{"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\">Artificial Intelligence promises to reshape industries, yet most companies are still struggling to see results. 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 it. Here let&#8217;s summarise it 15 points out from this super <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\">1.\u5bfc\u8a00\uff1a\u4eba\u5de5\u667a\u80fd\u7684\u524d\u666f\u4e0e\u95ee\u9898<\/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\">2.\u4eba\u5de5\u667a\u80fd\u7684\u5e94\u7528\u89c4\u6a21<\/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\">While pilots are easy to launch, turning them into production-ready, value-generating systems is far harder. Many organisations get stuck in pilot purgatory running multiple AI experiments without ever scaling them into business-critical processes.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">3.\u89e3\u91ca GenAI \u7684\u5206\u6b67<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The \u201cGenAI Divide\u201d refers to the gap between AI adoption and AI transformation. On one side are organisations that treat AI as a shiny experiment, running disconnected pilots that fail to influence core workflows. On the other are the few roughly 5% who successfully integrate adaptive, learning-capable systems that transform operations.<\/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\">4.\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u5931\u8d25\u7684\u5e38\u89c1\u539f\u56e0<\/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\">5.\u6570\u636e\u7684\u4f5c\u7528\uff1a\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa<\/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\">Strong data management practices covering collection, governance, cleansing, and labelling are not optional extras. Without them, AI projects collapse under the weight of bad inputs.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">6.\u4e0d\u5177\u89c4\u6a21\u7684\u8bd5\u70b9<\/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\">7.\u9519\u4f4d\u7684\u4f7f\u7528\u6848\u4f8b<\/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\">Successful projects start with real pain points processes where automation, prediction, or insight can dramatically improve efficiency or customer experience. Identifying the actual use case guides the selection of the most effective solution, ensuring that the chosen approach truly addresses the underlying business problem.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">8.\u4eba\u7c7b\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u5408\u4f5c\uff1a\u4e0d\u662f\u66ff\u4ee3\uff0c\u800c\u662f\u5408\u4f5c<\/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\">9.\u4eba\u5de5\u667a\u80fd\u5f71\u5b50\u7ecf\u6d4e<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">One striking trend is the rise of shadow AI employees using generative tools unofficially to boost productivity. Whether writing reports, summarising meetings, or automating spreadsheets, these personal AI hacks often deliver better ROI than formal initiatives. Often, it is the choice of the right tool for the task that drives these unofficial successes.<\/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\">10.\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u9002\u5e94\u6027\u7684\u91cd\u8981\u6027<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Generic, static models quickly reach their limits. Learning-capable systems that adapt to feedback and context are the future. Without adaptability, AI becomes brittle useful in a demo, but useless in complex, changing workflows.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Startups crossing the GenAI Divide tend to build narrow but highly adaptive systems. They prioritise domain fluency deep knowledge of a specific industry or process over broad general-purpose capability. These adaptive systems are treated as living products: dynamic, operational entities that are continuously monitored, versioned, and improved through real-time feedback and human oversight, ensuring ongoing business impact and seamless integration into enterprise workflows.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">11.\u4e86\u89e3\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u548c\u89e3\u51b3\u65b9\u6848<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The critical factor that separates your successful AI initiatives from total failures? Deep, practical understanding of AI models and solutions. In your rush to adopt artificial intelligence, you&#8217;re overlooking the complexities that drive effective AI projects. This oversight is your leading cause of AI project failure you&#8217;re underestimating the importance of high quality data, robust training data, and the nuances of machine learning models.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In today&#8217;s business world, your AI pilots fail to deliver measurable return. This &#8220;GenAI Divide&#8221; isn&#8217;t just about your access to the latest AI tools or recent software updates it&#8217;s about whether you truly grasp how AI systems work, what their limitations are, and how to align them with your real business needs. Your inflated expectations, driven by hype, lead you to invest in AI features that look impressive in demos but fall short in production, especially when you ignore edge cases and integration challenges.<\/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\">The MIT study and resources like the AI incident database highlight your recurring theme: your AI projects fail most often due to poor understanding of underlying models, insufficient testing, and lack of focus on solving real problems. For your mid market firms and large enterprises alike, the lesson is clear your success depends on more than just deploying AI tools. You need commitment to understanding how these tools function, how they integrate with your existing systems, and how you can adapt them to deliver real value.