{"id":48352,"date":"2025-10-08T11:27:18","date_gmt":"2025-10-08T09:27:18","guid":{"rendered":"https:\/\/www.investglass.com\/?p=48352"},"modified":"2025-10-06T11:33:35","modified_gmt":"2025-10-06T09:33:35","slug":"ai-%e4%b8%ba%e4%bb%80%e4%b9%88%e4%bc%9a%e5%a4%b1%e8%b4%a5-%e6%88%90%e5%8a%9f%e5%ae%9e%e6%96%bd%e7%9a%84%e9%a6%96%e8%a6%81%e5%8e%9f%e5%9b%a0%e5%92%8c%e7%ad%96%e7%95%a5","status":"publish","type":"post","link":"https:\/\/www.investglass.com\/zh\/why-ai-fail-top-reasons-and-strategies-for-success-in-implementation\/","title":{"rendered":"\u4eba\u5de5\u667a\u80fd\u4e3a\u4f55\u5931\u8d25\uff1f\u6210\u529f\u5b9e\u65bd\u7684\u4e3b\u8981\u539f\u56e0\u548c\u7b56\u7565"},"content":{"rendered":"<p class=\"wp-block-paragraph\">1. \u4eba\u5de5\u667a\u80fd\u627f\u8bfa\u91cd\u5851\u5404\u884c\u5404\u4e1a\uff0c\u4f46\u5927\u591a\u6570\u516c\u53f8\u4ecd\u96be\u4ee5\u770b\u5230\u6210\u6548\u3002\n2. \u5c3d\u7ba1\u6295\u8d44\u521b\u4e0b\u7eaa\u5f55\uff0c\u4f46\u51e0\u4e4e\u6240\u6709\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u5728\u4ea7\u751f\u5b9e\u8d28\u6027\u5f71\u54cd\u4e4b\u524d\u90fd\u9677\u5165\u4e86\u505c\u6ede\u3002\n3. \u4e3a\u4ec0\u4e48\u8fd9\u4e48\u591a\u9879\u76ee\u4f1a\u5931\u8d25\uff1f\n4. \u662f\u4ec0\u4e48\u5c06\u5c11\u6570\u6210\u529f\u6848\u4f8b\u4e0e\u5176\u4f59\u9879\u76ee\u533a\u5206\u5f00\u6765\uff1f\n5. \u672c\u6587\u63a2\u8ba8\u4e86\u201c\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u9e3f\u6c9f\u201d\uff08GenAI Divide\uff09\u3002\n6. \u5206\u4eab\u4e86\u5e2e\u52a9\u4f01\u4e1a\u8de8\u8d8a\u8be5\u9e3f\u6c9f\u7684\u6218\u7565\u3002\n7. \u4eba\u5de5\u667a\u80fd\u6280\u672f\u6b63\u5728\u91cd\u5851\u5546\u4e1a\u683c\u5c40\u3002\n8. \u4f01\u4e1a\u5728\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\u4e0a\u9762\u4e34\u666e\u904d\u56f0\u5883\u3002\n9. \u5de8\u989d\u6295\u8d44\u5e76\u672a\u81ea\u52a8\u8f6c\u5316\u4e3a\u5b9e\u9645\u5546\u4e1a\u4ef7\u503c\u3002\n10. \u9879\u76ee\u505c\u6ede\u662f\u5f53\u524d\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7684\u666e\u904d\u73b0\u8c61\u3002\n11. \u63a2\u7a76\u5bfc\u81f4\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u5931\u8d25\u7684\u6838\u5fc3\u539f\u56e0\u3002\n12. \u5206\u6790\u6210\u529f\u5e94\u7528\u4eba\u5de5\u667a\u80fd\u7684\u4f01\u4e1a\u7684\u5173\u952e\u7279\u5f81\u3002\n13. \u8bc6\u522b\u5e76\u7406\u89e3\u201c\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u9e3f\u6c9f\u201d\u7684\u5b58\u5728\u3002\n14. \u63d0\u4f9b\u5207\u5b9e\u7684\u6218\u7565\u89c4\u5212\u4ee5\u5b9e\u73b0\u6210\u529f\u8f6c\u578b\u3002\n15. \u603b\u7ed3\u5168\u6587\u5e76\u5c55\u671b\u4f01\u4e1a\u4eba\u5de5\u667a\u80fd\u7684\u672a\u6765\u8def\u5f84\u3002 <a href=\"https:\/\/nanda.media.mit.edu\/\">\u9ebb\u7701\u7406\u5de5\u5b66\u9662 NANDA \u62a5\u544a<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_Introduction_The_Promise_and_the_Problem_of_AI\"><\/span>1.\u5bfc\u8a00\uff1a\u4eba\u5de5\u667a\u80fd\u7684\u524d\u666f\u4e0e\u95ee\u9898<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><a class=\"wpil_keyword_link\" href=\"https:\/\/www.investglass.com\/zh\/%e8%87%aa%e5%8a%a8%e5%8c%96%e5%b7%a5%e5%85%b7\/\" target=\"_blank\" rel=\"noopener\" title=\"\u4eba\u5de5\u667a\u80fd\" data-wpil-keyword-link=\"linked\" data-wpil-monitor-id=\"5507\">\u4eba\u5de5\u667a\u80fd<\/a> (\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u88ab\u8a89\u4e3a 21 \u4e16\u7eaa\u6700\u5177\u53d8\u9769\u6027\u7684\u6280\u672f\u3002\u968f\u7740\u673a\u5668\u5b66\u4e60\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4ee5\u53ca\u6700\u8fd1\u7684\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u7684\u5174\u8d77\uff0c\u4f01\u4e1a\u7eb7\u7eb7\u62a2\u7740\u91c7\u7528\u8fd9\u4e9b\u5de5\u5177\uff1b\u7136\u800c\uff0c\u516c\u53f8\u7684\u65b9\u6cd5\u53ef\u80fd\u662f\u6210\u529f\u4e0e\u65e0\u6cd5\u5b9e\u73b0\u4ef7\u503c\u7684\u5206\u6c34\u5cad\u3002\u7136\u800c\uff0c\u5c3d\u7ba1\u5728\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u3001\u57fa\u7840\u8bbe\u65bd\u548c\u8bd5\u70b9\u65b9\u9762\u6295\u5165\u4e86\u6570\u5341\u4ebf\u7f8e\u5143\uff0c\u4f46\u5927\u591a\u6570\u4f01\u4e1a\u90fd\u672a\u80fd\u770b\u5230\u53ef\u8861\u91cf\u7684\u56de\u62a5\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u8fd1\u7684\u4e00\u9879\u73b0\u5b9e\u8c03\u67e5\u663e\u793a\uff0c\u5c3d\u7ba1\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u88ab\u5e7f\u6cdb\u7092\u4f5c\u548c\u91c7\u7528\uff0c\u4f46\u4ecd\u6709 95% \u7684\u7ec4\u7ec7\u62a5\u544a\u79f0\uff0c\u8fd9\u4e9b\u9879\u76ee\u51e0\u4e4e\u6ca1\u6709\u4ea7\u751f\u4efb\u4f55\u4ef7\u503c\u3002\u9020\u6210\u8fd9\u79cd\u5206\u6b67\u7684\u539f\u56e0\u5e76\u4e0d\u662f\u6280\u672f\u672c\u8eab\u7f3a\u4e4f\u521b\u65b0\uff0c\u800c\u662f\u6280\u672f\u7684\u5e94\u7528\u3001\u6574\u5408\u548c\u7ba1\u7406\u65b9\u5f0f\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6587\u63a2\u8ba8\u4e86\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u5931\u8d25\u7684\u539f\u56e0\u3001\u201cGenAI \u9e3f\u6c9f \u201d\u5bf9\u4f01\u4e1a\u610f\u5473\u7740\u4ec0\u4e48\uff0c\u4ee5\u53ca\u54ea\u4e9b\u6218\u7565\u53ef\u4ee5\u5e2e\u52a9\u4f01\u4e1a\u91ca\u653e\u4eba\u5de5\u667a\u80fd\u7684\u771f\u6b63\u6f5c\u529b\u3002.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<div class=\"geodir-embed-container\"><iframe loading=\"lazy\" title=\"\u4e3a\u4ec0\u4e48 95% \u516c\u53f8\u7684\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u8bd5\u70b9\u90fd\u5931\u8d25\u4e86\uff1f\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/ykvwFDWPmhk?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_The_Scale_of_AI_Adoption\"><\/span>2.\u4eba\u5de5\u667a\u80fd\u7684\u5e94\u7528\u89c4\u6a21<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bf8\u5982 ChatGPT\u3001Midjourney \u6216 Copilot \u7b49\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5de5\u5177\u5df2\u7ecf\u5bb6\u55bb\u6237\u6653\u3002\u5168\u7403\u6570\u767e\u4e07\u5458\u5de5\u6bcf\u5929\u90fd\u5728\u8bd5\u7528\u5b83\u4eec\u3002\u94f6\u884c\u3001\u533b\u7597\u4fdd\u5065\u548c\u96f6\u552e\u7b49\u884c\u4e1a\u7684\u91c7\u7528\u7387\u5f88\u9ad8\u3002\u7136\u800c\uff0c\u91c7\u7528\u5e76\u4e0d\u7b49\u4e8e\u8f6c\u578b\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u867d\u7136\u8bd5\u70b9\u9879\u76ee\u5f88\u5bb9\u6613\u542f\u52a8\uff0c\u4f46\u8981\u5c06\u5b83\u4eec\u8f6c\u5316\u4e3a\u53ef\u6295\u5165\u751f\u4ea7\u3001\u4ea7\u751f\u4ef7\u503c\u7684\u7cfb\u7edf\u5219\u8981\u56f0\u96be\u5f97\u591a\u3002\u8bb8\u591a\u7ec4\u7ec7\u90fd\u9677\u5165\u4e86\u8bd5\u70b9\u70bc\u72f1\uff08pilot purgatory\uff09\uff0c\u8fd0\u884c\u7740\u591a\u4e2a\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\uff0c\u5374\u4ece\u672a\u5c06\u5176\u6269\u5c55\u5230\u5bf9\u4e1a\u52a1\u81f3\u5173\u91cd\u8981\u7684\u6d41\u7a0b\u4e2d\u3002.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_The_GenAI_Divide_Explained\"><\/span>3.\u89e3\u91ca GenAI \u7684\u5206\u6b67<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u201c\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u9e3f\u6c9f\u201d\uff08GenAI Divide\uff09\u6307\u7684\u662f\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u4e0e\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002\u4e00\u65b9\u9762\uff0c\u6709\u4e9b\u7ec4\u7ec7\u5c06\u4eba\u5de5\u667a\u80fd\u89c6\u4e3a\u4e00\u9879\u65b0\u5947\u7684\u5c1d\u8bd5\uff0c\u5f00\u5c55\u5f7c\u6b64\u5b64\u7acb\u7684\u8bd5\u70b9\u9879\u76ee\uff0c\u5374\u672a\u80fd\u5bf9\u6838\u5fc3\u5de5\u4f5c\u6d41\u7a0b\u4ea7\u751f\u5f71\u54cd\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u5219\u6709\u5c11\u6570\u7ea65%\u7684\u7ec4\u7ec7\u6210\u529f\u6574\u5408\u4e86\u5177\u6709\u81ea\u9002\u5e94\u548c\u5b66\u4e60\u80fd\u529b\u7684\u7cfb\u7edf\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u8fd0\u8425\u8f6c\u578b\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u9e3f\u6c9f\u4e0e\u83b7\u53d6\u6280\u672f\u65e0\u5173\u3002\u5982\u4eca\uff0c\u6bcf\u4e2a\u7ec4\u7ec7\u90fd\u53ef\u4ee5\u4f7f\u7528\u529f\u80fd\u5f3a\u5927\u7684\u6a21\u578b\u3002\u771f\u6b63\u7684\u533a\u522b\u5728\u4e8e\u65b9\u6cd5\u548c\u6574\u5408\u3002.