{"id":1332859,"date":"2025-10-01T12:00:00","date_gmt":"2025-10-01T11:00:00","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=pdf-newsletters&#038;p=1332859"},"modified":"2026-07-01T06:45:27","modified_gmt":"2026-07-01T05:45:27","slug":"october-news-genai-adoption-the-4ps-of-agentic-ai-transformation-the","status":"publish","type":"pdf-newsletters","link":"https:\/\/www.artefact.com\/zh\/pdf-newsletters\/october-news-genai-adoption-the-4ps-of-agentic-ai-transformation-the\/","title":{"rendered":"\u5341\u6708\u4efd\u65b0\u95fb | GenAI\u7684\u91c7\u7528 | \u4ee3\u7406\u578b\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\u76844P | \u6df7\u5408\u4ee3\u7406\u578b\u7ec4\u7ec7 | \u5ba2\u6237\u6848\u4f8b\uff1aADEO - ARDIAN x Mistral AI x Artefact | Adopt AI \u8ba1\u5212\u73b0\u5df2\u4e0a\u7ebf\uff01"},"content":{"rendered":"<p><strong>\u4e3a\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08GenAI\uff09\u7684\u91c7\u7528\u5960\u5b9a\u57fa\u7840\uff1a <\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li>\u5728\u6574\u4e2a\u4f01\u4e1a\u8303\u56f4\u5185\u63a8\u5e7f\u5e94\u7528\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\uff08GenAI\uff09\uff08\u5305\u62ec\u6218\u7565\u3001\u6587\u5316\u548c\u6d41\u7a0b\uff09\uff0c\u80fd\u591f\u63d0\u5347\u6548\u7387\u3001\u786e\u4fdd\u5408\u89c4\u5e76\u63a8\u52a8\u521b\u65b0\u3002.<\/li>\n\n\n<li>\u6211\u4eec\u76846\u6b65\u8def\u7ebf\u56fe\u5c06\u5411\u60a8\u5c55\u793a\u5982\u4f55\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u3002. <strong>\u8ba9\u201c\u4ee3\u7406\u667a\u80fd\u201d\u7115\u53d1\u6d3b\u529b\uff1a <\/strong><\/li>\n\n\n<li>\u63a8\u52a8\u4e3b\u52a8\u578b\u8f6c\u578b\u7684\u201c4P\u201d\uff1a\u6d41\u7a0b\u3001\u4eba\u5458\u3001\u5e73\u53f0\u548c\u5b9a\u4f4d\u3002. <strong>\u9886\u5148\u4f01\u4e1a\u5982\u4f55\u5c06\u4eba\u5de5\u667a\u80fd\u4ed8\u8bf8\u5b9e\u8df5\uff1a <\/strong><\/li>\n\n\n<li>ARDIAN\u7684\u5ba2\u6237Mistral AI\u4e0eArtefact\uff1a\u501f\u52a9\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5e73\u53f0GAIA\uff0c\u52a0\u901f\u79c1\u52df\u80a1\u6743\u77e5\u8bc6\u5e93\u7ba1\u7406\u3002.<\/li>\n\n\n<li>ADEO\u5ba2\u6237\uff1a\u901a\u8fc7\u4eba\u5de5\u667a\u80fd\u8fde\u63a5\u5185\u5bb9\u4e0e\u77e5\u8bc6\u3002.<\/li>\n\n<\/ul>\n\n\n\n<p><strong>\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08GenAI\uff09\u7684\u91c7\u7528\uff1a\u4e00\u4efd\u65e8\u5728\u4ea7\u751f\u5b9e\u9645\u5f71\u54cd\u7684\u52a1\u5b9e\u8def\u7ebf\u56fe\u3002. <\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08GenAI\uff09\u7684\u91c7\u7528\uff1a\u4e00\u4efd\u65e8\u5728\u4ea7\u751f\u5b9e\u9645\u5f71\u54cd\u7684\u52a1\u5b9e\u8def\u7ebf\u56fe\u3002.<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" width=\"600\" height=\"370\" src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2026\/06\/october-news-01-600x370.png\" data-orig-src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2026\/06\/october-news-01-600x370.png\" alt=\"GenAI adoption: A pragmatic roadmap for real impact.\" class=\"lazyload wp-image-1332852\" style=\"width:600px\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27600%27%20height%3D%27370%27%20viewBox%3D%270%200%20600%20370%27%3E%3Crect%20width%3D%27600%27%20height%3D%27370%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-01-18x12.png 18w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-01-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-01-300x185.png 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-01-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-01-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-01-768x474.png 768w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-01-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-01.png 900w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n<\/div>\n\n\n<p>\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5df2\u4e0d\u518d\u662f\u4e00\u79cd\u8d8b\u52bf\uff0c\u800c\u662f\u8463\u4e8b\u4f1a\u5c42\u9762\u7684\u4f18\u5148\u4e8b\u9879\u3002\u4f46\u771f\u6b63\u7684\u5f71\u54cd\u5e76\u975e\u6765\u81ea\u96f6\u661f\u7684\u6d4b\u8bd5\uff0c\u800c\u662f\u6e90\u4e8e <strong>\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5df2\u6df1\u5ea6\u878d\u5165\u7ec4\u7ec7\u7684\u6218\u7565\u3001\u6587\u5316\u548c\u6d41\u7a0b\u4e4b\u4e2d<\/strong>. \u4ece\u5b9e\u9a8c\u5230\u4ea7\u751f\u53ef\u6301\u7eed\u5f71\u54cd\u7684\u9053\u8def\u662f\u7cfb\u7edf\u5316\u7684\uff0c\u8fd9\u65e2\u9700\u8981 <strong>\u81ea\u4e0a\u800c\u4e0b\u7684\u6218\u7565\u6027\u8ba1\u5212\u4e0e\u81ea\u4e0b\u800c\u4e0a\u7684\u57fa\u5c42\u52a8\u529b<\/strong>. \u81ea\u4e0a\u800c\u4e0b\u7684\u65b9\u6cd5\u4fa7\u91cd\u4e8e\u5b9e\u73b0\u8de8\u804c\u80fd\u5de5\u4f5c\u6d41\u7684\u81ea\u52a8\u5316\uff0c\u4ee5\u4ea7\u751f\u91cd\u5927\u5f71\u54cd\uff1b\u800c\u81ea\u4e0b\u800c\u4e0a\u7684\u65b9\u6cd5\u5219\u901a\u8fc7\u4e3a\u5458\u5de5\u63d0\u4f9b\u63d0\u5347\u65e5\u5e38\u5de5\u4f5c\u6548\u7387\u7684\u5de5\u5177\uff0c\u63a8\u52a8\u5feb\u901f\u4e14\u4f4e\u98ce\u9669\u7684\u91c7\u7528\u3002\u4f01\u4e1a\u9700\u8981\u517c\u987e\u8fd9\u4e24\u8005\uff0c\u624d\u80fd\u83b7\u5f97\u5207\u5b9e\u7684\u56de\u62a5\u3002. <strong>Artefact \u62e5\u6709\u4e00\u5957\u884c\u4e4b\u6709\u6548\u7684\u516d\u6b65\u8def\u7ebf\u56fe\uff0c\u65e8\u5728\u52a0\u901f\u8fd9\u4e00\u8fdb\u7a0b\uff1a <\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><strong>\u6210\u719f\u5ea6\u5ba1\u8ba1<\/strong>: \u51c6\u786e\u627e\u51fa\u73b0\u6709\u7684\u4f18\u52bf\u548c\u4e0d\u8db3\uff0c\u4ee5\u907f\u514d\u201c\u770b\u4f3c\u4e0d\u9519\u4f46\u5b9e\u5219\u4e0d\u7136\u7684\u70b9\u5b50\u201d\u3002.<\/li>\n\n\n<li><strong>\u9ad8\u7ba1\u52a8\u80fd<\/strong>: \u901a\u8fc7\u5177\u4f53\u4e14\u9f13\u821e\u4eba\u5fc3\u7684\u6848\u4f8b\uff0c\u8d62\u5f97\u9886\u5bfc\u5c42\u7684\u652f\u6301\u3002.<\/li>\n\n\n<li><strong>\u6280\u80fd\u666e\u53ca\u5316<\/strong>: \u5bf9\u5458\u5de5\u8fdb\u884c\u5305\u62ec\u63d0\u793a\u5de5\u7a0b\u5728\u5185\u7684\u57fa\u7840\u57f9\u8bad\uff0c\u4ee5\u9f13\u52b1\u4ed6\u4eec\u8fdb\u884c\u5c1d\u8bd5\u3002.<\/li>\n\n\n<li><strong>\u627e\u51fa\u771f\u6b63\u7684\u6760\u6746<\/strong>: \u901a\u8fc7\u8bbf\u8c08\u4e1a\u52a1\u56e2\u961f\uff0c\u627e\u51fa\u771f\u6b63\u7684\u6311\u6218\uff0c\u4ece\u800c\u589e\u5f3a\u4e3b\u4eba\u7fc1\u610f\u8bc6\u3002.<\/li>\n\n\n<li><strong>\u4ed8\u8bf8\u884c\u52a8<\/strong>: \u4e3e\u529e\u9488\u5bf9\u5404\u56e2\u961f\u7684\u4e13\u9898\u7814\u8ba8\u4f1a\uff0c\u901a\u8fc7\u5b9e\u64cd\u5de5\u5177\u5c06\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u878d\u5165\u65e5\u5e38\u5de5\u4f5c\u3002.<\/li>\n\n\n<li><strong>\u501f\u52a9\u4e13\u4e1a\u4ee3\u7406\u5b9e\u73b0\u89c4\u6a21\u5316<\/strong>: \u63a8\u51fa\u9488\u5bf9\u7279\u5b9a\u804c\u80fd\u7684\u201c\u526f\u9a7e\u9a76\u201d\u7cfb\u7edf\uff0c\u63a8\u52a8\u7ec4\u7ec7\u5411\u9ad8\u7ea7\u5e94\u7528\u573a\u666f\u8fc8\u8fdb\u3002.<\/li>\n\n<\/ul>\n\n\n\n<p><em>\u201c\u771f\u6b63\u7684\u5e94\u7528\u5e76\u975e\u53ea\u662f\u6d4b\u8bd5\u4e00\u6b3e\u5de5\u5177\uff0c\u800c\u662f\u5c06\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\uff08GenAI\uff09\u878d\u5165\u7ec4\u7ec7\u6d41\u7a0b\u3001\u6587\u5316\u548c\u6218\u7565\u7684\u9aa8\u8840\u4e4b\u4e2d\uff0c\u201d<\/em> \u7ed3\u8bba <strong>\u96f7\u7c73-\u8428\u672c\u7eb3\u8fea\u57c3<\/strong>, \uff0cArtefact\u745e\u58eb\u5206\u6240\u5408\u4f19\u4eba\u3002.<\/p>\n\n\n\n<p>\u6210\u529f\u9700\u8981 <strong>\u9886\u5bfc\u5c42\u534f\u8c03\u3001\u5b9e\u64cd\u57f9\u8bad<\/strong>, \uff0c\u4e14\u5f3a <strong>\u6cbb\u7406 <\/strong>\u4ee5\u786e\u4fdd\u5408\u89c4\u4e0e\u5b89\u5168\u3002\u4f01\u4e1a\u82e5\u80fd\u4ece\u73b0\u5728\u5f00\u59cb\u6709\u6761\u4e0d\u7d0a\u5730\u91c7\u53d6\u884c\u52a8\uff0c\u4fbf\u80fd\u63d0\u5347\u751f\u4ea7\u529b\uff0c\u5e76\u5efa\u7acb\u53ef\u6301\u7eed\u7684\u7ade\u4e89\u4f18\u52bf\u3002.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.artefact.com\/zh\/blog\/genai-adoption-a-pragmatic-roadmap-for-companies-seeking-impact\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u9605\u8bfb\u6587\u7ae0<\/a><\/div>\n<\/div>\n\n\n\n<p><strong>\u6848\u4f8b\u7814\u7a76\uff1a\u4ece\u597d\u5947\u5fc3\u5230\u80fd\u529b\uff0c\u4ee5\u5b9e\u73b0\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5728\u5927\u5b97\u5546\u54c1\u4ea4\u6613\u4e2d\u7684\u89c4\u6a21\u5316\u5e94\u7528\u3002. <\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6848\u4f8b\u7814\u7a76\uff1a\u4ece\u597d\u5947\u5fc3\u5230\u80fd\u529b\uff0c\u4ee5\u5b9e\u73b0\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5728\u5927\u5b97\u5546\u54c1\u4ea4\u6613\u4e2d\u7684\u89c4\u6a21\u5316\u5e94\u7528\u3002.<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" width=\"600\" height=\"370\" src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2026\/06\/october-news-02-600x370.png\" data-orig-src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2026\/06\/october-news-02-600x370.png\" alt=\"Case Study: From curiosity to capability in order to scale GenAI in commodity trading.