{"id":1031142,"date":"2025-10-24T12:13:09","date_gmt":"2025-10-24T11:13:09","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&#038;p=1031142"},"modified":"2026-02-27T17:52:26","modified_gmt":"2026-02-27T17:52:26","slug":"how-to-build-an-agentic-enterprise-the-4ps-of-ai-transformation","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/how-to-build-an-agentic-enterprise-the-4ps-of-ai-transformation\/","title":{"rendered":"\u5982\u4f55\u5efa\u7acb\u4ee3\u7406\u578b\u4f01\u4e1a\uff1aAI \u8f6c\u578b\u7684 4Ps"},"content":{"rendered":"<p style=\"text-align: center;\"><span style=\"font-weight: 400;\"><span style=\"text-decoration: underline;\">\u89c2\u770b Hanan Ouazan \u5173\u4e8e\u4ee3\u7406\u578b\u4eba\u5de5\u667a\u80fd 4Ps \u7684\u4e3b\u9898\u6f14\u8bb2 replay<\/span>:<\/span><\/p>\n<p style=\"text-align: center;\"><iframe title=\"YouTube \u89c6\u9891\u64ad\u653e\u5668\" src=\"https:\/\/www.youtube.com\/embed\/zzVdXcLoN3U?si=1VOgZv-N7mHdYDTO\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<h3 style=\"text-align: center;\"><\/h3>\n<h3 style=\"text-align: left;\"><span style=\"color: #ff0066;\"><b>1.\u6d41\u7a0b\uff1a\u4ece\u4efb\u52a1\u5230\u534f\u8c03<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u5728\u8c08\u5230\u4ee3\u7406\u4eba\u65f6\uff0c\u6709\u4e24\u4ef6\u4e8b\u5e38\u5e38\u88ab\u6df7\u6dc6\uff1a\u4e00\u662f\u4ee3\u7406\u4eba\u7684\u8eab\u4efd\uff0c\u4e8c\u662f\u4ee3\u7406\u4eba\u7684\u804c\u8d23\u3002 <\/span><b><i>\u4ee3\u7406\u4eba<\/i><\/b><span style=\"font-weight: 400;\">, \u8fd9\u662f\u4e00\u4e2a\u81ea\u4e3b\u8fd0\u884c\u7684\u754c\u9762\uff0c\u4ee5\u53ca <\/span><b><i>\u4e2d\u4ecb\u6027<\/i><\/b><span style=\"font-weight: 400;\">, \u8fd9\u662f\u4e00\u79cd\u66f4\u5e7f\u6cdb\u7684\u8303\u5f0f\u3002\u5b83\u662f <\/span><b>\u673a\u5668\u4eba\u6d41\u7a0b\u81ea\u52a8\u5316<\/b><span style=\"font-weight: 400;\"> (RPA\uff09\uff0c\u4f46\u5185\u7f6e\u4e86\u63a8\u7406\u548c\u9002\u5e94\u80fd\u529b\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4f20\u7edf\u7684 RPA \u9700\u8981\u5bf9\u6bcf\u6761\u89c4\u5219\u8fdb\u884c\u786c\u7f16\u7801\uff0c\u8fd9\u9879\u4efb\u52a1\u5f88\u5feb\u5c31\u53d8\u5f97\u96be\u4ee5\u7ba1\u7406\u3002\u4ee3\u7406\u5f0f\u4eba\u5de5\u667a\u80fd\u6539\u53d8\u4e86\u8fd9\u4e00\u72b6\u51b5\uff1a\u4e0d\u518d\u5bf9\u6bcf\u4e2a\u51b3\u7b56\u8fdb\u884c\u7f16\u7801\u3001, <\/span><b>\u6211\u4eec\u5c06\u63a8\u7406\u5de5\u4f5c\u59d4\u6258\u7ed9\u4ee3\u7406\u4eba<\/b><span