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_Common_Reasons_for_AI_Project_Failure\"><\/span>4.\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u5931\u8d25\u7684\u5e38\u89c1\u539f\u56e0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4ec0\u4e48\u5927\u591a\u6570\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u90fd\u4f1a\u5931\u8d25\uff1f\u8fd9\u5176\u4e2d\u6709\u51e0\u4e2a\u53cd\u590d\u51fa\u73b0\u7684\u4e3b\u9898\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7f3a\u4e4f\u660e\u786e\u7684\u76ee\u6807\uff1a\u8bb8\u591a\u9879\u76ee\u5728\u5f00\u59cb\u65f6\u90fd\u6ca1\u6709\u660e\u786e\u7684\u4e1a\u52a1\u76ee\u6807\u3002.<\/li>\n\n\n\n<li>\u4e0d\u5207\u5b9e\u9645\u7684\u671f\u671b\uff1a\u4f01\u4e1a\u9ad8\u4f30\u4e86\u4eba\u5de5\u667a\u80fd\u7684\u77ed\u671f\u6f5c\u529b\u3002.<\/li>\n\n\n\n<li>\u6570\u636e\u8d28\u91cf\u5dee\uff1a\u6570\u636e\u8d28\u91cf\u5dee\u4f1a\u5bfc\u81f4\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u4ea7\u751f\u6709\u504f\u5dee\u6216\u4e0d\u6b63\u786e\u7684\u7ed3\u679c\uff0c\u5f53\u6a21\u578b\u5728\u6709\u504f\u5dee\u3001\u4e0d\u5b8c\u6574\u6216\u4e0d\u76f8\u5173\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\u65f6\uff0c\u5c31\u4f1a\u5bfc\u81f4\u9879\u76ee\u5931\u8d25\u3002.<\/li>\n\n\n\n<li>\u96c6\u6210\u5dee\u8ddd\uff1a\u8bd5\u70b9\u9879\u76ee\u5b64\u7acb\u8fd0\u884c\uff0c\u65e0\u6cd5\u6269\u5c55\u5230\u5b9e\u9645\u7cfb\u7edf\u4e2d\u3002.<\/li>\n\n\n\n<li>\u6587\u5316\u963b\u529b\uff1a\u5458\u5de5\u5f80\u5f80\u7f3a\u4e4f\u57f9\u8bad\u6216\u4e0d\u4fe1\u4efb\u4eba\u5de5\u667a\u80fd\u4ea7\u51fa\u3002.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u548c\u9ea6\u80af\u9521\u7684\u7814\u7a76\u8868\u660e\uff0c\u591a\u8fbe 80% \u7684\u4eba\u5de5\u667a\u80fd\u8bd5\u70b9\u9879\u76ee\u4ece\u672a\u6295\u5165\u751f\u4ea7\uff0c\u8fd9\u51f8\u663e\u4e86\u6267\u884c\u529b\u800c\u975e\u96c4\u5fc3\u58ee\u5fd7\u624d\u662f\u4e3b\u8981\u74f6\u9888\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_The_Role_of_Data_Garbage_In_Garbage_Out\"><\/span>5.\u6570\u636e\u7684\u4f5c\u7528\uff1a\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eba\u5de5\u667a\u80fd\u7684\u597d\u574f\u53d6\u51b3\u4e8e\u5b83\u6240\u6d88\u8017\u7684\u6570\u636e\u3002\u9ad8\u8d28\u91cf\u3001\u7ba1\u7406\u826f\u597d\u7684\u6570\u636e\u662f\u6210\u529f\u7684\u5173\u952e\uff0c\u4f46\u8bb8\u591a\u7ec4\u7ec7\u5374\u4f4e\u4f30\u4e86\u8fd9\u4e00\u8981\u6c42\u3002\u6807\u6ce8\u4e0d\u6e05\u7684\u6570\u636e\u96c6\u3001\u7f3a\u5931\u503c\u4ee5\u53ca\u8bad\u7ec3\u6837\u672c\u7f3a\u4e4f\u591a\u6837\u6027\u5f80\u5f80\u4f1a\u524a\u5f31\u4eba\u5de5\u667a\u80fd\u8ba1\u5212\u3002\u5728\u73b0\u5b9e\u4e16\u754c\u7684\u90e8\u7f72\u4e2d\uff0c\u4e0d\u826f\u7684\u6570\u636e\u5b9e\u8df5\u662f\u4eba\u5de5\u667a\u80fd\u5931\u8d25\u7684\u4e3b\u8981\u539f\u56e0\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6db5\u76d6\u6536\u96c6\u3001\u6cbb\u7406\u3001\u6e05\u6d17\u548c\u6807\u6ce8\u7684\u5f3a\u5927\u6570\u636e\u7ba1\u7406\u5b9e\u8df5\u7edd\u975e\u53ef\u6709\u53ef\u65e0\u7684\u9644\u52a0\u9879\u3002\u6ca1\u6709\u5b83\u4eec\uff0cAI\u9879\u76ee\u5c31\u4f1a\u5728\u4e0d\u826f\u8f93\u5165\u7684\u91cd\u538b\u4e0b\u5d29\u6e83\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"6_Pilots_That_Dont_Scale\"><\/span>6.