\" class=\"lazyload wp-image-1332853\" style=\"width:600px\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27600%27%20height%3D%27370%27%20viewBox%3D%270%200%20600%20370%27%3E%3Crect%20width%3D%27600%27%20height%3D%27370%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-02-18x12.png 18w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-02-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-02-300x185.png 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-02-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-02-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-02-768x474.png 768w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-02-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-02.png 900w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n<\/div>\n\n\n<p>\u5bf9\u4e8eArtefact\u7684\u4e00\u5bb6\u5168\u7403\u9886\u5148\u7684\u5927\u5b97\u5546\u54c1\u8d38\u6613\u516c\u53f8\u5ba2\u6237\uff08\u8be5\u516c\u53f8\u4e3b\u8981\u4ece\u4e8b\u519c\u4e1a\u3001\u80fd\u6e90\u548c\u91d1\u5c5e\u7b49\u521d\u7ea7\u7ecf\u6d4e\u9886\u57df\u7684\u8d38\u6613\uff0c\u800c\u975e\u5236\u9020\u4e1a\u4ea7\u54c1\uff09\uff0c\u9762\u4e34\u7684\u6311\u6218\u663e\u800c\u6613\u89c1\uff1a <strong>\u5728\u6574\u4e2a\u4f01\u4e1a\u8303\u56f4\u5185\u63a8\u5e7f\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\uff0c\u4ee5\u63d0\u5347\u6548\u7387\u3001\u5408\u89c4\u6027\u548c\u521b\u65b0\u80fd\u529b<\/strong>. <strong>\u6311\u6218<\/strong>: \u8be5\u516c\u53f8\u6b63\u5728\u5c1d\u8bd5\u4f7f\u7528\u8bf8\u5982 <strong>Microsoft Copilot<\/strong>, \uff0c\u4f46\u5c1a\u672a\u4ea7\u751f\u5168\u516c\u53f8\u8303\u56f4\u7684\u5f71\u54cd\u3002\u5458\u5de5\u9700\u8981 <strong>\u7cfb\u7edf\u5316\u57f9\u8bad<\/strong> \u4ee5\u81ea\u4fe1\u5730\u4f7f\u7528\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\uff0c\u800c\u4f01\u4e1a\u9886\u5bfc\u8005\u5219\u5e0c\u671b\u4ece\u8bd5\u9a8c\u9636\u6bb5\u8fc8\u5411\u81ea\u52a8\u5316\uff0c\u5e76\u5f00\u53d1 <strong>\u7531\u4eba\u5de5\u667a\u80fd\u52a9\u624b\u5904\u7406\u590d\u6742\u7684\u5de5\u4f5c\u6d41\u7a0b<\/strong> \u4f8b\u5982\u5408\u89c4\u6027\u68c0\u67e5\u548c\u6587\u4ef6\u5206\u6790\u3002. <strong>\u89e3\u51b3\u65b9\u6848\u2014\u2014\u901a\u8fc7\u5171\u540c\u521b\u9020\uff0c\u4ece\u5b66\u4e60\u8d70\u5411\u5b9e\u8df5\uff1a<\/strong> Artefact \u5e94\u7528\u4e86\u5176\u9488\u5bf9\u5927\u5b97\u5546\u54c1\u4ea4\u6613\u8fd9\u4e00\u9ad8\u98ce\u9669\u9886\u57df\u91cf\u8eab\u5b9a\u5236\u7684\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\uff08GenAI\uff09\u5e94\u7528\u6846\u67b6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li>\u5728\u5b8c\u6210\u4e00\u9879\u65e8\u5728\u8bc6\u522b\u9ad8\u4ef7\u503c\u673a\u9047\u7684\u6210\u719f\u5ea6\u5ba1\u8ba1\u540e\uff0cArtefact \u542f\u52a8\u4e86\u4e00\u9879 <strong>\u5305\u542b\u7814\u8ba8\u4f1a\u548c\u5728\u7ebf\u5b66\u4e60\u7684\u6280\u80fd\u63d0\u5347\u8ba1\u5212<\/strong>, \uff0c\u4ee5\u53ca\u793e\u533a\u53c2\u4e0e\u3002.<\/li>\n\n\n<li><strong>\u591a\u5b66\u79d1\u4ee3\u7406\u9ed1\u5ba2\u9a6c\u62c9\u677e<\/strong> \u8054\u5408\u4e1a\u52a1\u3001data \u548c\u5408\u89c4\u56e2\u961f\u5171\u540c\u5f00\u53d1\u5b9a\u5236\u5316\u4eba\u5de5\u667a\u80fd\u52a9\u624b\u3002.<\/li>\n\n\n<li>\u4e00\u4e2a\u5173\u952e\u8fdb\u5c55\u662f\u2026\u2026 <strong>\u57fa\u4e8e Copilot \u7684\u5408\u89c4\u52a9\u624b<\/strong> \u8be5\u7cfb\u7edf\u53ef\u5b9e\u73b0\u6587\u6863\u5ba1\u67e5\u81ea\u52a8\u5316\u3001\u63d0\u53d6\u5173\u952e\u4fe1\u606f\uff0c\u5e76\u652f\u6301\u5ba1\u8ba1\u51c6\u5907\u5de5\u4f5c\u3002. <strong>\u6210\u679c\u2014\u2014\u591a\u7ef4\u5ea6\u5e26\u6765\u7684\u5207\u5b9e\u6548\u76ca\uff1a<\/strong> \u77ed\u77ed\u51e0\u5468\u5185\uff0c\u5404\u90e8\u95e8\u7684 Copilot \u53c2\u4e0e\u5ea6\u5747\u6709\u6240\u63d0\u5347\u3002\u8d85\u8fc7 <strong>\u521b\u5efa\u4e8650\u4e2a\u4e0e\u4e1a\u52a1\u76f8\u5173\u7684\u63d0\u793a\u548c\u5de5\u4f5c\u6d41<\/strong>. \u4eba\u5de5\u667a\u80fd\u52a9\u624b\u5f00\u59cb\u5728\u6587\u6863\u7ba1\u7406\u548c\u5408\u89c4\u65b9\u9762\u5e26\u6765\u53ef\u91cf\u5316\u7684\u6548\u7387\u63d0\u5347\u3002\u4eba\u5de5\u667a\u80fd\u5df2\u4ece\u5b64\u7acb\u7684\u5b9e\u9a8c\u8f6c\u53d8\u4e3a\u53ef\u6269\u5c55\u7684\u4f01\u4e1a\u7ea7\u80fd\u529b\uff0c\u521b\u9020\u4e86\u6301\u4e45\u7684\u4ef7\u503c\uff0c\u5e76\u5851\u9020\u4e86\u4e00\u79cd\u5145\u6ee1\u4fe1\u5fc3\u3001\u505a\u597d\u4e86\u4eba\u5de5\u667a\u80fd\u51c6\u5907\u7684\u4f01\u4e1a\u6587\u5316\u3002.