style=\"font-weight: 400;\">, \u8fd9\u6837\u5c31\u53ef\u4ee5\u7075\u6d3b\u5730\u6269\u5927\u89c4\u6a21\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u5f53\u7136\uff0c\u6bcf\u4e2a\u6d41\u7a0b\u7684\u91cd\u65b0\u8bbe\u8ba1\u90fd\u6d89\u53ca\u4e00\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u54ea\u4e9b\u5e94\u8be5\u81ea\u52a8\u5316\uff0c\u54ea\u4e9b\u5e94\u8be5\u589e\u5f3a\uff1f<\/span><\/p>\n<blockquote><p><b><i>\u201c\u771f\u6b63\u7684\u6311\u6218\u4e0d\u662f\u51b3\u5b9a\u81ea\u52a8\u5316\u4ec0\u4e48\u3002\u800c\u662f <\/i><\/b><b><i>\u534f\u8c03\u4eba\u7c7b\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u5408\u4f5c\u65b9\u5f0f\u201d\u3002\u201d<\/i><\/b><\/p><\/blockquote>\n<p><span style=\"font-weight: 400;\">\u81ea\u52a8\u5316\u6d88\u9664\u4e86\u4eba\u5de5\u64cd\u4f5c\u6b65\u9aa4\uff0c\u800c\u589e\u5f3a\u529f\u80fd <\/span><b>\u589e\u5f3a\u5458\u5de5\u80fd\u529b<\/b><span style=\"font-weight: 400;\"> \u505a\u51fa\u66f4\u5feb\u3001\u66f4\u597d\u7684\u51b3\u7b56\u3002\u4f46\u662f\uff0c\u5f53\u4f01\u4e1a <\/span><b>\u5171\u540c\u534f\u8c03\u81ea\u52a8\u5316\u548c\u589e\u5f3a\u529f\u80fd<\/b><span style=\"font-weight: 400;\">, \u800c\u4e0d\u662f\u5c06\u5b83\u4eec\u89c6\u4e3a\u5bf9\u7acb\u7684\u6218\u7565\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4f8b\u5982\uff0c\u5728\u4fe1\u8d37\u5ba1\u6279\u6d41\u7a0b\u4e2d\uff0c\u4eba\u5de5\u667a\u80fd\u53ef\u80fd\u4f1a\u4ece\u6570\u767e\u4efd\u6587\u4ef6\u4e2d\u81ea\u52a8\u63d0\u53d6\u5e76\u8f93\u5165 data\u3002\u4f46\u6700\u7ec8\u4fe1\u8d37\u5229\u7387\u7684\u51b3\u5b9a\u8fd8\u662f\u6700\u597d\u7531\u4eba\u5de5\u667a\u80fd\u751f\u6210\u5efa\u8bae\u7684\u4eba\u5de5\u6765\u505a\u51fa\u3002\u5173\u952e\u5728\u4e8e <\/span><b>\u7f16\u66f2<\/b><span style=\"font-weight: 400;\">\u77e5\u9053\u4f55\u65f6\u4f9d\u9760\u81ea\u52a8\u5316\uff0c\u4f55\u65f6\u589e\u5f3a\u529f\u80fd\uff0c\u4f55\u65f6\u8fdb\u884c\u9a8c\u8bc1\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u7b2c\u4e00\u4e2a \u201cP\u201d\u3001, <\/span><b>\u6d41\u7a0b<\/b><span style=\"font-weight: 400;\">, \u8fd9\u5c31\u610f\u5473\u7740\u8981\u4ece\u5b64\u7acb\u7684\u4f7f\u7528\u6848\u4f8b\u8f6c\u53d8\u4e3a <\/span><b>\u7aef\u5230\u7aef\u91cd\u65b0\u8bbe\u8ba1\uff0c\u5c06\u4eba\u5de5\u667a\u80fd\u548c\u4eba\u5de5\u5224\u65ad\u5b8c\u7f8e\u7ed3\u5408\u3002.<\/b><\/p>\n<h3><span style=\"color: #ff0066;\"><b>2.