\u4e0d\u5177\u89c4\u6a21\u7684\u8bd5\u70b9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eba\u5de5\u667a\u80fd\u8bd5\u70b9\u4e4b\u6240\u4ee5\u8bf1\u4eba\uff0c\u662f\u56e0\u4e3a\u5b83\u4eec\u542f\u52a8\u8fc5\u901f\uff0c\u6613\u4e8e\u5c55\u793a\u3002\u4f46\u662f\uff0c\u6ca1\u6709\u6269\u5c55\u6218\u7565\u7684\u8bd5\u70b9\u662f\u6ce8\u5b9a\u8981\u5931\u8d25\u7684\u3002\u8bb8\u591a\u9ad8\u7ba1\u90fd\u5728\u5e86\u795d\u6982\u5ff5\u9a8c\u8bc1\u6f14\u793a\uff0c\u4f46\u8fd9\u4e9b\u6f14\u793a\u5374\u4ece\u672a\u8fc7\u6e21\u5230\u4f01\u4e1a\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5173\u952e\u95ee\u9898\u5e94\u8be5\u662f <em>\u201c\u8fd9\u4e00\u8bd5\u70b9\u5c06\u5982\u4f55\u878d\u5165\u6211\u4eec\u7684\u65e5\u5e38\u8fd0\u8425\u3001\u7cfb\u7edf\u548c\u5173\u952e\u7ee9\u6548\u6307\u6807\uff1f\u201d<\/em> \u5982\u679c\u7b54\u6848\u4e0d\u660e\u786e\uff0c\u9879\u76ee\u5c31\u5df2\u7ecf\u8d70\u5411\u5931\u8d25\u3002\u6709\u6548\u7684\u9879\u76ee\u7ba1\u7406\u5bf9\u4e8e\u786e\u4fdd\u8bd5\u70b9\u9879\u76ee\u6210\u529f\u6269\u5c55\u5230\u751f\u4ea7\u7cfb\u7edf\u81f3\u5173\u91cd\u8981\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"7_Misaligned_Use_Cases\"><\/span>7.\u9519\u4f4d\u7684\u4f7f\u7528\u6848\u4f8b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eba\u5de5\u667a\u80fd\u8ba1\u5212\u5f80\u5f80\u662f\u8ffd\u9010\u7092\u4f5c\uff0c\u800c\u4e0d\u662f\u89e3\u51b3\u7d27\u8feb\u95ee\u9898\u3002\u4f8b\u5982\uff0c50% \u7684\u4eba\u5de5\u667a\u80fd\u751f\u6210\u9884\u7b97\u88ab\u5206\u914d\u7ed9\u4e86\u9500\u552e\u548c\u5e02\u573a\u8425\u9500\u3002 <a class=\"wpil_keyword_link\" href=\"https:\/\/www.investglass.com\/zh\/%e8%90%a5%e9%94%80%e5%b7%a5%e5%85%b7\/\" target=\"_blank\" rel=\"noopener\" title=\"\u5e02\u573a\u8425\u9500\" data-wpil-keyword-link=\"linked\" data-wpil-monitor-id=\"5508\">\u5e02\u573a\u8425\u9500<\/a> \u9879\u76ee\uff0c\u4e3b\u8981\u662f\u56e0\u4e3a\u5b83\u4eec\u80fd\u4ea7\u751f\u53ef\u89c1\u7684\u4ea7\u51fa\u3002\u7136\u800c\uff0c\u7814\u7a76\u8868\u660e\uff0c\u540e\u53f0\u81ea\u52a8\u5316\u5f80\u5f80\u80fd\u5e26\u6765\u66f4\u597d\u7684\u6295\u8d44\u56de\u62a5\u7387\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6210\u529f\u7684\u9879\u76ee\u59cb\u4e8e\u771f\u5b9e\u7684\u75db\u70b9\u2014\u2014\u5373\u90a3\u4e9b\u901a\u8fc7\u81ea\u52a8\u5316\u3001\u9884\u6d4b\u6216\u6d1e\u5bdf\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u6548\u7387\u6216\u5ba2\u6237\u4f53\u9a8c\u7684\u6d41\u7a0b\u3002\u8bc6\u522b\u51fa\u5b9e\u9645\u7684\u4f7f\u7528\u573a\u666f\u6709\u52a9\u4e8e\u9009\u62e9\u6700\u6709\u6548\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u786e\u4fdd\u6240\u9009\u7684\u65b9\u6cd5\u771f\u6b63\u89e3\u51b3\u6f5c\u5728\u7684\u4e1a\u52a1\u95ee\u9898\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"8_Human-AI_Collaboration_Not_Replacement_but_Partnership\"><\/span>8.\u4eba\u7c7b\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u5408\u4f5c\uff1a\u4e0d\u662f\u66ff\u4ee3\uff0c\u800c\u662f\u5408\u4f5c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0e\u4eba\u4eec\u666e\u904d\u62c5\u5fc3\u7684\u76f8\u53cd\uff0c\u4eba\u5de5\u667a\u80fd\u5e76\u4e0d\u662f\u8981\u5b8c\u5168\u53d6\u4ee3\u4eba\u7c7b\u3002\u76f8\u53cd\uff0c\u6700\u6210\u529f\u7684\u9879\u76ee\u8bbe\u8ba1\u7684\u662f \"\u4eba\u5728\u56de\u8def\u4e2d \"\u7684\u7cfb\u7edf\uff0c\u4eba\u5de5\u667a\u80fd\u53ef\u4ee5\u589e\u5f3a\u800c\u4e0d\u662f\u53d6\u4ee3\u4eba\u7c7b\u51b3\u7b56\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u4eba\u5de5\u667a\u80fd\u53ef\u4ee5\u5206\u6d41\u5ba2\u6237\u67e5\u8be2\uff0c\u5c06\u7b80\u5355\u7684\u95ee\u9898\u6807\u8bb0\u4e3a\u81ea\u52a8\u5316\u95ee\u9898\uff0c\u5c06\u590d\u6742\u7684\u95ee\u9898\u5347\u7ea7\u4e3a\u4eba\u5de5\u4ee3\u7406\u95ee\u9898\u3002\u8fd9\u79cd\u6df7\u5408\u6a21\u5f0f\u53ef\u4ee5\u5efa\u7acb\u4fe1\u4efb\u3001\u964d\u4f4e\u98ce\u9669\uff0c\u5e76\u53d6\u5f97\u6bd4\u4eba\u5de5\u667a\u80fd\u6216\u4eba\u7c7b\u5355\u6253\u72ec\u6597\u66f4\u597d\u7684\u7ed3\u679c\u3002\u5efa\u7acb\u4e00\u652f\u6280\u672f\u719f\u7ec3\u7684\u56e2\u961f\u6765\u7ba1\u7406\u548c\u76d1\u7763\u4eba\u7c7b\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u5408\u4f5c\uff0c\u5bf9\u4e8e\u786e\u4fdd\u8fd9\u4e9b\u7cfb\u7edf\u6709\u6548\u8fd0\u884c\u5e76\u53d6\u5f97\u6700\u4f73\u7ed3\u679c\u81f3\u5173\u91cd\u8981\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"9_The_Shadow_AI_Economy\"><\/span>9.