<\/li>\n\n<\/ul>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.artefact.com\/zh\/blog\/case-study-accelerating-genai-adoption-in-commodity-trading\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u9605\u8bfb\u6848\u4f8b\u7814\u7a76<\/a><\/div>\n<\/div>\n\n\n\n<p><strong>\u5b9e\u73b0\u81ea\u4e3b\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\u76844P\u8981\u7d20\uff1a\u6d41\u7a0b\u3001\u4eba\u5458\u3001\u5e73\u53f0\u3001\u5b9a\u4f4d\u3002. <\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u73b0\u81ea\u4e3b\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\u76844P\u8981\u7d20\uff1a\u6d41\u7a0b\u3001\u4eba\u5458\u3001\u5e73\u53f0\u3001\u5b9a\u4f4d\u3002.<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" width=\"600\" height=\"338\" src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2026\/06\/october-news-03-600x338.png\" data-orig-src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2026\/06\/october-news-03-600x338.png\" alt=\"The 4Ps for successful agentic AI transformation: Processes, People, Platform, Position.\" class=\"lazyload wp-image-1332854\" style=\"width:600px\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27600%27%20height%3D%27338%27%20viewBox%3D%270%200%20600%20338%27%3E%3Crect%20width%3D%27600%27%20height%3D%27338%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-03-18x10.png 18w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-03-200x113.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-03-300x169.png 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-03-400x225.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-03-600x338.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-03-768x432.png 768w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-03-800x450.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-03.png 960w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n<\/div>\n\n\n<p>\u5f53\u4eca\u4eba\u5de5\u667a\u80fd\u9886\u57df\u771f\u6b63\u7684\u6311\u6218\u5e76\u975e\u5728\u4e8e\u6d4b\u8bd5\u6216\u83b7\u53d6\u6280\u672f\uff0c\u800c\u5728\u4e8e <strong>\u5728\u5404\u7ec4\u7ec7\u4e2d\u63a8\u5e7f<\/strong>. \u8c08\u5230\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\uff0c, <strong>\u54c8\u5357-\u74e6\u8d5e<\/strong>, \uff0cManaging Partner \u53ca\u5168\u7403\u4eba\u5de5\u667a\u80fd\u52a0\u901f\u8d1f\u8d23\u4eba\uff0c\u5206\u4eab\u4e86\u4ed6\u6240\u8bf4\u7684 <strong>\u4ee3\u7406\u7cfb\u7edf\u76844P\u7406\u8bba<\/strong>: \u51b3\u5b9a\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\u662f\u6210\u529f\u8fd8\u662f\u505c\u6ede\u7684\u56db\u4e2a\u7ef4\u5ea6\u3002:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n\n<li><strong>\u6d41\u7a0b\uff1a<\/strong> \u771f\u6b63\u7684\u53d8\u9769\u6e90\u4e8e\u534f\u8c03\u4eba\u7c7b\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u5408\u4f5c\u65b9\u5f0f\uff0c\u800c\u975e\u5355\u7eaf\u5c06\u5b64\u7acb\u7684\u4efb\u52a1\u81ea\u52a8\u5316\u3002\u5fc5\u987b\u901a\u8fc7\u786e\u5b9a\u54ea\u4e9b\u73af\u8282\u5e94\u5b9e\u73b0\u81ea\u52a8\u5316\u3001\u54ea\u4e9b\u73af\u8282\u5e94\u8fdb\u884c\u589e\u5f3a\uff0c\u4ee5\u53ca\u5982\u4f55\u6709\u6548\u7ed3\u5408\u4e8c\u8005\uff0c\u6765\u5bf9\u6574\u4e2a\u6d41\u7a0b\u8fdb\u884c\u91cd\u65b0\u8bbe\u8ba1\u3002.<\/li>\n\n\n<li><strong>\u4eba\uff1a<\/strong> \u4eba\u5de5\u667a\u80fd\u5e76\u975e\u8981\u53d6\u4ee3\u4eba\u7c7b\uff0c\u800c\u662f\u91cd\u5851\u6211\u4eec\u7684\u5de5\u4f5c\u65b9\u5f0f\u3002\u6709\u4e9b\u5de5\u4f5c\u5c06\u6d88\u5931\uff0c\u6709\u4e9b\u5c06\u6f14\u53d8\uff0c\u65b0\u7684\u5c97\u4f4d\u4e5f\u5c06\u5e94\u8fd0\u800c\u751f\u3002\u4f46\u4efb\u4f55\u8f6c\u578b\u82e5\u6ca1\u6709\u57f9\u8bad\uff0c\u90fd\u96be\u4ee5\u6210\u529f\u3002\u5373\u4f7f\u662f\u6700\u4f18\u79c0\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\uff0c\u5982\u679c\u4eba\u4eec\u4e0d\u4f1a\u4f7f\u7528\uff0c\u4e5f\u65e0\u6cd5\u53d1\u6325\u4f5c\u7528\u3002.<\/li>\n\n\n<li><strong>\u5e73\u53f0\uff1a<\/strong> \u968f\u7740\u4ee3\u7406\u6570\u91cf\u7684\u589e\u52a0\uff0c\u4f01\u4e1a\u9700\u8981\u5efa\u7acb\u6cbb\u7406\u673a\u5236\uff1a\u4e00\u4e2a\u80fd\u591f\u8ffd\u8e2a\u3001\u76d1\u63a7\u548c\u7ba1\u7406\u4ee3\u7406\u7684\u5e73\u53f0\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2aIT\u95ee\u9898\uff1bdata\u3001\u4e1a\u52a1\u548c\u6280\u672f\u56e2\u961f\u5fc5\u987b\u5171\u540c\u627f\u62c5\u8d23\u4efb\uff0c\u786e\u4fdd\u4ee3\u7406\u4fdd\u6301\u4e00\u81f4\u6027\u3001\u9075\u5b88\u9053\u5fb7\u89c4\u8303\u5e76\u9ad8\u6548\u8fd0\u4f5c\u3002.<\/li>\n\n\n<li><strong>\u804c\u4f4d\uff1a<\/strong> ChatGPT \u548c Gemini \u7b49\u5bf9\u8bdd\u5f15\u64ce\u6b63\u5728\u6539\u53d8\u6d88\u8d39\u8005\u53d1\u73b0\u548c\u8d2d\u4e70\u4ea7\u54c1\u7684\u65b9\u5f0f\u3002\u8fd9\u5e76\u975e SEO 2.0\uff0c\u800c\u662f\u5bf9\u6570\u5b57\u6218\u7565\u7684\u5f7b\u5e95\u91cd\u65b0\u601d\u8003\u3002.