{"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\/ar\/three-approaches-to-measuring-and-managing-ai-roi\/","title":{"rendered":"\u062b\u0644\u0627\u062b\u0629 \u0623\u0633\u0627\u0644\u064a\u0628 \u0644\u0642\u064a\u0627\u0633 \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0639\u0627\u0626\u062f \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a"},"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\">\u0645\u0627\u062a \u0647\u0627\u0631\u064a\u0633\u0648\u0646 \u0643\u0644\u0648\u0641 \/ \u0625\u064a\u0643\u0648\u0646 \u0625\u064a\u0645\u0627\u062c\u064a\u0633<\/p>\n<\/figcaption><\/figure>\n<div class=\"article-summary\"><strong class=\"article-summary__strong\">\u0627\u0644\u0645\u0644\u062e\u0635: <\/strong><\/p>\n<p>\u064a\u0641\u0634\u0644 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0642\u0627\u062f\u0629 \u0648\u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0641\u064a \u062a\u062a\u0628\u0639 \u0648\u062a\u0646\u0645\u064a\u0629 \u0627\u0644\u0639\u0648\u0627\u0626\u062f \u0627\u0644\u062a\u064a \u062a\u062d\u0642\u0642\u0647\u0627 \u0627\u0633\u062a\u062b\u0645\u0627\u0631\u0627\u062a\u0647\u0645 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644. \u062a\u0639\u0643\u0633 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0627\u0644\u062a\u064a \u0638\u0647\u0631\u062a \u0645\u0646 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0637\u0631\u0642\u0627\u064b \u0639\u0645\u0644\u064a\u0629 \u064a\u0645\u0643\u0646 \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644\u0647\u0627 \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062d\u0627\u0644\u064a \u0644\u0646\u0636\u062c \u0645\u0624\u0633\u0633\u062a\u0643\u060c \u064a\u0645\u0643\u0646\u0643 \u0631\u0624\u064a\u0629 \u0645\u0627 \u0647\u0648 \u0645\u0641\u0642\u0648\u062f \u0648\u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c\u0647\u0627 \u0644\u0644\u0645\u0636\u064a \u0642\u062f\u0645\u0627\u064b. \u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u062a\u0631\u062c\u0645\u0629 \u0646\u0634\u0627\u0637 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644 \u0625\u0644\u0649 \u0642\u064a\u0645\u0629 \u062a\u062c\u0627\u0631\u064a\u0629.<\/p>\n<\/div>\n<p><span class=\"smr-leadin\">\u0628\u0639\u062f \u0639\u062f\u0629 \u0633\u0646\u0648\u0627\u062a<\/span> \u0645\u0646 \u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u0645\u0628\u0627\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a\u0629\u060c \u064a\u0628\u0642\u0649 \u0633\u0624\u0627\u0644 \u062d\u0627\u0633\u0645 \u0645\u0641\u062a\u0648\u062d\u0627\u064b \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0634\u0631\u0643\u0627\u062a: \u0645\u0627 \u0645\u0642\u062f\u0627\u0631 \u0627\u0644\u0639\u0627\u0626\u062f \u2013 \u0648\u0645\u0627 \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0639\u0648\u0627\u0626\u062f \u2013 \u0627\u0644\u062a\u064a \u0646\u062d\u0635\u0644 \u0639\u0644\u064a\u0647\u0627 \u0645\u0646 \u0643\u0644 \u0647\u0630\u0627 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u062f\u064a\u0631\u064a\u0646 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u064a\u064a\u0646\u060c \u0644\u0627 \u064a\u0632\u0627\u0644 \u0639\u0627\u0626\u062f \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u0628\u062f\u0648 \u0641\u064a \u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0623\u062d\u064a\u0627\u0646 \u0643\u0641\u0646 \u0623\u0643\u062b\u0631 \u0645\u0646\u0647 \u0639\u0644\u0645: \u0628\u0639\u064a\u062f \u0627\u0644\u0645\u0646\u0627\u0644\u060c \u063a\u064a\u0631 \u062f\u0642\u064a\u0642\u060c \u0648\u0645\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0635\u0646\u0627\u0639\u0629.