\u4eba\uff1a\u57f9\u8bad\u3001\u89d2\u8272\u548c\u4eba\u7c7b\u9769\u547d<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u8fd9\u79cd\u8f6c\u578b\u4e0d\u662f\u4eba\u7c7b\u4e0e\u673a\u5668\u7684\u5bf9\u51b3\u3002\u800c\u662f\u8981\u91cd\u65b0\u5b9a\u4e49\u4f01\u4e1a\u7684\u5de5\u4f5c\u65b9\u5f0f\u3002\u4e00\u4e9b\u4efb\u52a1\u5c06\u6d88\u5931\u3002\u5176\u4ed6\u4efb\u52a1\u5c06\u4e0d\u65ad\u6f14\u53d8\u3002\u5168\u65b0\u7684\u89d2\u8272\u5c06\u4f1a\u51fa\u73b0\u3002.<\/span><\/p>\n<blockquote><p><b><i>\u201c\u6bcf\u4e00\u6b21\u9769\u547d\u90fd\u4f1a\u6467\u6bc1\u5de5\u4f5c\u5c97\u4f4d\uff0c\u521b\u9020\u5de5\u4f5c\u5c97\u4f4d\uff0c\u5e76\u6539\u53d8\u73b0\u6709\u7684\u5de5\u4f5c\u5c97\u4f4d\u3002\u4eba\u5de5\u667a\u80fd\u4e5f\u4e0d\u4f8b\u5916\u3002\u201d<\/i><\/b><\/p><\/blockquote>\n<p><span style=\"font-weight: 400;\">\u7b2c\u4e00\u4e2a\u5f71\u54cd\u662f\u57f9\u8bad\u3002\u5982\u679c\u5458\u5de5\u6ca1\u6709\u505a\u597d\u51c6\u5907\uff0c\u4efb\u4f55\u8f6c\u578b\u90fd\u4e0d\u53ef\u80fd\u6210\u529f\u3002. <\/span><b>\u5982\u679c\u4eba\u4eec\u4e0d\u77e5\u9053\u5982\u4f55\u4f7f\u7528\u5b83\uff0c\u5373\u4f7f\u662f\u4e16\u754c\u4e0a\u6700\u597d\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u4e5f\u4e0d\u4f1a\u6210\u529f\u3002.<\/b><\/p>\n<p><span style=\"font-weight: 400;\">\u6700\u8fd1\u7684\u6570\u636e\u663e\u793a <\/span><b>86% \u7684\u5458\u5de5\u8ba4\u4e3a\u4ed6\u4eec\u9700\u8981\u4eba\u5de5\u667a\u80fd\u57f9\u8bad<\/b><span style=\"font-weight: 400;\">, <\/span><b>\u53ea\u6709 14% \u5b9e\u9645\u6536\u5230\u4e86\u5b83<\/b><span style=\"font-weight: 400;\">. .\u8fd9\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u5dee\u8ddd\uff0c\u4e5f\u662f\u91c7\u7528\u7684\u4e3b\u8981\u969c\u788d\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u9664\u4e86\u57f9\u8bad\uff0c\u65b0\u7684\u6df7\u5408\u89d2\u8272\u4e5f\u5728\u4e0d\u65ad\u589e\u52a0\u3002. <\/span><b>\u50ac\u5316\u5242<\/b><span style=\"font-weight: 400;\"> \u7f29\u5c0f\u6280\u672f\u4e0e\u4e1a\u52a1\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002. <\/span><b>\u6d41\u7a0b\u6240\u6709\u8005<\/b><span style=\"font-weight: 400;\"> (POs) \u4ece\u5934\u5230\u5c3e\u91cd\u65b0\u601d\u8003\u5de5\u4f5c\u6d41\u7a0b\u3002. <\/span><b>\u5546\u4e1a\u5efa\u7b51\u5546<\/b><span style=\"font-weight: 400;\"> (\u4e86\u89e3\u63d0\u793a\u3001\u4ee3\u7406\u548c LLM \u903b\u8f91\u7684\u975e\u6280\u672f\u4eba\u5458\uff09\u4e5f\u6b63\u5728\u51fa\u73b0\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u8fd9\u4e9b\u89d2\u8272\u4f53\u73b0\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u9053\u7406\uff1a <\/span><b>\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\u65e2\u4e0e\u7b97\u6cd5\u6709\u5173\uff0c\u4e5f\u4e0e\u4eba\u548c\u6587\u5316\u6709\u5173\u3002.<\/b><\/p>\n<h3><span style=\"color: #ff0066;\"><b>3.\u5e73\u53f0\uff1a\u4ee3\u7406\u5546\u7684\u65b0\u64cd\u4f5c\u7cfb\u7edf<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u968f\u7740\u8d8a\u6765\u8d8a\u591a\u7684\u56e2\u961f\u5c1d\u8bd5\u4f7f\u7528\u4ee3\u7406\uff0c\u6709\u8da3\u7684\u4e8b\u60c5\u53d1\u751f\u4e86\uff1a\u7a81\u7136\u95f4\uff0c\u516c\u53f8\u610f\u8bc6\u5230\u4ed6\u4eec\u6709\u6570\u767e\u4e2a\u81ea\u4e3b\u7684\u5c0f\u578b\u52a9\u7406\u5728\u56e2\u961f\u4e2d\u8fd0\u4f5c\uff0c\u4f46\u51e0\u4e4e\u6ca1\u6709\u53ef\u89c1\u6027\u6216\u63a7\u5236\u6743\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u8fd9\u6709\u70b9\u50cf\u6709 500 \u540d\u5b9e\u4e60\u751f\uff0c\u6bcf\u4e2a\u4eba\u90fd\u53ef\u4ee5\u8bbf\u95ee\u5171\u4eab\u9a71\u52a8\u5668\uff0c\u4f46\u4eba\u529b\u8d44\u6e90\u90e8\u95e8\u5374\u6ca1\u6709\u4eba\u77e5\u9053\u4ed6\u4eec\u7684\u5b58\u5728\u3002\u8fd9\u5c31\u662f\u8bb8\u591a\u7ec4\u7ec7\u5728\u6ca1\u6709\u4e2d\u592e\u7ba1\u7406\u7684\u60c5\u51b5\u4e0b\u90e8\u7f72\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u7684\u73b0\u72b6\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u56e0\u6b64\uff0c\u62e5\u6709\u4e00\u4e2a\u5f3a\u5927\u7684 <\/span><b>\u5e73\u53f0\u81f3\u5173\u91cd\u8981<\/b><span style=\"font-weight: 400;\">, \u4e0d\u662f<\/span> <span style=\"font-weight: 400;\">\u5b83\u4e0d\u4ec5\u7528\u4e8e\u90e8\u7f72\u4ee3\u7406\uff0c\u8fd8\u7528\u4e8e\u76d1\u63a7\u3001\u8bc4\u4f30\u548c\u7ba1\u7406\u4ee3\u7406\u3002\u8fd9\u5bf9\u786e\u4fdd\u53ef\u8ffd\u6eaf\u6027\u3001\u95ee\u8d23\u5236\u548c\u5b89\u5168\u6027\u81f3\u5173\u91cd\u8981\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u672a\u6765\u7684 IT \u90e8\u95e8\u5f88\u53ef\u80fd\u5f88\u50cf\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u7684\u4eba\u529b\u8d44\u6e90\u90e8\u95e8\u3002\u4f46\u8d23\u4efb\u5e76\u4e0d\u6b62\u4e8e\u6b64\u3002\u4e1a\u52a1\u3001data \u548c IT \u56e2\u961f\u5fc5\u987b\u5171\u540c\u76d1\u7763\uff1a<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>IT<\/b><span style=\"font-weight: 