<\/li>\n\n<\/ol>\n\n\n\n<p><em>\u201c\u4eba\u5de5\u667a\u80fd\u7684\u89c4\u6a21\u5316\u5e94\u7528\u662f\u4e00\u573a\u7ec4\u7ec7\u5c42\u9762\u7684\u63a2\u7d22\u4e4b\u65c5\u3002\u90a3\u4e9b\u638c\u63e1\u201d4P\u2019\u539f\u5219\u7684\u4f01\u4e1a\uff0c\u624d\u80fd\u771f\u6b63\u5c06\u4e3b\u52a8\u667a\u80fd\u4ed8\u8bf8\u5b9e\u8df5\uff0c\u201d <\/em>\u8bf4 <strong>\u54c8\u5357-\u74e6\u8d5e<\/strong>, Managing Partner \u53ca Artefact \u7684\u5168\u7403\u4eba\u5de5\u667a\u80fd\u52a0\u901f\u4e1a\u52a1\u8d1f\u8d23\u4eba\u3002.<\/p>\n\n\n\n<p><strong>\u8d85\u8d8a\u81ea\u52a8\u5316\uff1a\u8bbe\u8ba1\u6df7\u5408\u578b\u80fd\u52a8\u578b\u7ec4\u7ec7\u3002. <\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8d85\u8d8a\u81ea\u52a8\u5316\uff1a\u8bbe\u8ba1\u6df7\u5408\u578b\u80fd\u52a8\u578b\u7ec4\u7ec7\u3002.<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" width=\"600\" height=\"400\" src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2026\/06\/october-news-04-600x400.png\" data-orig-src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2026\/06\/october-news-04-600x400.png\" alt=\"Beyond automation: Designing the hybrid agentic organization.\" class=\"lazyload wp-image-1332855\" style=\"width:600px\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27600%27%20height%3D%27400%27%20viewBox%3D%270%200%20600%20400%27%3E%3Crect%20width%3D%27600%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-04-18x12.png 18w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-04-200x133.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-04-300x200.png 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-04-400x267.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-04-600x400.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-04-768x512.png 768w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-04-800x533.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-04-1024x683.png 1024w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-04-1200x800.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-04.png 1248w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n<\/div>\n\n\n<p>\u6df7\u5408\u80fd\u52a8\u6027\u7ec4\u7ec7\u662f <strong>\u65b0\u578b\u4f01\u4e1a\u64cd\u4f5c\u7cfb\u7edf<\/strong>, \uff0c\u5728\u90a3\u91cc\uff0c\u4eba\u5de5\u667a\u80fd\u4e0d\u4ec5\u662f\u4e00\u79cd\u5de5\u5177\uff0c\u66f4\u662f\u4e0e\u4eba\u7c7b\u5e76\u80a9\u534f\u4f5c\u7684\u79ef\u6781\u53c2\u4e0e\u8005\u3002\u667a\u80fd\u4f53\u4e4b\u95f4\u8fdb\u884c\u5f02\u6b65\u534f\u4f5c\u3001\u53c2\u4e0e\u8ba8\u8bba\u5e76\u505a\u51fa\u5fae\u51b3\u7b56\uff0c\u4ece\u800c\u521b\u9020\u51fa\u4e00\u4e2a <strong>\u4eba\u7c7b\u4e0e\u673a\u5668\u667a\u80fd\u5171\u751f\u7684\u751f\u6001\u7cfb\u7edf<\/strong>. \u8fd9\u4e00\u8f6c\u53d8\u5e26\u6765\u4e86 <strong>\u57fa\u4e8e\u4ee3\u7406\u7684\u8d44\u6e90\u7ba1\u7406<\/strong>\uff1a\u8fd9\u662f\u4e00\u95e8\u5c06\u4eba\u7c7b\uff08\u521b\u9020\u529b\u3001\u540c\u7406\u5fc3\u3001\u5224\u65ad\u529b\uff09\u4e0e\u673a\u5668\uff08\u7cbe\u51c6\u5ea6\u3001\u8bb0\u5fc6\u529b\u3001\u901f\u5ea6\uff09\u7684\u80fd\u529b\u52a0\u4ee5\u534f\u8c03\uff0c\u4f7f\u5176\u76f8\u4e92\u589e\u5f3a\u7684\u5b66\u79d1\u3002\u5982\u4eca\uff0c\u9886\u5bfc\u8005\u901a\u8fc7\u8bbe\u8ba1\u4ea4\u4e92\u6a21\u5f0f\u6765\u7ba1\u7406\u8ba4\u77e5\u80fd\u529b\uff0c\u800c\u975e\u7b80\u5355\u5730\u8fdb\u884c\u5206\u5de5\u3002.<\/p>\n\n\n\n<p><em>\u201c\u6210\u4e3a\u4e00\u4e2a\u6df7\u5408\u578b\u80fd\u52a8\u7ec4\u7ec7\uff0c\u5e76\u4e0d\u662f\u8981\u53d6\u4ee3\u4eba\u7c7b\uff0c\u800c\u662f\u8981\u901a\u8fc7\u667a\u80fd\u534f\u4f5c\u6765\u653e\u5927\u4eba\u7c7b\u6240\u80fd\u5b9e\u73b0\u7684\u6210\u679c\u3002\u201d<\/em> - <strong>\u7ef4\u514b\u6258-\u79d1\u82f1\u5e03\u62c9<\/strong>, \uff0cAI\u4e0e\u5de5\u7a0b\u5408\u4f19\u4eba\uff0cArtefact \u62c9\u4e01\u7f8e\u6d32\u53ca\u5317\u7f8e\u5730\u533a<\/p>\n\n\n\n<p>\u76ee\u524d\uff0c\u201c\u4f5c\u54c1\u201d\u6709\u4ee5\u4e0b\u4e09\u79cd\u6a21\u5f0f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n\n<li><strong>\u624b\u518c <\/strong>\uff08\u5b8c\u5168\u7531\u4eba\u64cd\u63a7\uff09<\/li>\n\n\n<li><strong>\u589e\u5f3a\u578b <\/strong>\uff08\u4eba\u673a\u534f\u4f5c\uff09<\/li>\n\n\n<li><strong>\u4ee3\u7406 <\/strong>\uff08\u5728\u660e\u786e\u754c\u5b9a\u7684\u8303\u56f4\u5185\u81ea\u4e3b\u6267\u884c\uff09\u3002\u5176\u80cc\u540e\u662f\u4ece <strong>master data<\/strong> \u81f3 <strong>\u4f01\u4e1a\u4e0a\u4e0b\u6587\u7ba1\u7406<\/strong>. \u4ee3\u7406\u9700\u8981\u4e0a\u4e0b\u6587\uff08\u5373\u89e3\u91ca\u201cdata\u201d\u4e3a\u4f55\u91cd\u8981\u7684\u542b\u4e49\uff09\uff0c\u624d\u80fd\u4ee5\u6070\u5f53\u4e14\u514b\u5236\u7684\u65b9\u5f0f\u91c7\u53d6\u884c\u52a8\u3002\u672a\u6765\u7684\u4f18\u52bf\u4e0d\u5728\u4e8e\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\uff0c\u800c\u5728\u4e8e <strong>\u60c5\u62a5\u6574\u7406<\/strong> \u4ee5\u6e05\u6670\u548c\u4fe1\u4efb\u4e3a\u57fa\u77f3\uff0c\u878d\u5165\u53ef\u89e3\u91ca\u6027\u3001\u53ef\u8ffd\u6eaf\u6027\u548c\u95ee\u8d23\u673a\u5236\uff0c\u4ee5\u5b9e\u73b0\u667a\u80fd\u53ef\u6269\u5c55\u6027\u3002.