\u4eba\u5de5\u667a\u80fd\u5f71\u5b50\u7ecf\u6d4e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u4e2a\u663e\u8457\u7684\u8d8b\u52bf\u662f\u201c\u5f71\u5b50AI\u5458\u5de5\u201d\u7684\u5174\u8d77\uff0c\u5373\u5458\u5de5\u975e\u6b63\u5f0f\u5730\u4f7f\u7528\u751f\u6210\u5f0f\u5de5\u5177\u6765\u63d0\u9ad8\u751f\u4ea7\u529b\u3002\u65e0\u8bba\u662f\u64b0\u5199\u62a5\u544a\u3001\u603b\u7ed3\u4f1a\u8bae\u8fd8\u662f\u81ea\u52a8\u5904\u7406\u7535\u5b50\u8868\u683c\uff0c\u8fd9\u4e9b\u4e2a\u4eba\u7684AI\u5c0f\u6280\u5de7\u5f80\u5f80\u6bd4\u6b63\u5f0f\u7684\u8ba1\u5212\u5e26\u6765\u66f4\u597d\u7684\u6295\u8d44\u56de\u62a5\u7387\u3002\u901a\u5e38\u6b63\u662f\u4e3a\u4efb\u52a1\u9009\u62e9\u4e86\u6b63\u786e\u7684\u5de5\u5177\uff0c\u624d\u4fc3\u6210\u4e86\u8fd9\u4e9b\u975e\u6b63\u5f0f\u7684\u6210\u529f\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5177\u6709\u524d\u77bb\u6027\u601d\u7ef4\u7684\u7ec4\u7ec7\u4e0d\u4f1a\u5ffd\u89c6\u6216\u60e9\u7f5a\u5f71\u5b50\u4eba\u5de5\u667a\u80fd\uff0c\u800c\u662f\u5bf9\u5176\u8fdb\u884c\u7814\u7a76\u548c\u5b66\u4e60\u3002\u975e\u5b98\u65b9\u4f7f\u7528\u7684\u6a21\u5f0f\u53ef\u4ee5\u4e3a\u5b98\u65b9\u6218\u7565\u63d0\u4f9b\u53c2\u8003\uff0c\u5e2e\u52a9\u9886\u5bfc\u8005\u4e86\u89e3\u4eba\u5de5\u667a\u80fd\u771f\u6b63\u7684\u589e\u503c\u70b9\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"10_The_Importance_of_Adaptability_in_AI_Systems\"><\/span>10.\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u9002\u5e94\u6027\u7684\u91cd\u8981\u6027<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u7528\u3001\u9759\u6001\u7684\u6a21\u578b\u5f88\u5feb\u5c31\u4f1a\u8fbe\u5230\u5176\u5c40\u9650\u6027\u3002\u80fd\u591f\u9002\u5e94\u53cd\u9988\u548c\u73af\u5883\u7684\u5b66\u4e60\u578b\u7cfb\u7edf\u624d\u662f\u672a\u6765\u3002\u7f3a\u4e4f\u9002\u5e94\u6027\uff0c\u4eba\u5de5\u667a\u80fd\u5c31\u4f1a\u53d8\u5f97\u8106\u5f31\u2014\u2014\u5728\u6f14\u793a\u4e2d\u5f88\u6709\u7528\uff0c\u4f46\u5728\u590d\u6742\u3001\u591a\u53d8\u7684\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u5374\u6beb\u65e0\u7528\u5904\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8de8\u8d8a\u751f\u6210\u5f0fAI\u9e3f\u6c9f\u7684\u521d\u521b\u516c\u53f8\u5f80\u5f80\u503e\u5411\u4e8e\u6784\u5efa\u8303\u56f4\u72ed\u7a84\u4f46\u9ad8\u5ea6\u81ea\u9002\u5e94\u7684\u7cfb\u7edf\u3002\u5b83\u4eec\u4f18\u5148\u8003\u8651\u9886\u57df\u6d41\u7545\u5ea6\u2014\u2014\u5373\u5bf9\u7279\u5b9a\u884c\u4e1a\u6216\u6d41\u7a0b\u7684\u6df1\u5165\u4e86\u89e3\u2014\u2014\u800c\u975e\u5e7f\u6cdb\u7684\u901a\u7528\u80fd\u529b\u3002\u8fd9\u4e9b\u81ea\u9002\u5e94\u7cfb\u7edf\u88ab\u89c6\u4e3a\u6d3b\u7684\u4ea7\u54c1\uff1a\u5373\u52a8\u6001\u7684\u3001\u53ef\u8fd0\u8425\u7684\u5b9e\u4f53\uff0c\u5b83\u4eec\u901a\u8fc7\u5b9e\u65f6\u53cd\u9988\u548c\u4eba\u5de5\u76d1\u7763\u4e0d\u65ad\u53d7\u5230\u76d1\u63a7\u3001\u7248\u672c\u8fed\u4ee3\u548c\u6539\u8fdb\uff0c\u4ece\u800c\u786e\u4fdd\u6301\u7eed\u7684\u4e1a\u52a1\u5f71\u54cd\u5e76\u65e0\u7f1d\u96c6\u6210\u5230\u4f01\u4e1a\u5de5\u4f5c\u6d41\u4e2d\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"11_Understanding_AI_Models_and_Solutions\"><\/span>11.\u4e86\u89e3\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u548c\u89e3\u51b3\u65b9\u6848<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u533a\u5206\u60a8\u7684AI\u9879\u76ee\u6210\u529f\u4e0e\u5f7b\u5e95\u5931\u8d25\u7684\u5173\u952e\u56e0\u7d20\u662f\u4ec0\u4e48\uff1f\u662f\u5bf9AI\u6a21\u578b\u548c\u89e3\u51b3\u65b9\u6848\u7684\u6df1\u5165\u3001\u52a1\u5b9e\u7684\u7406\u89e3\u3002\u5728\u60a8\u76f2\u76ee\u8ffd\u8d76\u91c7\u7528\u4eba\u5de5\u667a\u80fd\u7684\u6d6a\u6f6e\u65f6\uff0c\u60a8\u5ffd\u89c6\u4e86\u9a71\u52a8\u9ad8\u6548AI\u9879\u76ee\u7684\u590d\u6742\u6027\u3002\u8fd9\u79cd\