400;\"> \u786e\u4fdd\u57fa\u7840\u8bbe\u65bd\u548c data \u7ba1\u9053\u987a\u5229\u8fd0\u884c\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data \u5c0f\u7ec4<\/b><span style=\"font-weight: 400;\"> \u6838\u5b9e\u4ee3\u7406\u4eba\u662f\u5426\u68c0\u7d22\u548c\u4f7f\u7528\u4e86\u6b63\u786e\u7684\u4fe1\u606f\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u4e1a\u52a1\u56e2\u961f<\/b><span style=\"font-weight: 400;\"> \u9a8c\u8bc1\u56de\u590d\u662f\u5426\u7b26\u5408\u54c1\u724c\u8c03\u6027\u3001\u5ba2\u6237\u9700\u6c42\u548c\u5408\u89c4\u6027\u3002.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u7b80\u800c\u8a00\u4e4b, <\/span><b>\u4ee3\u7406\u7ba1\u7406\u4e0d\u4ec5\u662f\u6280\u672f\u6027\u7684\uff0c\u4e5f\u662f\u8de8\u804c\u80fd\u7684<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u6700\u540e\uff0cdata \u7684\u8d28\u91cf\u4ecd\u7136\u662f\u51b3\u5b9a\u6210\u8d25\u7684\u6700\u5927\u56e0\u7d20\u3002\u8bb8\u591a\u8bd5\u70b9\u9879\u76ee\u5728\u5355\u72ec\u8fd0\u884c\u65f6\u6548\u679c\u5f88\u597d\uff0c\u4f46\u5728\u96c6\u6210\u5230\u5b9e\u65f6\u7cfb\u7edf\u65f6\u5374\u5931\u8d25\u4e86\uff0c\u56e0\u4e3a\u65e0\u6cd5\u83b7\u5f97\u5b9e\u65f6 data\u3002\u5728\u8fd9\u4e2a\u4e16\u754c\u4e0a\uff0c\u6a21\u578b\u5c31\u662f\u5546\u54c1\u3001, <\/span><b>data \u662f\u516c\u53f8\u7684\u5dee\u5f02\u5316\u4ea7\u54c1<\/b><span style=\"font-weight: 400;\">. .\u5982\u679c\u5904\u7406\u5f97\u5f53\uff0c\u4ee3\u7406\u8f6c\u578b\u5c06\u53ef\u6301\u7eed\u6269\u5c55\u3002.<\/span><\/p>\n<h3><span style=\"color: #ff0066;\"><b>4.\u7acb\u573a\uff1a\u5373\u5c06\u5230\u6765\u7684\u6570\u5b57\u5b58\u5728\u8f6c\u53d8<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u7b2c\u56db\u4e2a \u201cP\u201d <\/span><b>\u804c\u4f4d<\/b><span style=\"font-weight: 400;\">, \u5728\u300a\u4e16\u754c\u7ecf\u6d4e\u62a5\u544a\u300b\u4e2d\uff0c\u6211\u4eec\u5c06\u76ee\u5149\u6295\u5411\u4e86\u5916\u90e8\u3002\u5b83\u6d89\u53ca\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u5982\u4f55\u6539\u53d8\u5ba2\u6237\u4e92\u52a8\u3001\u54c1\u724c\u77e5\u540d\u5ea6\u548c\u6570\u5b57\u6218\u7565\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u5728\u8fd9\u4e2a\u65b0\u65f6\u4ee3\uff0c\u50cf ChatGPT\u3001Gemini \u6216 Mistral \u8fd9\u6837\u7684\u4f1a\u8bdd\u5f15\u64ce\u6b63\u5728\u6210\u4e3a\u4fe1\u606f\u751a\u81f3\u4ea4\u6613\u7684\u5165\u53e3\u3002\u5728\u7f8e\u56fd\uff0c\u7528\u6237\u73b0\u5728\u53ef\u4ee5\u8d2d\u4e70\u4ea7\u54c1 <\/span><b>\u76f4\u63a5\u5728 ChatGPT \u4e2d<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u8fd9\u5c31\u63d0\u51fa\u4e86\u4e00\u4e2a\u5173\u952e\u95ee\u9898\uff1a <\/span><b>\u5982\u679c\u5ba2\u6237\u65e0\u9700\u8bbf\u95ee\u516c\u53f8\u7f51\u7ad9\u5c31\u80fd\u53d1\u73b0\u3001\u6bd4\u8f83\u548c\u8d2d\u4e70\u516c\u53f8\u7684\u4ea7\u54c1\uff0c\u90a3\u4e48\u516c\u53f8\u7684\u6570\u5b57\u5316\u5b58\u5728\u8fd8\u6709\u4ec0\u4e48\u610f\u4e49\uff1f<\/b><\/p>\n<p><span style=\"font-weight: 400;\">\u65b0\u5174\u5b66\u79d1 <\/span><b>\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316\uff08GEO\uff09<\/b><span style=\"font-weight: 400;\"> \u8fdc\u8fdc\u8d85\u8d8a\u4e86\u4f20\u7edf\u7684\u641c\u7d22\u5f15\u64ce\u4f18\u5316\u3002\u5bf9\u8bdd\u5f15\u64ce\u4f1a\u5229\u7528\u5404\u79cd\u6765\u6e90\uff0c\u4ece\u793e\u533a\u8bba\u575b\u5230\u72ec\u7acb\u535a\u5ba2\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u641c\u7d22\u6392\u540d\u9760\u524d\u7684\u7f51\u9875\u3002.<\/span><\/p>\n<p><b><i>\u201cGEO\u4e0d\u662fSEO 2.0\u3002\u5b83\u662f\u5bf9\u4eba\u4eec\u5982\u4f55\u53d1\u73b0\u3001\u9009\u62e9\u54c1\u724c\u5e76\u4e0e\u4e4b\u4e92\u52a8\u7684\u4e00\u6b21\u5f7b\u5e95\u53cd\u601d\u201d\u3002\u201d<\/i><\/b><\/p>\n<p><span style=\"font-weight: 400;\">2023 \u5e74\uff0c\u53ea\u6709 <\/span><b>2.5%<\/b><span style=\"font-weight: 400;\"> \u7684\u5728\u7ebf\u641c\u7d22\u662f\u4ece\u4f1a\u8bdd\u5e73\u53f0\u5f00\u59cb\u7684\u3002\u5982\u4eca\uff0c\u8fd9\u4e00\u6570\u5b57\u5df2\u4e0a\u5347\u5230 <\/span><b>6%<\/b><span style=\"font-weight: 400;\">. .\u8fd9\u770b\u4f3c\u5fae\u4e0d\u8db3\u9053\uff0c\u4f46\u5982\u679c\u8fd9\u4e00\u8d8b\u52bf\u6301\u7eed\u4e0b\u53bb\uff0c\u5f88\u5feb\u5c31\u4f1a\u6210\u4e3a\u6570\u5b57\u53d1\u73b0\u7684\u4e3b\u6d41\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u8fd9\u610f\u5473\u7740\u516c\u53f8\u5fc5\u987b <\/span><b>\u91cd\u65b0\u5b9a\u4f4d<\/b><span style=\"font-weight: 400;\"> \u73b0\u5728\u3002\u6709\u4e9b\u516c\u53f8\u53ef\u80fd\u4f1a\u9009\u62e9\u5c06\u5176 data \u76f4\u63a5\u8f93\u5165\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u6210\u4e3a\u9690\u5f62\u7684\u540e\u53f0\u670d\u52a1\u63d0\u4f9b\u5546\u3002\u8fd8\u6709\u4e00\u4e9b\u516c\u53f8\u5c06\u5efa\u7acb\u81ea\u5df1\u7684\u5bf9\u8bdd\u4f53\u9a8c\uff0c\u4ee5\u8865\u5145\u8fd9\u4e9b\u751f\u6001\u7cfb\u7edf\u3002\u65e0\u8bba\u5982\u4f55\uff0c\u9009\u62e9\u5fc5\u987b\u662f\u6218\u7565\u6027\u7684\uff0c\u800c\u4e0d\u662f\u88ab\u52a8\u7684\u3002.