7684\u8f6c\u578b\u3002\u5176\u4e2d\u6709\u51e0\u6761\u7ecf\u9a8c\u5c24\u4e3a\u7a81\u51fa\uff1a<\/span><\/p>\n

        \n
      • \u9886\u5bfc\u5c42\u4fdd\u6301\u4e00\u81f4\u4e0d\u5bb9\u5546\u91cf<\/b>:\u6ca1\u6709 C \u7ea7\u7684\u652f\u6301\uff0c\u91c7\u7528\u4ecd\u7136\u662f\u96f6\u6563\u7684\u3002.<\/span><\/li>\n
      • \u57f9\u8bad\u5fc5\u987b\u662f\u5b9e\u8df5\u6027\u7684<\/b>:\u5458\u5de5\u9700\u8981\u5728\u65e5\u5e38\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u770b\u5230\u7acb\u7aff\u89c1\u5f71\u7684\u6548\u679c\u3002.<\/span><\/li>\n
      • \u5e73\u8861\u77ed\u671f\u80dc\u5229\u548c\u957f\u671f\u8d4c\u6ce8<\/b>:\u5feb\u901f\u91c7\u7528\u53ef\u63d0\u9ad8\u53c2\u4e0e\u5ea6\uff0c\u800c\u5927\u89c4\u6a21\u6d41\u7a0b\u6539\u9020\u5219\u53ef\u5e26\u6765\u6218\u7565\u6027\u6295\u8d44\u56de\u62a5\u3002.<\/span><\/li>\n
      • \u6cbb\u7406\u786e\u4fdd\u4fe1\u4efb<\/b>:\u6ca1\u6709 data \u8d28\u91cf\u3001\u5408\u89c4\u6027\u548c\u5b89\u5168\u6027\u7684\u4eba\u5de5\u667a\u80fd\u662f\u4e00\u9897\u5b9a\u65f6\u70b8\u5f39\u3002.<\/span>
        \n<\/span><\/li>\n<\/ul>\n

        5.GenAI \u4f1a\u662f\u4e0b\u4e00\u4e2a Excel \u5417\uff1f
        \n<\/b><\/h2>\n

        \u5f53\u7535\u5b50\u8868\u683c\u5728 20 \u4e16\u7eaa 80 \u5e74\u4ee3\u51fa\u73b0\u65f6\uff0c\u5b83\u4eec\u6084\u65e0\u58f0\u606f\u5730\u6c38\u8fdc\u91cd\u5851\u4e86\u529e\u516c\u5ba4\u5de5\u4f5c\u3002GenAI \u53ef\u80fd\u662f\u4e0b\u4e00\u6b21\u8fd9\u6837\u89c4\u6a21\u7684\u9769\u547d\uff1a <\/span>\u6bcf\u4e2a\u5458\u5de5\u6bcf\u5929\u90fd\u5728\u4f7f\u7528\u7684\u63d0\u9ad8\u6548\u7387\u3001\u521b\u9020\u529b\u548c\u51b3\u7b56\u7684\u5de5\u5177<\/b>.<\/span><\/p>\n

        \u4f46\u662f\uff0c\u6b63\u5982 Excel \u4e00\u6837\uff0c\u91c7\u7528 Excel \u4e5f\u4e0d\u4f1a\u4e00\u8e74\u800c\u5c31\u3002\u5b83\u9700\u8981\u7ecf\u8fc7\u6df1\u601d\u719f\u8651 <\/span>\u53d8\u9769\u7ba1\u7406\u3001\u63d0\u9ad8\u6280\u80fd\u548c\u5b9e\u9a8c\u3002. <\/b>\u53ca\u65e9\u884c\u52a8\u7684\u516c\u53f8\u5c06\u83b7\u5f97\u751f\u4ea7\u7387\u7684\u63d0\u9ad8\uff0c\u5e76\u5efa\u7acb\u53ef\u6301\u7eed\u7684\u7ade\u4e89\u4f18\u52bf\u3002.<\/span>
        \n<\/span><\/p>\n

        6.\u8d85\u8d8a\u5de5\u5177\uff1a\u5b9e\u73b0\u771f\u6b63\u7684\u8f6c\u578b
        \n<\/b><\/h2>\n

        \u5982\u4eca\uff0c\u4f01\u4e1a\u9762\u4e34\u7740\u4e00\u4e2a\u9009\u62e9\u3002\u4ed6\u4eec\u53ef\u4ee5\u628a GenAI \u5f53\u4f5c\u4e00\u4e2a\u5c0f\u5de5\u5177\uff0c\u6216\u8005<\/span> \u5c06\u5176\u6df1\u690d\u4e8e\u6218\u7565\u548c\u6587\u5316\u4e2d<\/b>. .\u533a\u522b\u5728\u4e8e\u91c7\u7528\u7684\u65b9\u5f0f\u662f\u96f6\u6563\u7684\u8fd8\u662f\u7ed3\u6784\u5316\u7684\uff0c\u662f\u80a4\u6d45\u7684\u8fd8\u662f\u53d8\u9769\u6027\u7684\u3002.<\/span><\/p>\n

        GenAI \u4e0d\u4ec5\u4ec5\u5173\u4e4e\u6548\u7387\u3002\u5b83\u5173\u4e4e <\/span>\u91cd\u65b0\u6784\u60f3\u4e1a\u52a1\u529f\u80fd<\/b>, <\/span>\u4e3a\u5458\u5de5\u63d0\u4f9b\u65b0\u7684\u80fd\u529b<\/b>, \u548c <\/span>\u8ba9\u5404\u7ec4\u7ec7\u4e3a\u4eba\u5de5\u667a\u80fd\u878d\u5165\u65e5\u5e38\u5de5\u4f5c\u7684\u672a\u6765\u505a\u597d\u51c6\u5907<\/b>. .\u8def\u7ebf\u56fe\u5df2\u7ecf\u660e\u786e\uff0c\u73b0\u5728\u884c\u52a8\u8d77\u6765\u7684\u4f01\u4e1a\u5c06\u5b9a\u4e49\u4e0b\u4e00\u4e2a\u6210\u529f\u65f6\u4ee3\u3002.<\/span><\/p>","protected":false},"excerpt":{"rendered":"

        \u5728 Artefact\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u5957\u884c\u4e4b\u6709\u6548\u7684\u65b9\u6cd5\uff0c\u5e2e\u52a9\u4f01\u4e1a\u4ece\u63a2\u7d22\u8d70\u5411\u53ef\u6301\u7eed\u5f71\u54cd\u3002\u672c\u6587\u4ecb\u7ecd\u4e86\u6210\u529f\u7684\u5386\u7a0b\u3001\u6311\u6218\u548c\u52a1\u5b9e\u7684\u6b65\u9aa4\u3002.<\/p>","protected":false},"featured_media":1033657,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"blog-category":[22035,21940],"blog-language":[2991],"class_list":["post-1031263","blog","type-blog","status-publish","has-post-thumbnail","hentry","blog-category-data-ai-consulting","blog-category-generative-ai","blog-language-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog\/1031263","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/types\/blog"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media\/1033657"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media?parent=1031263"}],"wp:term":[{"taxonomy":"blog-category","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-category?post=1031263"},{"taxonomy":"blog-language","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-language?post=1031263"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}