u758f\u5ffd\u6b63\u662f\u5bfc\u81f4\u60a8AI\u9879\u76ee\u5931\u8d25\u7684\u4e3b\u8981\u539f\u56e0\u2014\u2014\u60a8\u4f4e\u4f30\u4e86\u9ad8\u8d28\u91cf\u6570\u636e\u3001\u7a33\u5065\u7684\u8bad\u7ec3\u6570\u636e\u4ee5\u53ca\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7ec6\u5fae\u5dee\u522b\u7684\u91cd\u8981\u6027\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u5f53\u4eca\u7684\u5546\u4e1a\u4e16\u754c\u4e2d\uff0c\u4f60\u7684AI\u9886\u822a\u5458\u672a\u80fd\u5e26\u6765\u53ef\u8861\u91cf\u7684\u56de\u62a5\u3002\u8fd9\u79cd\u201c\u751f\u6210\u5f0fAI\u9e3f\u6c9f\u201d\u4e0d\u4ec5\u4ec5\u5728\u4e8e\u4f60\u662f\u5426\u80fd\u83b7\u53d6\u6700\u65b0\u7684AI\u5de5\u5177\u6216\u6700\u8fd1\u7684\u8f6f\u4ef6\u66f4\u65b0\uff0c\u800c\u5728\u4e8e\u4f60\u662f\u5426\u771f\u6b63\u7406\u89e3AI\u7cfb\u7edf\u7684\u5de5\u4f5c\u539f\u7406\u3001\u5b83\u4eec\u7684\u5c40\u9650\u6027\u662f\u4ec0\u4e48\uff0c\u4ee5\u53ca\u5982\u4f55\u5c06\u5b83\u4eec\u4e0e\u4f60\u7684\u5b9e\u9645\u4e1a\u52a1\u9700\u6c42\u76f8\u5951\u5408\u3002\u5728\u7092\u4f5c\u9a71\u4f7f\u4e0b\uff0c\u4f60\u8fc7\u9ad8\u7684\u671f\u671b\u5bfc\u81f4\u4f60\u6295\u8d44\u4e8e\u90a3\u4e9b\u5728\u6f14\u793a\u4e2d\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u4f46\u5728\u5b9e\u9645\u751f\u4ea7\u4e2d\u5374\u5dee\u5f3a\u4eba\u610f\u7684AI\u529f\u80fd\uff0c\u7279\u522b\u662f\u5f53\u4f60\u5ffd\u89c6\u4e86\u8fb9\u7f18\u60c5\u51b5\u548c\u96c6\u6210\u6311\u6218\u65f6\u66f4\u662f\u5982\u6b64\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6570\u636e\u79d1\u5b66\u548c\u6570\u636e\u79d1\u5b66\u5bb6\u7684\u4e13\u4e1a\u77e5\u8bc6\u662f\u6bcf\u4e2a\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u53d6\u5f97\u6210\u529f\u7684\u6838\u5fc3\u3002\u8fd9\u4e9b\u4e13\u4e1a\u4eba\u5458\u53ef\u786e\u4fdd\u60a8\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u5728\u4f18\u8d28\u6570\u636e\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u7ecf\u8fc7\u4e25\u683c\u6d4b\u8bd5\uff0c\u5e76\u80fd\u4fdd\u7559\u53cd\u9988\u4fe1\u606f\u548c\u9002\u5e94\u65b0\u60c5\u51b5\u3002\u5982\u679c\u6ca1\u6709\u8fd9\u4e2a\u57fa\u7840\uff0c\u5373\u4f7f\u662f\u6700\u5148\u8fdb\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u4e5f\u4f1a\u4ea7\u751f\u4e0d\u53ef\u9760\u7684\u7ed3\u679c\uff0c\u5bfc\u81f4\u53ef\u8861\u91cf\u7684\u96f6\u56de\u62a5\u548c\u6295\u8d44\u6d6a\u8d39\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u7684\u7814\u7a76\u548c\u4eba\u5de5\u667a\u80fd\u4e8b\u6545\u6570\u636e\u5e93\u7b49\u8d44\u6e90\u7a81\u663e\u4e86\u4f60\u4eec\u53cd\u590d\u51fa\u73b0\u7684\u95ee\u9898\uff1a\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u5931\u8d25\u7684\u6700\u5e38\u89c1\u539f\u56e0\u662f\u5bf9\u5e95\u5c42\u6a21\u578b\u7406\u89e3\u4e0d\u8db3\u3001\u6d4b\u8bd5\u4e0d\u5145\u5206\u4ee5\u53ca\u7f3a\u4e4f\u5bf9\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u7684\u5173\u6ce8\u3002\u5bf9\u4e8e\u4e2d\u7aef\u5e02\u573a\u516c\u53f8\u548c\u5927\u578b\u4f01\u4e1a\u800c\u8a00\uff0c\u7ecf\u9a8c\u6559\u8bad\u662f\u5f88\u660e\u786e\u7684\uff1a\u4f60\u4eec\u7684\u6210\u529f\u4e0d\u4ec5\u4ec5\u53d6\u51b3\u4e8e\u90e8\u7f72\u4eba\u5de5\u667a\u80fd\u5de5\u5177\u3002\u4f60\u4eec\u9700\u8981\u81f4\u529b\u4e8e\u7406\u89e3\u8fd9\u4e9b\u5de5\u5177\u5982\u4f55\u8fd0\u4f5c\u3001\u5b83\u4eec\u5982\u4f55\u4e0e\u4f60\u4eec\u7684\u73b0\u6709\u7cfb\u7edf\u96c6\u6210\uff0c\u4ee5\u53ca\u4f60\u4eec\u5982\u4f55\u8c03\u6574\u5b83\u4eec\u4ee5\u4ea4\u4ed8\u771f\u6b63\u7684\u4ef7\u503c\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c06\u8fd9\u79cd\u7406\u89e3\u653e\u5728\u9996\u4f4d\u7684\u4f01\u4e1a\u80fd\u591f\u66f4\u597d\u5730\u9a7e\u9a6d\u4eba\u5de5\u667a\u80fd\u8ba1\u5212\u7684\u590d\u6742\u6027\u3002\u4f60\u4eec\u8ba4\u8bc6\u5230\u89e3\u51b3\u96c6\u6210\u96be\u9898\u3001\u89c4\u5212\u8fb9\u7f18\u6848\u4f8b\u4ee5\u53ca\u786e\u4fdd\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u968f\u7740\u4e1a\u52a1\u9