<\/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\">In a landscape where you&#8217;re investing millions in AI initiatives, and where the line between your success and failure is razor-thin, your ability to understand and control AI models and solutions is paramount. Your teams and leaders who focus on this understanding rather than simply relying on hype or the latest technology are far more likely to deliver projects that succeed at scale, provide measurable return, and solve your real business problems.<\/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\">11.\u6210\u529f\u5efa\u8bbe\u8005\u7684\u7ecf\u9a8c\u6559\u8bad<\/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\">12.\u6210\u529f\u4e70\u5bb6\u7684\u7ecf\u9a8c\u6559\u8bad<\/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\">13.\u4e0b\u4e00\u4e2a\u524d\u6cbf\uff1a\u4ee3\u7406\u7f51\u7edc<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Looking ahead, AI is moving towards an agentic web a network of autonomous systems that communicate and coordinate tasks without constant human intervention. These changes are already happening in some industries, where autonomous systems are being integrated into workflows and transforming how work is organized. Emerging protocols such as MCP (Model Context Protocol) and A2A (Agent-to-Agent) are paving the way.<\/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\">14.\u8de8\u8d8a GenAI \u9e3f\u6c9f\u7684\u6218\u7565<\/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 class=\"wp-block-list\">\n<li>\u786e\u5b9a\u660e\u786e\u7684\u76ee\u6807\uff1a\u5c06\u6bcf\u9879\u4eba\u5de5\u667a\u80fd\u8ba1\u5212\u4e0e\u53ef\u8861\u91cf\u7684\u4e1a\u52a1\u6210\u679c\u6302\u94a9\u3002.<\/li>\n\n\n\n<li>\u6295\u8d44\u6570\u636e\uff1a\u4f18\u5148\u8003\u8651\u6cbb\u7406\u3001\u591a\u6837\u6027\u548c\u76f8\u5173\u6027\u3002.<\/li>\n\n\n\n<li>Focus on ROI-rich use cases: Don\u2019t just follow the hype automate where it matters.<\/li>\n\n\n\n<li>\u652f\u6301\u4eba\u7c7b\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u5408\u4f5c\uff1a\u8ba9\u4eba\u4eec\u53c2\u4e0e\u76d1\u7763\u548c\u4fe1\u4efb\u3002.<\/li>\n\n\n\n<li>\u4ece\u5f71\u5b50\u4eba\u5de5\u667a\u80fd\u4e2d\u5b66\u4e60\uff1a\u7814\u7a76\u975e\u5b98\u65b9\u91c7\u7528\u6a21\u5f0f\uff0c\u4e3a\u6b63\u5f0f\u6218\u7565\u63d0\u4f9b\u6307\u5bfc\u3002.<\/li>\n\n\n\n<li>\u6218\u7565\u5408\u4f5c\uff1a\u5c06\u4eba\u5de5\u667a\u80fd\u4f9b\u5e94\u5546\u89c6\u4e3a\u5408\u4f5c\u8005\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4f9b\u5e94\u5546\u3002.<\/li>\n\n\n\n<li>\u9009\u62e9\u9002\u5e94\u6027\u5f3a\u7684\u7cfb\u7edf\uff1a\u4f18\u5148\u9009\u62e9\u5177\u6709\u5b66\u4e60\u80fd\u529b\u7684\u5de5\u5177\uff0c\u8fd9\u4e9b\u5de5\u5177\u4f1a\u968f\u7740\u4f7f\u7528\u800c\u4e0d\u65ad\u53d1\u5c55\u3002.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u6ca1\u6709\u8fd9\u4e9b\u6218\u7565\uff0c\u4f01\u4e1a\u7684\u4eba\u5de5\u667a\u80fd\u6295\u8d44\u5c06\u9762\u4e34\u96f6\u56de\u62a5\u7684\u98ce\u9669\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">15.\u7ed3\u8bba\uff1a\u4ece\u5931\u8d25\u5230\u8f6c\u53d8<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The story of AI today is one of potential versus practice. While billions are invested, only a small fraction of projects deliver meaningful returns. The GenAI Divide illustrates that technology alone is not the problem it is approach, integration, and execution.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u8fc7\u4ece\u5931\u8d25\u4e2d\u5438\u53d6\u6559\u8bad\u3001\u63a5\u53d7\u9002\u5e94\u6027\u548c\u4f18\u5148\u8003\u8651\u6574\u5408\uff0c\u4f01\u4e1a\u53ef\u4ee5\u5c06\u4eba\u5de5\u667a\u80fd\u4ece\u6210\u672c\u4e2d\u5fc3\u8f6c\u53d8\u4e3a\u589e\u957f\u52a8\u529b\u3002\u672a\u6765\u4e0d\u5728\u4e8e\u8bd5\u70b9\uff0c\u800c\u5728\u4e8e\u80fd\u591f\u5b66\u4e60\u3001\u534f\u4f5c\u5e76\u6539\u53d8\u5de5\u4f5c\u65b9\u5f0f\u7684\u7cfb\u7edf\u3002.<\/p>","protected":false},"excerpt":{"rendered":"<p>Artificial Intelligence promises to reshape industries, yet most companies are still struggling to see results. 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 v27.8 (Yoast SEO v28.0) - 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. Despite record investments, nearly all AI\" \/>\n<meta property=\"og:url\" content=\"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:site_name\" content=\"InvestGlass\" \/>\n<meta property=\"article:published_time\" content=\"2025-10-08T09:27:18+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.investglass.com\/wp-content\/uploads\/2025\/10\/c567bab9-f75c-430d-866f-39f1bf6943b4-1024x585.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"585\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"InvestGlass\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@investglass\" \/>\n<meta name=\"twitter:site\" content=\"@investglass\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"InvestGlass\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 \u5206\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"\u4eba\u5de5\u667a\u80fd\u4e3a\u4f55\u5931\u8d25\uff1a\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u4e13\u5bb6\u7684\u89c1\u89e3","description":"\u63a2\u7d22\u4e3a\u4ec0\u4e48\u4eba\u5de5\u667a\u80fd\u5728\u4f01\u4e1a\u4e2d\u6295\u8d44\u5de8\u5927\u5374\u4ecd\u7136\u5931\u8d25\u3002\u4e86\u89e3\u6210\u529f\u56e0\u7d20\u548c GenAI \u9e3f\u6c9f\u3002.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.investglass.com\/zh\/ai-\u4e3a\u4ec0\u4e48\u4f1a\u5931\u8d25-\u6210\u529f\u5b9e\u65bd\u7684\u9996\u8981\u539f\u56e0\u548c\u7b56\u7565\/","og_locale":"zh_CN","og_type":"article","og_title":"Why AI Fail: Top Reasons and Strategies for Success in Implementation","og_description":"Artificial Intelligence promises to reshape industries, yet most companies are still struggling to see results. 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