<\/p>\n<p>\u062a\u0631\u0633\u0645 \u0627\u0644\u0627\u0633\u062a\u0637\u0644\u0627\u0639\u0627\u062a \u0648\u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0635\u0648\u0631\u0629 \u0645\u0631\u0628\u0643\u0629 \u062d\u0648\u0644 \u0627\u0644\u0639\u0648\u0627\u0626\u062f \u0627\u0644\u062d\u0627\u0644\u064a\u0629. \u0643\u0645\u0627 \u064a\u0638\u0644 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u062a\u0648\u062c\u064a\u0647\u0627\u062a \u0645\u0631\u0643\u0632\u0627\u064b \u0639\u0644\u0649 \u0642\u064a\u0627\u0633 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u2013 \u062a\u0634\u062c\u064a\u0639 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0648\u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0648\u0628\u0646\u0627\u0621 \u0627\u0644\u0642\u062f\u0631\u0627\u062a (\"\u064a\u062c\u0628 \u0623\u0646 \u062a\u0633\u062a\u062b\u0645\u0631 \u0641\u064a ...\") \u2013 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0648\u0643\u064a\u0641\u064a\u0629 \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u062b\u0631 (\"\u0625\u0644\u064a\u0643 \u0643\u064a\u0641\u064a\u0629 \u0642\u064a\u0627\u0633 \u0627\u0644\u0646\u062a\u0627\u0626\u062c\"). \u0627\u0644\u064a\u0648\u0645\u060c \u062a\u0637\u0628\u0642 \u0627\u0644\u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0646\u0641\u0633 \u0627\u0644\u0627\u0646\u0636\u0628\u0627\u0637 \u0627\u0644\u0645\u0627\u0644\u064a \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0643\u0645\u0627 \u062a\u0641\u0639\u0644 \u0645\u0639 \u0645\u0635\u0646\u0639 \u062c\u062f\u064a\u062f \u0623\u0648 \u0642\u0637\u0639\u0629 \u0645\u0646 \u0627\u0644\u0622\u0644\u0627\u062a.<\/p>\n<p>\u062a\u0624\u0643\u062f \u0645\u0642\u0627\u0628\u0644\u0627\u062a\u0646\u0627 \u0645\u0639 \u0623\u0643\u062b\u0631 \u0645\u0646 30 \u0631\u0626\u064a\u0633\u0627\u064b \u062a\u0646\u0641\u064a\u0630\u064a\u0627\u064b \u0648\u0642\u0627\u0626\u062f\u0627\u064b \u0643\u0628\u064a\u0631\u0627\u064b \u0639\u0628\u0631 \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0623\u0646 \u0642\u064a\u0627\u0633 \u0639\u0627\u0626\u062f \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u064a\u0633 \u0628\u0623\u064a \u062d\u0627\u0644 \u0645\u0646 \u0627\u0644\u0623\u062d\u0648\u0627\u0644 \u0645\u0645\u0627\u0631\u0633\u0629 \u0642\u064a\u0627\u0633\u064a\u0629: \u0634\u0631\u0643\u062a\u0627\u0646 \u062a\u0642\u0648\u0645\u0627\u0646 \u0628\u0627\u0633\u062a\u062b\u0645\u0627\u0631\u0627\u062a \u0645\u062a\u0637\u0627\u0628\u0642\u0629 \u062a\u0642\u0631\u064a\u0628\u0627\u064b \u0642\u062f \u062a\u0639\u0631\u0651\u0641\u0627\u0646 \u0627\u0644\u0646\u062c\u0627\u062d \u0628\u0637\u0631\u0642 \u0645\u062e\u062a\u0644\u0641\u0629 \u062a\u0645\u0627\u0645\u0627\u064b. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0641\u0634\u0644 \u0641\u064a \u062a\u062d\u062f\u064a\u062f \u0646\u0647\u062c \u0635\u0631\u064a\u062d \u0644\u0639\u0627\u0626\u062f \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u2013 \u0623\u0648 \u0627\u0644\u062a\u064a \u062a\u0637\u0631\u062d \u0628\u0628\u0633\u0627\u0637\u0629 \u0623\u062f\u0648\u0627\u062a \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0627\u0645\u0629 \u0648\u062a\u0623\u0645\u0644 \u0641\u064a \u062a\u062d\u0642\u064a\u0642 \u0645\u0643\u0627\u0633\u0628 \u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u2013 \u0646\u0627\u062f\u0631\u0627\u064b \u0645\u0627 \u062a\u062d\u0642\u0642 \u0639\u0648\u0627\u0626\u062f \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0635\u062f\u064a\u0642 \u0648\u062f\u0627\u0626\u0645\u0629.