<\/li>\n\n<\/ol>\n\n\n\n<p><strong>ARDIAN\u3001Mistral AI \u548c Artefact \u643a\u624b\u63a8\u51fa\u7531\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\uff08GenAI\uff09\u9a71\u52a8\u7684\u6587\u6863\u667a\u80fd\u5de5\u5177 GAIA\uff0c\u52a9\u529b\u79c1\u52df\u80a1\u6743\u884c\u4e1a\u52a0\u901f\u53d1\u5c55\u3002.<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">ARDIAN\u3001Mistral AI \u548c Artefact \u643a\u624b\u63a8\u51fa\u7531\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\uff08GenAI\uff09\u9a71\u52a8\u7684\u6587\u6863\u667a\u80fd\u5de5\u5177 GAIA\uff0c\u52a9\u529b\u79c1\u52df\u80a1\u6743\u884c\u4e1a\u52a0\u901f\u53d1\u5c55\u3002.<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" width=\"600\" height=\"370\" src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2026\/06\/october-news-05-600x370.png\" data-orig-src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2026\/06\/october-news-05-600x370.png\" alt=\"ARDIAN, Mistral AI and Artefact accelerate Private Equity with GAIA, a GenAI-powered document intelligence tool.\" class=\"lazyload wp-image-1332856\" style=\"width:600px\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27600%27%20height%3D%27370%27%20viewBox%3D%270%200%20600%20370%27%3E%3Crect%20width%3D%27600%27%20height%3D%27370%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-05-18x12.png 18w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-05-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-05-300x185.png 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-05-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-05-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-05-768x474.png 768w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-05-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-05.png 900w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n<\/div>\n\n\n<p><strong>\u5904\u7406\u6d77\u91cf\u7684\u975e\u7ed3\u6784\u5316\u6587\u6863<\/strong> \u8fd9\u662f\u79c1\u52df\u80a1\u6743\u9886\u57df\u666e\u904d\u9762\u4e34\u7684\u6311\u6218\u3002\u4e3a\u4e86\u52a0\u5feb\u4ea4\u6613\u6267\u884c\u901f\u5ea6\u5e76\u63d0\u5347\u51b3\u7b56\u6548\u7387\uff0c\u8fd9\u5bb6\u5168\u7403\u9886\u5148\u7684\u79c1\u52df\u6295\u8d44\u516c\u53f8 <strong>Ardian<\/strong> \u4e0e\u2026\u2026\u5408\u4f5c <strong>Artefact<\/strong> \u548c <strong>Mistral AI<\/strong> \u6784\u5efa <strong>GAIA\uff0c\u4e00\u4e2a\u5185\u90e8\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5e73\u53f0<\/strong> \u7528\u4e8e\u6587\u6863\u667a\u80fd\u5206\u6790\u3002GAIA \u4f7f Ardian \u7684\u6295\u8d44\u56e2\u961f\u80fd\u591f\u4ee5\u524d\u6240\u672a\u6709\u7684\u6548\u7387\u5feb\u901f\u5206\u6790\u3001\u603b\u7ed3\u548c\u6bd4\u8f83\u590d\u6742\u7684\u8d22\u52a1\u53ca\u6cd5\u5f8b\u6587\u4ef6\u3002\u8be5\u5e73\u53f0\u91c7\u7528\u4e00\u79cd\u4e0e\u6a21\u578b\u65e0\u5173\u7684\u65b9\u6cd5\uff0c, <strong>\u56e0\u5176\u5353\u8d8a\u7684\u591a\u8bed\u8a00\u6027\u80fd\u800c\u9009\u62e9Mistral AI\u6a21\u578b<\/strong> \u5177\u5907\u5904\u7406\u6cd5\u8bed\u6587\u6863\u7684\u80fd\u529b\u3001\u51fa\u8272\u7684\u6458\u8981\u751f\u6210\u80fd\u529b\uff0c\u5e76\u7b26\u5408\u6b27\u6d32data\u4e3b\u6743\u8981\u6c42\u3002. <em>\u201c\u4e0d\u5230\u4e00\u5e74\u7684\u65f6\u95f4\u91cc\uff0c\u65e5\u6d3b\u8dc3\u7528\u6237\u6570\u91cf\u589e\u957f\u4e86\u4e09\u500d\uff0c\u6bcf\u5468\u6d3b\u8dc3\u7528\u6237\u8d85\u8fc7500\u4eba\uff0c\u7528\u6237\u8bf7\u6c42\u91cf\u8d85\u8fc728\u4e07\u6b21\u3002\u5982\u4eca\uff0cArdian\u8d85\u8fc7\u534a\u6570\u7684\u5458\u5de5\u90fd\u5728\u4f7f\u7528GAIA\u6765\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\uff0c\u5e76\u4e13\u6ce8\u4e8e\u4e3a\u6211\u4eec\u7684\u6295\u8d44\u8005\u548c\u6295\u8d44\u7ec4\u5408\u516c\u53f8\u521b\u9020\u4ef7\u503c\uff0c\u201d<\/em> \u8bf4 <strong>\u9a6c\u8482\u4e9a\u65af-\u535a\u683c\u54c8\u7279<\/strong>, \uff0cArdian\u6267\u884c\u526f\u603b\u88c1\u3002GAIA\u80fd\u591f\u63d0\u5347\u56e2\u961f\u7684\u4e13\u4e1a\u80fd\u529b\uff0c\u4f7f\u4ed6\u4eec\u80fd\u591f\u8fdb\u884c\u66f4\u5168\u9762\u7684\u5c3d\u804c\u8c03\u67e5\uff0c\u5e76\u4e13\u6ce8\u4e8e <strong>\u9ad8\u4ef7\u503c\u6218\u7565\u5206\u6790<\/strong>, \uff0c\u800c\u975e\u4fe1\u606f\u63d0\u53d6\u3002\u8fd9\u4e00\u6210\u529f\u5145\u5206\u5c55\u793a\u4e86\uff0c\u5c06\u516c\u53f8\u5185\u90e8\u7684data\u4e13\u4e1a\u77e5\u8bc6\u4e0e\u5c16\u7aef\u7684LLM\u4ee5\u53ca\u6218\u7565\u5408\u4f5c\u4f19\u4f34\u76f8\u7ed3\u5408\uff0c\u5982\u4f55\u6253\u9020\u51fa\u4e00\u4e2a\u5b89\u5168\u4e14\u91cf\u8eab\u5b9a\u5236\u7684\u5e73\u53f0\uff0c\u4ece\u800c\u5f7b\u5e95\u6539\u53d8\u6838\u5fc3\u4e1a\u52a1\u5de5\u4f5c\u6d41\u7a0b\u3002.