<\/span><\/p>\n<h3><b><\/b><span style=\"color: #ff0066;\"><b>\u4e3a\u4ee3\u7406\u5f0f\u672a\u6765\u505a\u51c6\u5907<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u6210\u4e3a\u4ee3\u7406\u578b\u4f01\u4e1a\u9700\u8981\u7684\u4e0d\u4ec5\u4ec5\u662f\u90e8\u7f72\u6280\u672f\u3002\u5b83\u9700\u8981\u91cd\u65b0\u601d\u8003\u7ec4\u7ec7\u7684\u8fd0\u4f5c\u65b9\u5f0f\uff0c\u4e00\u4e2a\u6d41\u7a0b\u4e00\u4e2a\u6d41\u7a0b\u5730\u601d\u8003\uff0c\u4e00\u4e2a\u4eba\u4e00\u4e2a\u4eba\u5730\u601d\u8003\uff0c\u4e00\u4e2a\u5e73\u53f0\u4e00\u4e2a\u5e73\u53f0\u5730\u601d\u8003\u3002.<\/span><\/p>\n<blockquote><p><b><i>\u201c\u4e0d\u8981\u628a\u4ee3\u7406\u8f6c\u578b\u770b\u4f5c\u662f\u4e00\u5957\u7528\u4f8b\u3002\u628a\u5b83\u770b\u4f5c\u662f\u91cd\u5199\u516c\u53f8\u7684\u8fd0\u4f5c\u65b9\u5f0f\u201d\u3002\u201d<\/i><\/b><\/p><\/blockquote>\n<p><span style=\"font-weight: 400;\">\u6210\u529f\u8005\u4e0d\u4f1a\u5c06\u4eba\u5de5\u667a\u80fd\u89c6\u4e3a\u5de5\u5177\uff0c\u800c\u4f1a\u5c06\u5176\u89c6\u4e3a\u5408\u4f5c\u8005\uff1a\u91cd\u5851\u5de5\u4f5c\u3001\u5b66\u4e60\u548c\u5ba2\u6237\u53c2\u4e0e\u7684\u5408\u4f5c\u8005\u3002\u8fd9\u573a\u9769\u547d\u8fd8\u5f88\u5e74\u8f7b\uff0c\u4f46\u6709\u4e00\u70b9\u662f\u660e\u786e\u7684\uff1a <\/span><b>\u6269\u5c55\u4eba\u5de5\u667a\u80fd\u4e0d\u4ec5\u662f\u4e00\u9879\u6280\u672f\u6311\u6218\uff0c\u4e5f\u662f\u4e00\u9879\u7ec4\u7ec7\u6311\u6218\u3002.<\/b><span style=\"font-weight: 400;\"> \u800c\u638c\u63e1 4Ps \u7684\u4eba\u5c06\u6700\u6709\u80fd\u529b\u9886\u5bfc\u5b83\u3002.<\/span><\/p>\n<p><i><span style=\"font-weight: 400;\">Hanan Ouazan \u6bd5\u4e1a\u4e8e\u5df4\u9ece\u9ad8\u7b49\u5e08\u8303\u5b66\u9662\u548c\u91cc\u5c14\u4e2d\u592e\u7406\u5de5\u5b66\u9662\uff0c\u62e5\u6709 ML \u548c AI \u5b66\u4f4d\u3002\u8fd1\u5341\u5e74\u524d\uff0c\u4ed6\u52a0\u5165\u4e86 Artefact\u3002\u73b0\u5728\uff0c\u4ed6\u662f Managing Partner \u517c\u4eba\u5de5\u667a\u80fd\u52a0\u901f\u5168\u7403\u8d1f\u8d23\u4eba\u3002.<\/span><\/i><\/p>","protected":false},"excerpt":{"rendered":"<p>\u4f01\u4e1a\u5982\u4f55\u5229\u7528\u751f\u6210\u5f0f\u548c\u667a\u80fd\u4ee3\u7406\u578b\u4eba\u5de5\u667a\u80fd\uff0c\u4ece\u8bd5\u9a8c\u9636\u6bb5\u8fc8\u5411\u771f\u6b63\u7684\u89c4\u6a21\u5316\u5e94\u7528\uff1f 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