<\/p>\n<p>\u064a\u062e\u062a\u0644\u0641 \u0642\u064a\u0627\u0633 \u0639\u0627\u0626\u062f \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u062d\u0633\u0628 \u0646\u0648\u0639 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629. <a href=\"https:\/\/sloanreview.mit.edu\/article\/when-to-use-genai-versus-predictive-ai\/\">\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u064a<\/a>\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0627\u062f\u0629\u064b \u0639\u0644\u0649 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0631\u0627\u0633\u062e\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u0646\u0628\u0624 \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646\u060c \u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u062a\u0646\u062a\u062c \u0639\u0648\u0627\u0626\u062f \u0645\u0627\u0644\u064a\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0625\u0633\u0646\u0627\u062f \u0627\u0644\u0645\u0628\u0627\u0634\u0631 \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u0645\u064a\u0644 \u0625\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0639\u0644\u0649 \u062d\u0627\u0644\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0633\u062a\u0647\u062f\u0641\u0629 \u0648\u0645\u062d\u062f\u062f\u0629 \u062c\u064a\u062f\u0627\u064b. \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u060c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0637\u0628\u064a\u0642 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639\u060c \u0646\u0638\u0631\u0627\u064b \u0644\u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0645\u0647\u0627\u0645 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u0639\u0631\u0641\u064a \u0627\u0644\u062a\u064a \u0643\u0627\u0646 \u064a\u0642\u0648\u0645 \u0628\u0647\u0627 \u0627\u0644\u0628\u0634\u0631 \u0633\u0627\u0628\u0642\u0627\u064b. \u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u062a\u062e\u0644\u0642 \u0623\u062f\u0627\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0633\u0631\u0639\u0629 \u0623\u0648 \u0627\u0644\u062c\u0648\u062f\u0629 \u0623\u0648 \u062d\u062c\u0645 \u0627\u0644\u0639\u0645\u0644\u060c \u0645\u0645\u0627 \u064a\u062a\u0637\u0644\u0628 \u062a\u0631\u062c\u0645\u0629 \u0645\u062a\u0639\u0645\u062f\u0629 \u0625\u0644\u0649 \u0623\u062b\u0631 \u0645\u0627\u0644\u064a. \u0648\u062a\u062c\u0645\u0639 \u0628\u0639\u0636 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0628\u064a\u0646 \u062d\u0644\u0648\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u064a \u0648\u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0628\u0637\u0631\u064a\u0642\u0629 \u0645\u062e\u0635\u0635\u0629.<\/p>\n<p>\u064a\u0639\u062a\u0645\u062f \u0639\u0627\u0626\u062f \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u064a\u0636\u0627\u064b \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0633\u064a\u0627\u0642 \u0627\u0644\u0635\u0646\u0627\u0639\u0629. \u0641\u064a \u0642\u0637\u0627\u0639 \u0627\u0644\u0633\u0644\u0639 \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629\u060c \u062a\u0642\u0648\u0645 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0628\u062a\u0628\u0633\u064a\u0637 \u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u062a\u0648\u0631\u064a\u062f \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u064a\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0644\u0637\u0644\u0628. \u0642\u062f \u062a\u0631\u0643\u0632 \u0648\u0643\u0627\u0644\u0629 \u062a\u0633\u0648\u064a\u0642 B2B \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0630\u0644\u0643 \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a\u0629 \u0648\u0627\u0644\u062a\u0641\u0643\u064a\u0631\u060c \u0623\u0648 \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u0641\u0648\u0632 \u0628\u0627\u0644\u0639\u0631\u0648\u0636\u060c \u0623\u0648 \u062a\u062d\u0648\u064a\u0644\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u064a\u0646 \u2013 \u062a\u0639\u0631\u064a\u0641 \u0645\u062e\u062a\u0644\u0641 \u0644\u0640 \"\u0627\u0644\u0639\u0627\u0626\u062f\".