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.artefact.com\/zh\/cases\/ardian-transforming-private-equity-due-diligence-with-generative-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u9605\u8bfb\u5ba2\u6237\u6848\u4f8b<\/a><\/div>\n<\/div>\n\n\n\n<p><strong>\u4f5c\u4e3aDIY\u884c\u4e1a\u7684\u9886\u519b\u4f01\u4e1a\uff0cADEO\u5982\u4f55\u5229\u7528\u4eba\u5de5\u667a\u80fd\u5c06\u5185\u5bb9\u4e0e\u77e5\u8bc6\u76f8\u8fde\u63a5\u3002. <\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f5c\u4e3aDIY\u884c\u4e1a\u7684\u9886\u519b\u4f01\u4e1a\uff0cADEO\u5982\u4f55\u5229\u7528\u4eba\u5de5\u667a\u80fd\u5c06\u5185\u5bb9\u4e0e\u77e5\u8bc6\u76f8\u8fde\u63a5\u3002.<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" width=\"600\" height=\"370\" src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2026\/06\/october-news-06-600x370.png\" data-orig-src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2026\/06\/october-news-06-600x370.png\" alt=\"How ADEO, a major DIY leader, uses AI to link content and knowledge.\" class=\"lazyload wp-image-1332857\" style=\"width:600px\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27600%27%20height%3D%27370%27%20viewBox%3D%270%200%20600%20370%27%3E%3Crect%20width%3D%27600%27%20height%3D%27370%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-06-18x12.png 18w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-06-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-06-300x185.png 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-06-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-06-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-06-768x474.png 768w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-06-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/october-news-06.png 900w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n<\/div>\n\n\n<p><strong>ADEO<\/strong>, \u4f5c\u4e3aLeroy Merlin\u548cWeldom\u7b49\u54c1\u724c\u7684\u6bcd\u516c\u53f8\uff0c\u6784\u5efa\u4e86\u4e00\u4e2a\u57fa\u4e8e\u5176\u4ea7\u54c1\u5206\u7c7b\u4f53\u7cfb\u7684\u5927\u578b\u77e5\u8bc6\u56fe\u8c31\uff0c\u4f46\u5176\u5185\u5bb9\u4e30\u5bcc\u7684DIY\u6587\u7ae0\u5374\u4e0e\u8be5data\u7ed3\u6784\u8131\u8282\u3002. <strong>\u6311\u6218\uff1a<\/strong> \u5982\u679c\u4e0d\u5c06\u5185\u5bb9\u4e0e\u77e5\u8bc6\u5173\u8054\u8d77\u6765\uff0c\u8be5\u516c\u53f8\u5c31\u65e0\u6cd5\u63d0\u4f9b\u771f\u6b63\u667a\u80fd\u7684\u641c\u7d22\u3001\u4e2a\u6027\u5316\u7684\u63a8\u8350\u6216\u4e30\u5bcc\u7684\u5185\u5bb9\u4f53\u9a8c\u3002. <strong>\u89e3\u51b3\u65b9\u6848<\/strong> \u501f\u52a9 Artefact\uff0cADEO \u90e8\u7f72\u4e86\u4e00\u6761\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u5904\u7406\u6d41\u7a0b\u3002\u8be5\u4e24\u9636\u6bb5\u6a21\u578b\u91c7\u7528 <strong>\u547d\u540d\u5b9e\u4f53\u8bc6\u522b<\/strong> (NER) \u4ee5\u8bc6\u522b\u6587\u672c\u4e2d\u7684\u63d0\u53ca\u5185\u5bb9\uff0c\u5e76 <strong>\u547d\u540d\u5b9e\u4f53\u94fe\u63a5<\/strong> (NEL) \u5c06\u5176\u951a\u5b9a\u5728\u77e5\u8bc6\u56fe\u8c31\u4e2d\u3002\u6587\u672c\u5206\u5757\u3001\u5411\u91cf\u641c\u7d22\u3001\u8bed\u4e49\u91cd\u65b0\u6392\u5e8f\u548c\u5206\u5c42\u6392\u5e8f\u76f8\u7ed3\u5408\uff0c\u4f7f\u94fe\u63a5\u66f4\u52a0\u7a33\u5065\u3002. <strong>\u7ed3\u679c\uff1a<\/strong> \u521d\u6b65\u7ed3\u679c\u4ee4\u4eba\u9f13\u821e\u3002\u5728\u201cProductSet\u201d\u7c7b\u522b\u4e2d\uff0c\u94fe\u63a5\u6548\u679c\u8868\u73b0\u7a33\u5065 <strong>F1\u5f97\u5206\u7ea6\u4e3a60%<\/strong>. \u8be5\u529f\u80fd\u6027 API \u73b0\u5c06\u9884\u6807\u6ce8\u7684\u6587\u672c\u63d0\u4f9b\u7ed9\u4eba\u5de5\u6807\u6ce8\u5458\uff0c\u4ece\u800c\u52a0\u5feb\u4e86\u6807\u6ce8\u901f\u5ea6\uff0c\u5e76\u4e3a\u672a\u6765\u6a21\u578b\u7684\u5fae\u8c03\u5960\u5b9a\u4e86\u57fa\u7840\u3002. <strong>ADEO \u7684\u589e\u5f3a\u578b\u77e5\u8bc6\u56fe\u8c31<\/strong> \u4eca\u540e\u5c06\u652f\u6301\u66f4\u667a\u80fd\u7684\u641c\u7d22\u3001\u66f4\u4f18\u8d28\u7684\u4ea7\u54c1\u63a8\u8350\u4ee5\u53ca\u66f4\u591a\u57fa\u4e8e\u4e0a\u4e0b\u6587\u7684\u5185\u5bb9\u3002ADEO\u3001\u8c37\u6b4c\u548cArtefact\u4e4b\u95f4\u7684\u5408\u4f5c\u5c06\u7ee7\u7eed\u63a8\u52a8 <strong>\u96f6\u552e\u521b\u65b0<\/strong>.