{"id":8060,"date":"2026-06-23T20:12:09","date_gmt":"2026-06-23T12:12:09","guid":{"rendered":"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/"},"modified":"2026-06-23T20:12:09","modified_gmt":"2026-06-23T12:12:09","slug":"three-approaches-to-measuring-and-managing-ai-roi","status":"publish","type":"post","link":"https:\/\/moresourcing.com\/zh_tw\/three-approaches-to-measuring-and-managing-ai-roi\/","title":{"rendered":"\u8861\u91cf\u8207\u7ba1\u7406\u4eba\u5de5\u667a\u6167\u6295\u8cc7\u5831\u916c\u7387\u7684\u4e09\u7a2e\u65b9\u6cd5"},"content":{"rendered":"<p><\/p>\n<div>\n<aside class=\"article-ad ad-300  ad-300x250 ad-desktop\">\n<\/aside>\n<aside class=\"article-ad ad-300  ad-300x250 ad-mobile\">\n<\/aside>\n<figure class=\"article-inline\">\n<img fetchpriority=\"high\" decoding=\"async\" width=\"1290\" height=\"860\" alt=\"\" class=\"wp-image-127800\" srcset=\"https:\/\/moresourcing.com\/wp-content\/uploads\/2026\/06\/Three-Approaches-to-Measuring-and-Managing-AI-ROI.jpg 1290w, https:\/\/sloanreview.mit.edu\/wp-content\/uploads\/2026\/06\/Ritala-1290x860-1-300x200.jpg 300w, https:\/\/sloanreview.mit.edu\/wp-content\/uploads\/2026\/06\/Ritala-1290x860-1-150x100.jpg 150w, https:\/\/sloanreview.mit.edu\/wp-content\/uploads\/2026\/06\/Ritala-1290x860-1-768x512.jpg 768w, https:\/\/sloanreview.mit.edu\/wp-content\/uploads\/2026\/06\/Ritala-1290x860-1-764x509.jpg 764w, https:\/\/sloanreview.mit.edu\/wp-content\/uploads\/2026\/06\/Ritala-1290x860-1-382x255.jpg 382w, https:\/\/sloanreview.mit.edu\/wp-content\/uploads\/2026\/06\/Ritala-1290x860-1-870x580.jpg 870w, https:\/\/sloanreview.mit.edu\/wp-content\/uploads\/2026\/06\/Ritala-1290x860-1-435x290.jpg 435w\" data-lazy-sizes=\"(max-width: 1290px) 100vw, 1290px\" src=\"https:\/\/moresourcing.com\/wp-content\/uploads\/2026\/06\/Three-Approaches-to-Measuring-and-Managing-AI-ROI.jpg\"\/><img fetchpriority=\"high\" decoding=\"async\" width=\"1290\" height=\"860\" src=\"https:\/\/moresourcing.com\/wp-content\/uploads\/2026\/06\/Three-Approaches-to-Measuring-and-Managing-AI-ROI.jpg\" alt=\"\" class=\"wp-image-127800\" srcset=\"https:\/\/moresourcing.com\/wp-content\/uploads\/2026\/06\/Three-Approaches-to-Measuring-and-Managing-AI-ROI.jpg 1290w, https:\/\/sloanreview.mit.edu\/wp-content\/uploads\/2026\/06\/Ritala-1290x860-1-300x200.jpg 300w, https:\/\/sloanreview.mit.edu\/wp-content\/uploads\/2026\/06\/Ritala-1290x860-1-150x100.jpg 150w, https:\/\/sloanreview.mit.edu\/wp-content\/uploads\/2026\/06\/Ritala-1290x860-1-768x512.jpg 768w, https:\/\/sloanreview.mit.edu\/wp-content\/uploads\/2026\/06\/Ritala-1290x860-1-764x509.jpg 764w, https:\/\/sloanreview.mit.edu\/wp-content\/uploads\/2026\/06\/Ritala-1290x860-1-382x255.jpg 