<\/p>\n<h3>\u062b\u0644\u0627\u062b\u0629 \u0645\u0633\u0627\u0631\u0627\u062a \u0644\u0639\u0627\u0626\u062f \u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0645\u0644\u0645\u0648\u0633 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h3>\n<p>\u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0642\u0627\u0628\u0644\u0627\u062a\u0646\u0627 \u0645\u0639 \u0627\u0644\u0645\u062f\u064a\u0631\u064a\u0646 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u064a\u064a\u0646\u060c \u062d\u062f\u062f\u0646\u0627 \u062b\u0644\u0627\u062b\u0629 \u0623\u0633\u0627\u0644\u064a\u0628 \u0639\u0645\u0644\u064a\u0629 \u0644\u0642\u064a\u0627\u0633 \u0648\u0625\u062f\u0627\u0631\u0629 \u0639\u0627\u0626\u062f \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u062a\u0639\u0643\u0633 \u0647\u0630\u0647 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0646\u0636\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u064a\u0646 \u0627\u0644\u0634\u0631\u0643\u0627\u062a\u060c \u0648\u0646\u0648\u0627\u064a\u0627 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0645\u062a\u0646\u0648\u0639\u0629.<\/p>\n<div class=\"article-authors\" id=\"article-authors\">\n<h4 class=\"article-authors__title\">\u0646\u0628\u0630\u0629 \u0639\u0646 \u0627\u0644\u0645\u0624\u0644\u0641\u064a\u0646<\/h4>\n<div class=\"article-authors__bio\">\n<p>\u0645\u064a\u0643\u0627 \u0631\u0648\u0643\u0648\u0646\u064a\u0646 \u0647\u0648 \u0623\u0633\u062a\u0627\u0630 \u0635\u0646\u0627\u0639\u064a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0641\u064a \u0643\u0644\u064a\u0629 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0628\u062c\u0627\u0645\u0639\u0629 LUT \u0641\u064a \u0641\u0646\u0644\u0646\u062f\u0627. \u0628\u0627\u0641\u0648 \u0631\u064a\u062a\u0627\u0644\u0627 \u0647\u0648 \u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0648\u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0641\u064a \u0643\u0644\u064a\u0629 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0628\u062c\u0627\u0645\u0639\u0629 LUT\u060c \u0641\u0646\u0644\u0646\u062f\u0627.<\/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>#\u0623\u0633\u0627\u0644\u064a\u0628 #\u0642\u064a\u0627\u0633 #\u0625\u062f\u0627\u0631\u0629 #\u0639\u0627\u0626\u062f_\u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631<\/p>","protected":false},"excerpt":{"rendered":"<p>\u0645\u0627\u062a \u0647\u0627\u0631\u064a\u0633\u0648\u0646 \u0643\u0644\u0648\u0641\/\u0625\u064a\u0643\u0648\u0646 \u0625\u064a\u0645\u062f\u062c\u0632 \u0645\u0644\u062e\u0635: \u064a\u0641\u0634\u0644 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0642\u0627\u062f\u0629 \u0648\u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0641\u064a \u062a\u062a\u0628\u0639 \u0648\u062a\u0646\u0645\u064a\u0629 \u0627\u0644\u0639\u0648\u0627\u0626\u062f \u0627\u0644\u062a\u064a \u062a\u062d\u0642\u0642\u0647\u0627 \u0627\u0633\u062a\u062b\u0645\u0627\u0631\u0627\u062a\u0647\u0645 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644. \u062a\u0639\u0643\u0633 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0627\u0644\u062a\u064a \u0638\u0647\u0631\u062a \u0645\u0646 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0637\u0631\u0642\u064b\u0627 \u0639\u0645\u0644\u064a\u0629 \u064a\u0645\u0643\u0646 \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644\u0647\u0627 \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0642\u064a\u064a\u0645 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0646\u0636\u062c \u0627\u0644\u062d\u0627\u0644\u064a \u0644\u0645\u0624\u0633\u0633\u062a\u0643\u060c \u064a\u0645\u0643\u0646\u0643 \u0631\u0624\u064a\u0629 \u0645\u0627 \u064a\u0646\u0642\u0635\u0643 \u0648\u0645\u0627 \u0647\u064a \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u064a [&hellip;]<\/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\/ar\/three-approaches-to-measuring-and-managing-ai-roi\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\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. The three approaches that emerged from recent research reflect practical ways businesses can do better. By assessing your organization\u2019s current level of maturity, you can see what\u2019s missing and what steps you [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/moresourcing.com\/ar\/three-approaches-to-measuring-and-managing-ai-roi\/\" \/>\n<meta property=\"og:site_name\" content=\"MORE SOURCING LTD\" \/>\n<meta property=\"article:published_time\" content=\"2026-06-23T12:12:09+00:00\" \/>\n<meta name=\"author\" content=\"MS\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u0643\u064f\u062a\u0628 \u0628\u0648\u0627\u0633\u0637\u0629\" \/>\n\t<meta name=\"twitter:data1\" content=\"MS\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u0648\u0642\u062a \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0645\u064f\u0642\u062f\u0651\u0631\" \/>\n\t<meta name=\"twitter:data2\" content=\"\u062f\u0642\u064a\u0642\u062a\u0627\u0646\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/\"},\"author\":{\"name\":\"MS\",\"@id\":\"https:\/\/moresourcing.com\/#\/schema\/person\/2c9a233f0ad18413717419291cacdf69\"},\"headline\":\"Three Approaches to Measuring and Managing AI ROI\",\"datePublished\":\"2026-06-23T12:12:09+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/\"},\"wordCount\":500,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/moresourcing.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/moresourcing.com\/wp-content\/uploads\/2026\/06\/Ritala-2400x1260-1-1200x630.jpg\",\"articleSection\":[\"Management\"],\"inLanguage\":\"ar\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/\",\"url\":\"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/\",\"name\":\"Three Approaches to Measuring and Managing AI ROI - MORE SOURCING LTD\",\"isPartOf\":{\"@id\":\"https:\/\/moresourcing.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/moresourcing.com\/wp-content\/uploads\/2026\/06\/Ritala-2400x1260-1-1200x630.jpg\",\"datePublished\":\"2026-06-23T12:12:09+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/#breadcrumb\"},\"inLanguage\":\"ar\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ar\",\"@id\":\"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/#primaryimage\",\"url\":\"https:\/\/moresourcing.com\/wp-content\/uploads\/2026\/06\/Ritala-2400x1260-1-1200x630.jpg\",\"contentUrl\":\"https:\/\/moresourcing.com\/wp-content\/uploads\/2026\/06\/Ritala-2400x1260-1-1200x630.jpg\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/moresourcing.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Three Approaches to Measuring and Managing AI ROI\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/moresourcing.com\/#website\",\"url\":\"https:\/\/moresourcing.com\/\",\"name\":\"MORE SOURCING LTD\",\"description\":\"Your Global Trade Experts\",\"publisher\":{\"@id\":\"https:\/\/moresourcing.com\/#organization\"},\"alternateName\":\"MORE SOURCING LTD\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/moresourcing.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ar\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/moresourcing.com\/#organization\",\"name\":\"MORE SOURCING LTD\",\"url\":\"https:\/\/moresourcing.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ar\",\"@id\":\"https:\/\/moresourcing.