<\/p>\n\n\n\n<p><strong>\u201cADOPT AI\u201d\u8ba1\u5212\u6b63\u5f0f\u542f\u52a8\uff01\u5728CEO\u821e\u53f0\u4e0a\u5ba3\u5e03\u65b0\u4efbCEO\u540d\u5355\u3002.<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u201cADOPT AI\u201d\u8ba1\u5212\u6b63\u5f0f\u542f\u52a8\uff01\u5728CEO\u821e\u53f0\u4e0a\u5ba3\u5e03\u65b0\u4efbCEO\u540d\u5355\u3002.<\/h2>\n\n\n\n<p>\u6b22\u8fce\u53c2\u52a0\u7531Artefact\u4e3b\u529e\u7684Adopt AI\u5cf0\u4f1a\u2014\u2014\u8fd9\u662f\u6b27\u6d32\u9886\u5148\u7684\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u4e0e\u8f6c\u578b\u5cf0\u4f1a\uff0c\u5c06\u4e8e2025\u5e7411\u670825\u65e5\u81f326\u65e5\u5728\u5df4\u9ece\u5927\u7687\u5bab\u4e3e\u884c\u3002. <strong>Adopt AI \u9879\u76ee\u73b0\u5df2\u4e0a\u7ebf\uff01<\/strong> \u63a2\u7d22\u9996\u65e5\u8bae\u7a0b\uff0c\u4e86\u89e3\u524d\u6cbf\u7684\u4eba\u5de5\u667a\u80fd\u6218\u7565\uff0c\u5e76\u4e3a\u8fd9\u4e24\u5929\u5f71\u54cd\u6df1\u8fdc\u7684\u8ba8\u8bba\u5236\u5b9a\u60a8\u7684\u65e5\u7a0b\u5b89\u6392\u3002 \u672c\u6b21\u6d3b\u52a8\u5728\u6cd5\u56fd\u5171\u548c\u56fd\u603b\u7edf\u7684\u9f0e\u529b\u652f\u6301\u4e0b\u4e3e\u529e\uff0c\u5c06\u6c47\u805a\u8d85\u8fc725,000\u540d\u53c2\u4f1a\u8005\u3001500\u4f4d\u6f14\u8bb2\u5609\u5bbe\u548c250\u5bb6\u53c2\u5c55\u5546\uff0c\u6d3b\u52a8\u5185\u5bb9\u5c06\u56f4\u7ed5\u4e03\u5927\u4e3b\u9898\u5c55\u5f00\uff1a\u5065\u5eb7\u3001\u91d1\u878d\u3001\u5de5\u4e1a\u3001\u5962\u4f88\u54c1\u3001\u65c5\u6e38\u3001\u4f53\u80b2\u3001\u96f6\u552e\u4e0e\u5730\u7403\u3002. <strong><strong>CEO\u821e\u53f0\u6f14\u51fa\u9635\u5bb9\uff08\u65b0\u9635\u5bb9\u516c\u5e03\uff01\uff09<\/strong><\/strong> \u7eaa\u5c27\u59c6\u00b7\u798f\u91cc\uff08<strong>\u7a7a\u5ba2<\/strong>)\uff0c\u6587\u68ee\u7279\u00b7\u5362\u897f\u4e9a\u5c3c\uff08<strong>ARTEFACT<\/strong>)\uff0c\u65af\u7279\u51e1\u00b7\u5965\u5c14\u91cc\u5e0c\uff08<strong>\u62dc\u8033\u5236\u836f\u4e8b\u4e1a\u90e8<\/strong>)\uff0c\u5c3c\u53e4\u62c9\u65af\u00b7\u7eb3\u7c73\u4e9a\u65af\uff08<strong>BPCE\u96c6\u56e2<\/strong>)\uff0c\u4e9a\u5386\u5c71\u5927\u00b7\u90a6\u5e15\u5c14\uff08<strong>CARREFOUR<\/strong>)\uff0c\u4e9a\u5386\u5c71\u5927\u00b7\u6797\u514b\uff08<strong>CELONIS<\/strong>)\uff0c\u739b\u4e3d-\u5965\u5fb7\u00b7\u6cf0\u6ce2\uff08<strong>CNP \u4fdd\u9669<\/strong>)\uff0c\u5965\u5229\u7ef4\u5c14\u00b7\u52a0\u74e6\u5c14\u8fbe\uff08<strong>CREDIT AGRICOLE S.A.<\/strong>)\uff0c\u57c3\u91cc\u514b\u00b7\u4f69\u8482\u7518\uff08<strong>\u4e92\u52a9\u4fe1\u7528\u8054\u76df\u8054\u90a6\u8054\u76df<\/strong>), \u5f17\u6d1b\u91cc\u5b89\u00b7\u675c\u6258 (<strong>DATAIKU<\/strong>)\uff0c\u4f2f\u7eb3\u5fb7\u00b7\u4e30\u5854\u7eb3\uff08<strong>EDF<\/strong>)\uff0c\u5e03\u8bfa\u74e6\u00b7\u79d1\u5361\u5c14\uff08<strong>LEGRAND<\/strong>)\uff0c\u514b\u91cc\u65af\u6258\u5f17\u00b7\u76d6\u5170 (<strong>NEXANS<\/strong>)\uff0c\u514b\u91cc\u65af\u8482\u5c14\u00b7\u6d77\u5fb7\u66fc\uff08<strong>\u6a59\u8272<\/strong>)\uff0c\u5965\u5229\u7ef4\u5c14\u00b7\u52b3\u7f57\uff08<strong>SERVIER<\/strong>)\uff0c\u7eb3\u6770\u74e6\u00b7\u963f\u62c9\u6770\u535a\u58eb\uff08<strong>TII<\/strong>)\uff0c\u514b\u91cc\u65af\u6258\u592b\u00b7\u4f69\u91cc\u62c9\uff08<strong>VALEO<\/strong>)\uff0c\u57c3\u65af\u7279\u5c14\u00b7\u5e03\u62c9\u8d6b\u5229\u4e9a\u8bfa\u592b\uff08<strong>\u5a01\u7acb\u96c5<\/strong>)\uff0c\u8fd8\u6709\u66f4\u591a\u5df2\u516c\u5e03\u7684\u6f14\u51fa\uff01\ud83c\udf9f\ufe0f \u7acb\u5373\u9884\u8ba2\u95e8\u7968\u5e76 <strong>\u4eab\u53d7\u65e9\u9e1f\u4f18\u60e0\u4ef7<\/strong> 10% \u5df2\u5173\u95ed\uff0c\u4ee3\u7801\u4e3a <strong>\u65b0\u95fb\u901a\u8bafADOPTAI<\/strong><\/p>","protected":false},"featured_media":1035496,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"pdf-mail-category":[848695],"class_list":["post-1332859","pdf-newsletters","type-pdf-newsletters","status-publish","has-post-thumbnail","hentry","pdf-mail-category-data-ai-digest"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/pdf-newsletters\/1332859","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/pdf-newsletters"}],"about":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/types\/pdf-newsletters"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media\/1035496"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media?parent=1332859"}],"wp:term":[{"taxonomy":"pdf-mail-category","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/pdf-mail-category?post=1332859"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}