700\u6c42\u53d8\u5316\u800c\u53d1\u5c55\u7684\u91cd\u8981\u6027\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u80fd\u964d\u4f4e\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u5931\u8d25\u7684\u98ce\u9669\uff0c\u8fd8\u80fd\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u6295\u8d44\u56de\u62a5\uff0c\u5c06\u4eba\u5de5\u667a\u80fd\u4ece\u6210\u672c\u4e2d\u5fc3\u8f6c\u53d8\u4e3a\u4e1a\u52a1\u589e\u957f\u7684\u771f\u6b63\u9a71\u52a8\u529b\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u4e00\u4e2a\u5411\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u6295\u8d44\u6570\u767e\u4e07\u7f8e\u5143\u3001\u4e14\u6210\u8d25\u4e00\u7ebf\u4e4b\u9694\u7684\u5546\u4e1a\u73af\u5883\u4e2d\uff0c\u7406\u89e3\u5e76\u63a7\u5236\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u4e0e\u89e3\u51b3\u65b9\u6848\u7684\u80fd\u529b\u81f3\u5173\u91cd\u8981\u3002\u90a3\u4e9b\u4e13\u6ce8\u4e8e\u8fd9\u79cd\u7406\u89e3\u3001\u800c\u4e0d\u662f\u5355\u7eaf\u4f9d\u8d56\u7092\u4f5c\u6216\u6700\u65b0\u6280\u672f\u7684\u56e2\u961f\u548c\u9886\u5bfc\u8005\uff0c\u66f4\u6709\u53ef\u80fd\u4ea4\u4ed8\u80fd\u591f\u89c4\u6a21\u5316\u6210\u529f\u3001\u63d0\u4f9b\u53ef\u8861\u91cf\u56de\u62a5\u5e76\u89e3\u51b3\u5b9e\u9645\u4e1a\u52a1\u95ee\u9898\u7684\u9879\u76ee\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u540e\uff0c\u4ece\u8fc7\u53bb\u7684\u9519\u8bef\u4e2d\u5438\u53d6\u6559\u8bad\u81f3\u5173\u91cd\u8981\u3002\u4eba\u5de5\u667a\u80fd\u4e8b\u4ef6\u6570\u636e\u5e93\u4e3a\u60a8\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u89c1\u89e3\uff0c\u8ba9\u60a8\u4e86\u89e3\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u5931\u8d25\u7684\u539f\u56e0\uff0c\u4ece\u800c\u52a0\u5f3a\u60a8\u5bf9\u4e25\u683c\u7814\u7a76\u3001\u4e13\u6ce8\u548c\u6301\u7eed\u6559\u80b2\u7684\u9700\u6c42\u3002\u901a\u8fc7\u5c06\u7406\u89e3\u4f5c\u4e3a\u60a8\u53d1\u8d77\u7684\u6bcf\u9879\u4eba\u5de5\u667a\u80fd\u8ba1\u5212\u7684\u57fa\u77f3\uff0c\u60a8\u53ef\u4ee5\u5f25\u5408 GenAI \u9e3f\u6c9f\uff0c\u5e76\u786e\u4fdd\u60a8\u5728\u4eba\u5de5\u667a\u80fd\u65b9\u9762\u7684\u6295\u8d44\u80fd\u591f\u5e26\u6765\u6301\u4e45\u3001\u53d8\u9769\u6027\u7684\u4ef7\u503c\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"11_Lessons_from_Successful_Builders\"><\/span>11.\u6210\u529f\u5efa\u8bbe\u8005\u7684\u7ecf\u9a8c\u6559\u8bad<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u4eca\u84ec\u52c3\u53d1\u5c55\u7684\u4eba\u5de5\u667a\u80fd\u516c\u53f8\u90fd\u9075\u5faa\u4e00\u4e2a\u5171\u540c\u7684\u6a21\u5f0f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ed6\u4eec\u5efa\u7acb\u7684\u9002\u5e94\u6027\u7cfb\u7edf\u4f1a\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u800c\u4e0d\u65ad\u6539\u8fdb\u3002.<\/li>\n\n\n\n<li>\u5b83\u4eec\u4e13\u6ce8\u4e8e\u7279\u5b9a\u7684\u9ad8\u4ef7\u503c\u7528\u4f8b\uff0c\u800c\u4e0d\u662f\u5e9e\u5927\u7684\u529f\u80fd\u96c6\u3002.<\/li>\n\n\n\n<li>\u4ed6\u4eec\u4f18\u5148\u8003\u8651\u5de5\u4f5c\u6d41\u7a0b\u6574\u5408\uff0c\u5c06\u4eba\u5de5\u667a\u80fd\u5d4c\u5165\u65e5\u5e38\u4e1a\u52a1\u6d41\u7a0b\u3002.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e0e\u90a3\u4e9b\u53ea\u5236\u4f5c\u534e\u800c\u4e0d\u5b9e\u7684\u6f14\u793a\u800c\u4e0d\u5c06\u5176\u5d4c\u5165\u5458\u5de5\u5b9e\u9645\u4f7f\u7528\u7684\u5de5\u5177\u4e2d\u7684\u516c\u53f8\u5f62\u6210\u4e86\u9c9c\u660e\u5bf9\u6bd4\u3002.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"12_Lessons_from_Successful_Buyers\"><\/span>12.\u6210\u529f\u4e70\u5bb6\u7684\u7ecf\u9a8c\u6559\u8bad<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u4e70\u65b9\u65b9\u9762\uff0c\u6700\u6709\u6548\u7684\u7ec4\u7ec7\u5bf9\u5f85\u4eba\u5de5\u667a\u80fd\u91c7\u8d2d\u66f4\u50cf\u662f\u4e1a\u52a1\u6d41\u7a0b\u5916\u5305\uff08BPO\uff09\uff0c\u800c\u4e0d\u662f\u4f20\u7edf\u7684\u8f6f\u4ef6\u5373\u670d\u52a1\uff08SaaS\uff09\u3002\u4ed6\u4eec\u8981\u6c42<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6839\u636e\u4ed6\u4eec\u7684\u5de5\u4f5c\u6d41\u7a0b\u91cf\u8eab\u5b9a\u5236\u3002.