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/moresourcing.com\/wp-content\/uploads\/2025\/07\/cropped-cropped-MS-logo-02-scaled-2.png\",\"contentUrl\":\"https:\/\/moresourcing.com\/wp-content\/uploads\/2025\/07\/cropped-cropped-MS-logo-02-scaled-2.png\",\"width\":2558,\"height\":1273,\"caption\":\"MORE SOURCING LTD\"},\"image\":{\"@id\":\"https:\/\/moresourcing.com\/#\/schema\/logo\/image\/\"},\"ownershipFundingInfo\":\"https:\/\/moresourcing.com\/about-us\/\",\"ethicsPolicy\":\"https:\/\/moresourcing.com\/service\/\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/moresourcing.com\/#\/schema\/person\/2c9a233f0ad18413717419291cacdf69\",\"name\":\"MS\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ar\",\"@id\":\"https:\/\/moresourcing.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/fcff4c53e422761d0d6db624cdaf171933d38385c2c22c13ce39ea3918a9cd66?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/fcff4c53e422761d0d6db624cdaf171933d38385c2c22c13ce39ea3918a9cd66?s=96&d=mm&r=g\",\"caption\":\"MS\"},\"sameAs\":[\"https:\/\/moresourcing.com\"],\"url\":\"https:\/\/moresourcing.com\/ar\/author\/moresourcing\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"\u062b\u0644\u0627\u062b\u0629 \u0623\u0633\u0627\u0644\u064a\u0628 \u0644\u0642\u064a\u0627\u0633 \u0648\u0625\u062f\u0627\u0631\u0629 \u0639\u0627\u0626\u062f \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a - MORE SOURCING LTD","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:\/\/moresourcing.com\/ar\/three-approaches-to-measuring-and-managing-ai-roi\/","og_locale":"ar_AR","og_type":"article","og_title":"Three Approaches to Measuring and Managing AI ROI","og_description":"Matt Harrison Clough\/Ikon Images Summary: Many leaders and companies fail to effectively track and grow the returns that their artificial intelligence investments yield. The three approaches that emerged from recent research reflect practical ways businesses can do better. By assessing your organization\u2019s current level of maturity, you can see what\u2019s missing and what steps you [&hellip;]","og_url":"https:\/\/moresourcing.com\/ar\/three-approaches-to-measuring-and-managing-ai-roi\/","og_site_name":"MORE SOURCING LTD","article_published_time":"2026-06-23T12:12:09+00:00","author":"MS","twitter_card":"summary_large_image","twitter_misc":{"\u0643\u064f\u062a\u0628 \u0628\u0648\u0627\u0633\u0637\u0629":"MS","\u0648\u0642\u062a \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0645\u064f\u0642\u062f\u0651\u0631":"\u062f\u0642\u064a\u0642\u062a\u0627\u0646"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/#article","isPartOf":{"@id":"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/"},"author":{"name":"MS","@id":"https:\/\/moresourcing.com\/#\/schema\/person\/2c9a233f0ad18413717419291cacdf69"},"headline":"Three Approaches to Measuring and Managing AI ROI","datePublished":"2026-06-23T12:12:09+00:00","mainEntityOfPage":{"@id":"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/"},"wordCount":500,"commentCount":0,"publisher":{"@id":"https:\/\/moresourcing.com\/#organization"},"image":{"@id":"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/#primaryimage"},"thumbnailUrl":"https:\/\/moresourcing.com\/wp-content\/uploads\/2026\/06\/Ritala-2400x1260-1-1200x630.jpg","articleSection":["Management"],"inLanguage":"ar","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/","url":"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/","name":"\u062b\u0644\u0627\u062b\u0629 \u0623\u0633\u0627\u0644\u064a\u0628 \u0644\u0642\u064a\u0627\u0633 \u0648\u0625\u062f\u0627\u0631\u0629 \u0639\u0627\u0626\u062f \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a - MORE SOURCING LTD","isPartOf":{"@id":"https:\/\/moresourcing.