{"id":118495,"date":"2026-02-25T10:00:52","date_gmt":"2026-02-25T03:00:52","guid":{"rendered":"https:\/\/wp.eastgate-software.com\/?p=118495"},"modified":"2026-04-01T15:20:08","modified_gmt":"2026-04-01T08:20:08","slug":"ai-projects-stalling-fix-fragmented-workflows-to-unlock-roi","status":"publish","type":"post","link":"https:\/\/wp.eastgate-software.com\/jp\/ai-projects-stalling-fix-fragmented-workflows-to-unlock-roi\/","title":{"rendered":"AI Projects Stalling? Fix Fragmented Workflows to Unlock ROI"},"content":{"rendered":"<p><span data-contrast=\"auto\">AI adoption is accelerating, yet many enterprises\u00a0report\u00a0stalled initiatives and limited ROI. The issue is not model performance. It is outdated, fragmented workflows. This AI project stalled scenario often stems from layering intelligent systems onto operating models designed for slower, manual coordination.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">For decades, enterprises relied on \u201csystems of record\u201d supported by human intervention. Employees reconciled spreadsheets, chased approvals by email, and manually\u00a0connected\u00a0disconnected platforms. That structure worked in predictable environments. Today\u2019s markets demand real-time decisions across volatile supply chains, pricing, and customer expectations. McKinsey research shows 82% of supply chain leaders report tariff-related disruption affecting 20\u201340% of operations. Decision tempo has increased, but workflows have not evolved.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">AI exposes these structural gaps. Agentic systems assume clean data flows, visible commitments, and automated propagation of changes across functions. When those assumptions fail, pilots succeed in isolation but collapse at scale. Boston Consulting Group\u00a0identifies\u00a0this as an \u201cAI Adoption Puzzle\u201d: companies move beyond pilots, yet few see bottom-line impact because fragmented processes\u00a0remain\u00a0untouched.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">The shift underway moves enterprises from \u201csystems of record\u201d to \u201csystems of agency.\u201d Instead of documenting history, systems must orchestrate future actions. That transition requires three foundational steps:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">System-level visibility:<\/span><\/b><span data-contrast=\"auto\">\u00a0Shared data definitions and cross-functional transparency.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Contextual intelligence:<\/span><\/b><span data-contrast=\"auto\">\u00a0Agents that summarize, route, and prepare decisions within live workflows.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Event-driven orchestration:<\/span><\/b><span data-contrast=\"auto\">\u00a0Autonomous action triggered by verified events, with human escalation where judgment is\u00a0required.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">Autonomy is not a software feature. It is the outcome of clarity. Organizations that redesign workflows, align governance, and embed trusted data foundations will unlock AI leverage. Those that simply accelerate fragmented processes will amplify inefficiencies.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Enterprise AI success depends less on selecting better models and more on rebuilding the operating model that intelligence runs on.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"auto\">\u30bd\u30fc\u30b9\uff1a<\/span><\/b><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.zdnet.com\/article\/ai-project-stalled-outdated-workflows-cognitive-industrial-revolution\/\"><span data-contrast=\"none\">https:\/\/www.zdnet.com\/article\/ai-project-stalled-outdated-workflows-cognitive-industrial-revolution\/<\/span><\/a><span data-contrast=\"auto\">\u00a0<\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>AI adoption is accelerating, yet many enterprises\u00a0report\u00a0stalled initiatives and limited ROI. The issue is not model performance. It is outdated, fragmented workflows. This AI project stalled scenario often stems from layering intelligent systems onto operating models designed for slower, manual coordination.\u00a0 For decades, enterprises relied on \u201csystems of record\u201d supported by human intervention. Employees reconciled spreadsheets, chased approvals by email, and manually\u00a0connected\u00a0disconnected platforms. That structure worked in predictable environments. Today\u2019s markets demand real-time decisions across volatile supply chains, pricing, and customer expectations. McKinsey research shows 82% of supply chain leaders report tariff-related disruption affecting 20\u201340% of operations. Decision tempo has increased, but workflows have not evolved.\u00a0 AI exposes these structural [&hellip;]<\/p>","protected":false},"author":238283293,"featured_media":118497,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_crdt_document":"","inline_featured_image":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1584],"tags":[1488,1738,1695],"class_list":["post-118495","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-enthusiast","tag-ai","tag-projects","tag-roi"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.4 (Yoast SEO v27.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>AI Projects Stalling? Fix Fragmented Workflows to Unlock ROI - Eastgate Software<\/title>\n<meta name=\"description\" content=\"Many AI projects fail due to outdated, siloed workflows. 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