<\/li>\n\n\n\n<li>\u57fa\u4e8e\u6210\u679c\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u529f\u80fd\u3002.<\/li>\n\n\n\n<li>\u4e0e\u4f9b\u5e94\u5546\u5408\u4f5c\uff0c\u5171\u540c\u5f00\u53d1\u89e3\u51b3\u65b9\u6848\u3002.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u601d\u7ef4\u65b9\u5f0f\u5c06\u4eba\u5de5\u667a\u80fd\u4ece \u201c\u4f60\u5b89\u88c5\u7684\u4ea7\u54c1 \u201d\u8f6c\u53d8\u4e3a\u4f60\u53d1\u5c55\u7684\u5408\u4f5c\u4f19\u4f34\u5173\u7cfb\u3002.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"13_The_Next_Frontier_The_Agentic_Web\"><\/span>13.\u4e0b\u4e00\u4e2a\u524d\u6cbf\uff1a\u4ee3\u7406\u7f51\u7edc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c55\u671b\u672a\u6765\uff0c\u4eba\u5de5\u667a\u80fd\u6b63\u671d\u7740\u5177\u8eab\u667a\u80fd\u7f51\u7edc\uff08agentic web\uff09\u53d1\u5c55\u2014\u2014\u8fd9\u662f\u4e00\u4e2a\u65e0\u9700\u4eba\u7c7b\u4e0d\u65ad\u5e72\u9884\u5c31\u80fd\u8fdb\u884c\u901a\u4fe1\u548c\u534f\u8c03\u4efb\u52a1\u7684\u81ea\u4e3b\u7cfb\u7edf\u7f51\u7edc\u3002\u8fd9\u4e9b\u53d8\u5316\u5df2\u7ecf\u5728\u67d0\u4e9b\u884c\u4e1a\u4e2d\u53d1\u751f\uff0c\u81ea\u4e3b\u7cfb\u7edf\u6b63\u88ab\u6574\u5408\u5230\u5de5\u4f5c\u6d41\u7a0b\u4e2d\uff0c\u5e76\u91cd\u5851\u7740\u5de5\u4f5c\u7684\u7ec4\u7ec7\u65b9\u5f0f\u3002\u8bf8\u5982 MCP\uff08\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff09\u548c A2A\uff08\u667a\u80fd\u4f53\u5230\u667a\u80fd\u4f53\uff09\u7b49\u65b0\u5174\u534f\u8bae\u6b63\u5728\u4e3a\u6b64\u94fa\u5e73\u9053\u8def\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u672a\u6765\uff0c\u7cfb\u7edf\u5c06\u4e0d\u4ec5\u4ec5\u662f\u751f\u6210\u6587\u672c\u6216\u56fe\u50cf\uff0c\u5b83\u4eec\u8fd8\u5c06\u8bb0\u5fc6\u3001\u8ba1\u5212\u548c\u884c\u52a8\uff0c\u5728\u6700\u5c0f\u7684\u76d1\u7763\u4e0b\u9002\u5e94\u5404\u79cd\u5de5\u4f5c\u6d41\u7a0b\u3002\u73b0\u5728\u5c31\u4e3a\u8fd9\u4e00\u8f6c\u53d8\u505a\u597d\u51c6\u5907\u7684\u516c\u53f8\u5c06\u6700\u6709\u53ef\u80fd\u83b7\u5f97\u672a\u6765\u7684\u4ef7\u503c\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"14_Strategies_to_Cross_the_GenAI_Divide\"><\/span>14.\u8de8\u8d8a GenAI \u9e3f\u6c9f\u7684\u6218\u7565<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ec4\u7ec7\u5982\u4f55\u624d\u80fd\u5f25\u5408\u8bd5\u70b9\u91c7\u7528\u4e0e\u6709\u610f\u4e49\u7684\u8f6c\u578b\u4e4b\u95f4\u7684\u5dee\u8ddd\uff1f\u4e3b\u8981\u7b56\u7565\u5305\u62ec<\/p>\n\n\n\n<ul 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Despite record investments, nearly all AI projects stall before reaching real impact. Why do so many fail and what separates the few success stories from the rest? This article explores the \u201cGenAI Divide\u201d and shares strategies to help organisations cross [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":48330,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[485],"class_list":["post-48352","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-article","tag-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.3 (Yoast SEO v28.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Why AI Fail: Insights from MIT Experts<\/title>\n<meta name=\"description\" content=\"Explore why AI fail in organizations despite high investments. Learn about success factors and the GenAI Divide.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.investglass.com\/zh\/ai-\u4e3a\u4ec0\u4e48\u4f1a\u5931\u8d25-\u6210\u529f\u5b9e\u65bd\u7684\u9996\u8981\u539f\u56e0\u548c\u7b56\u7565\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Why AI Fail: Top Reasons and Strategies for Success in Implementation\" \/>\n<meta property=\"og:description\" content=\"Artificial Intelligence promises to reshape industries, yet most companies are still struggling to see results. 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