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/#primaryimage"},"image":{"@id":"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/#primaryimage"},"thumbnailUrl":"https:\/\/moresourcing.com\/wp-content\/uploads\/2026\/06\/Ritala-2400x1260-1-1200x630.jpg","datePublished":"2026-06-23T12:12:09+00:00","breadcrumb":{"@id":"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/#breadcrumb"},"inLanguage":"ar","potentialAction":[{"@type":"ReadAction","target":["https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/"]}]},{"@type":"ImageObject","inLanguage":"ar","@id":"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/#primaryimage","url":"https:\/\/moresourcing.com\/wp-content\/uploads\/2026\/06\/Ritala-2400x1260-1-1200x630.jpg","contentUrl":"https:\/\/moresourcing.com\/wp-content\/uploads\/2026\/06\/Ritala-2400x1260-1-1200x630.jpg"},{"@type":"BreadcrumbList","@id":"https:\/\/moresourcing.com\/three-approaches-to-measuring-and-managing-ai-roi\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/moresourcing.com\/"},{"@type":"ListItem","position":2,"name":"Three Approaches to Measuring and Managing AI ROI"}]},{"@type":"WebSite","@id":"https:\/\/moresourcing.com\/#website","url":"https:\/\/moresourcing.com\/","name":"\u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629","description":"\u062e\u0628\u0631\u0627\u0621 \u062a\u062c\u0627\u0631\u062a\u0643 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629","publisher":{"@id":"https:\/\/moresourcing.com\/#organization"},"alternateName":"MORE SOURCING LTD","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/moresourcing.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ar"},{"@type":"Organization","@id":"https:\/\/moresourcing.com\/#organization","name":"\u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629","url":"https:\/\/moresourcing.com\/","logo":{"@type":"ImageObject","inLanguage":"ar","@id":"https:\/\/moresourcing.com\/#\/schema\/logo\/image\/","url":"https:\/\/moresourcing.com\/wp-content\/uploads\/2025\/07\/cropped-cropped-MS-logo-02-scaled-2.png","contentUrl":"https:\/\/moresourcing.com\/wp-content\/uploads\/2025\/07\/cropped-cropped-MS-logo-02-scaled-2.png","width":2558,"height":1273,"caption":"MORE SOURCING LTD"},"image":{"@id":"https:\/\/moresourcing.com\/#\/schema\/logo\/image\/"},"ownershipFundingInfo":"https:\/\/moresourcing.com\/about-us\/","ethicsPolicy":"https:\/\/moresourcing.com\/service\/"},{"@type":"Person","@id":"https:\/\/moresourcing.com\/#\/schema\/person\/2c9a233f0ad18413717419291cacdf69","name":"MS","image":{"@type":"ImageObject","inLanguage":"ar","@id":"https:\/\/moresourcing.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/fcff4c53e422761d0d6db624cdaf171933d38385c2c22c13ce39ea3918a9cd66?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/fcff4c53e422761d0d6db624cdaf171933d38385c2c22c13ce39ea3918a9cd66?s=96&d=mm&r=g","caption":"MS"},"sameAs":["https:\/\/moresourcing.com"],"url":"https:\/\/moresourcing.com\/ar\/author\/moresourcing\/"}]}},"_links":{"self":[{"href":"https:\/\/moresourcing.com\/ar\/wp-json\/wp\/v2\/posts\/8060","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/moresourcing.com\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/moresourcing.com\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/moresourcing.com\/ar\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/moresourcing.com\/ar\/wp-json\/wp\/v2\/comments?post=8060"}],"version-history":[{"count":0,"href":"https:\/\/moresourcing.com\/ar\/wp-json\/wp\/v2\/posts\/8060\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/moresourcing.com\/ar\/wp-json\/wp\/v2\/media\/8061"}],"wp:attachment":[{"href":"https:\/\/moresourcing.com\/ar\/wp-json\/wp\/v2\/media?parent=8060"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/moresourcing.com\/ar\/wp-json\/wp\/v2\/categories?post=8060"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/moresourcing.com\/ar\/wp-json\/wp\/v2\/tags?post=8060"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}