382w, https:\/\/sloanreview.mit.edu\/wp-content\/uploads\/2026\/06\/Ritala-1290x860-1-870x580.jpg 870w, https:\/\/sloanreview.mit.edu\/wp-content\/uploads\/2026\/06\/Ritala-1290x860-1-435x290.jpg 435w\" sizes=\"(max-width: 1290px) 100vw, 1290px\"\/><figcaption>\n<p class=\"attribution\">\u99ac\u7279\u54c8\u91cc\u68ee\u514b\u62c9\u592b\/Ikon Images<\/p>\n<\/figcaption><\/figure>\n<div class=\"article-summary\"><strong class=\"article-summary__strong\">\u6458\u8981\uff1a 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\u5be6\u9a57\u548c\u8a66\u9ede\u8a08\u756b\u5f8c\uff0c\u5c0d\u5927\u591a\u6578\u516c\u53f8\u4f86\u8aaa\uff0c\u4e00\u500b\u95dc\u9375\u554f\u984c\u4ecd\u7136\u61f8\u800c\u672a\u6c7a\uff1a\u6211\u5011\u5f9e\u6240\u6709\u9019\u4e9b AI \u6295\u8cc7\u4e2d\u7372\u5f97\u4e86\u591a\u5c11\u56de\u5831\u2014\u2014\u4ee5\u53ca\u54ea\u4e9b\u985e\u578b\u7684\u56de\u5831\uff1f\u5c0d\u8a31\u591a\u9ad8\u968e\u4e3b\u7ba1\u800c\u8a00\uff0cAI 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30 \u591a\u4f4d CEO \u548c\u9ad8\u968e\u4e3b\u7ba1\u7684\u8a2a\u8ac7\u8b49\u5be6\uff0c\u8861\u91cf AI \u6295\u8cc7\u5831\u916c\u7387\u7d55\u975e\u6a19\u6e96\u505a\u6cd5\uff1a\u5169\u5bb6\u9032\u884c\u5e7e\u4e4e\u76f8\u540c\u6295\u8cc7\u7684\u516c\u53f8\uff0c\u53ef\u80fd\u4ee5\u5b8c\u5168\u4e0d\u540c\u7684\u65b9\u5f0f\u5b9a\u7fa9\u6210\u529f\u3002\u7136\u800c\uff0c\u90a3\u4e9b\u672a\u80fd\u627e\u51fa\u660e\u78ba\u7684 AI \u6295\u8cc7\u5831\u916c\u7387\u65b9\u6cd5\u2014\u2014\u6216\u53ea\u662f\u63a8\u51fa\u901a\u7528 AI \u5de5\u5177\u4e26\u671f\u671b\u751f\u7522\u529b\u63d0\u5347\u2014\u2014\u7684\u516c\u53f8\uff0c\u5f88\u5c11\u80fd\u5be6\u73fe\u53ef\u4fe1\u4e14\u6301\u4e45\u7684\u56de\u5831\u3002<\/p>\n<p>\u6295\u8cc7\u5831\u916c\u7387\u7684\u8861\u91cf\u56e0\u6240\u4f7f\u7528\u7684 AI \u6280\u8853\u985e\u578b\u800c\u7570\u3002 <a href=\"https:\/\/sloanreview.mit.edu\/article\/when-to-use-genai-versus-predictive-ai\/\">\u5206\u6790\u578b AI 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\u89e3\u6c7a\u65b9\u6848\u3002<\/p>\n<p>AI \u6295\u8cc7\u5831\u916c\u7387\u4e5f\u9ad8\u5ea6\u53d6\u6c7a\u65bc\u7522\u696d\u80cc\u666f\u3002\u5728\u6d88\u8cbb\u54c1\u9818\u57df\uff0c\u516c\u53f8\u900f\u904e\u4f7f\u7528\u5206\u6790\u578b AI \u4f86\u7c21\u5316\u4f9b\u61c9\u93c8\uff0c\u589e\u5f37\u9700\u6c42\u56de\u61c9\u80fd\u529b\u3002\u4f7f\u7528\u751f\u6210\u5f0f AI \u7684 B2B \u884c\u92b7\u4ee3\u7406\u5546\u5247\u53ef\u80fd\u5c08\u6ce8\u65bc\u5275\u610f\u7522\u51fa\u8207\u69cb\u60f3\u3001\u63d0\u6848\u52dd\u7387\u6216\u6f5b\u5728\u5ba2\u6236\u8f49\u63db\u7387\u2014\u2014\u9019\u662f\u4e00\u7a2e\u4e0d\u540c\u7684\u300c\u56de\u5831\u300d\u5b9a\u7fa9\u3002<\/p>\n<h3>\u5be6\u73fe\u5177\u9ad4 AI \u6295\u8cc7\u5831\u916c\u7387\u7684\u4e09\u689d\u9014\u5f91<\/h3>\n<p>\u6839\u64da\u6211\u5011\u5c0d\u9ad8\u968e\u4e3b\u7ba1\u7684\u8a2a\u8ac7\uff0c\u6211\u5011\u78ba\u5b9a\u4e86\u4e09\u7a2e\u8861\u91cf\u548c\u7ba1\u7406 AI \u6295\u8cc7\u5831\u916c\u7387\u7684\u5be6\u52d9\u65b9\u6cd5\u3002\u9019\u4e9b\u65b9\u6cd5\u53cd\u6620\u4e86\u516c\u53f8\u4e4b\u9593\u4e0d\u540c\u7684 AI \u6210\u719f\u5ea6\u4ee5\u53ca\u4e0d\u540c\u7684\u7b56\u7565\u610f\u5716\u3002<\/p>\n<div class=\"article-authors\" id=\"article-authors\">\n<h4 class=\"article-authors__title\">\u95dc\u65bc\u4f5c\u8005<\/h4>\n<div class=\"article-authors__bio\">\n<p>Mika Ruokonen \u662f\u82ac\u862d LUT \u5927\u5b78 LUT \u5546\u5b78\u9662\u7684 AI \u5546\u696d\u61c9\u7528\u7522\u696d\u6559\u6388\u3002Paavo Ritala \u662f\u82ac\u862d LUT \u5927\u5b78 LUT \u5546\u5b78\u9662\u7684\u7b56\u7565\u8207\u5275\u65b0\u6559\u6388\u3002<\/p>\n<\/div><\/div>\n<div class=\"article-doi\">\n    <a href=\"https:\/\/doi.org\/10.63383\/zjUZ1824\" target=\"_blank\" class=\"article-doi__number\">https:\/\/doi.org\/10.63383\/zjUZ1824<\/a>\n<\/div>\n<\/div>\n<p>#\u65b9\u6cd5 #\u8861\u91cf #\u7ba1\u7406 #\u6295\u8cc7\u5831\u916c\u7387<\/p>","protected":false},"excerpt":{"rendered":"<p>Matt Harrison Clough\/Ikon Images \u6458\u8981\uff1a\u8a31\u591a\u9818\u5c0e\u8005\u548c\u4f01\u696d\u672a\u80fd\u6709\u6548\u8ffd\u8e64\u4e26\u63d0\u5347\u5176\u4eba\u5de5\u667a\u6167\u6295\u8cc7\u6240\u5e36\u4f86\u7684\u56de\u5831\u3002\u8fd1\u671f\u7814\u7a76\u63d0\u51fa\u7684\u4e09\u7a2e\u65b9\u6cd5\uff0c\u53cd\u6620\u4e86\u4f01\u696d\u53ef\u4ee5\u505a\u5f97\u66f4\u597d\u7684\u5be6\u52d9\u9014\u5f91\u3002\u900f\u904e\u8a55\u4f30\u7d44\u7e54\u7576\u524d\u7684\u6210\u719f\u5ea6\uff0c\u4f60\u53ef\u4ee5\u770b\u51fa\u7f3a\u5c11\u4ec0\u9ebc\u4ee5\u53ca\u9700\u8981\u63a1\u53d6\u54ea\u4e9b\u6b65\u9a5f[...]<\/p>","protected":false},"author":1,"featured_media":8061,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[9],"tags":[],"class_list":["post-8060","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-management"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.7.1 (Yoast SEO v25.8) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Three Approaches to Measuring and Managing AI ROI - MORE SOURCING LTD<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/moresourcing.com\/zh_tw\/three-approaches-to-measuring-and-managing-ai-roi\/\" \/>\n<meta property=\"og:locale\" content=\"zh_TW\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Three Approaches to Measuring and Managing AI ROI\" \/>\n<meta property=\"og:description\" content=\"Matt Harrison Clough\/Ikon Images Summary: Many leaders and companies fail to effectively track and grow the returns that their artificial intelligence investments yield. 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