{"id":37795,"date":"2026-04-22T03:37:31","date_gmt":"2026-04-22T03:37:31","guid":{"rendered":"https:\/\/smartdev.com\/?post_type=glossary&#038;p=37795"},"modified":"2026-04-22T03:37:43","modified_gmt":"2026-04-22T03:37:43","slug":"ai-roi","status":"publish","type":"glossary","link":"https:\/\/smartdev.com\/de\/glossary-ai-roi\/","title":{"rendered":"AI ROI"},"content":{"rendered":"<div id=\"fws_69e967f573878\"  data-column-margin=\"default\" data-midnight=\"dark\"  class=\"wpb_row vc_row-fluid vc_row\"  style=\"padding-top: 0px; padding-bottom: 0px; \"><div class=\"row-bg-wrap\" data-bg-animation=\"none\" data-bg-animation-delay=\"\" data-bg-overlay=\"false\"><div class=\"inner-wrap row-bg-layer\" ><div class=\"row-bg viewport-desktop\"  style=\"\"><\/div><\/div><\/div><div class=\"row_col_wrap_12 col span_12 dark left\">\n\t<div  class=\"vc_col-sm-12 wpb_column column_container vc_column_container col no-extra-padding inherit_tablet inherit_phone flex_gap_desktop_10px\"  data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\n<div class=\"wpb_text_column wpb_content_element\" >\n\t<h3><span class=\"ez-toc-section\" id=\"TLDR\"><\/span>Kurz zusammengefasst<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<section class=\"text-token-text-primary w-full focus:outline-none &#091;--shadow-height:45px&#093; has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) &#091;&amp;:has(&#091;data-writing-block&#093;)&gt;*&#093;:pointer-events-auto &#091;content-visibility:auto&#093; supports-&#091;content-visibility:auto&#093;:&#091;contain-intrinsic-size:auto_100lvh&#093; R6Vx5W_threadScrollVars scroll-mb-&#091;calc(var(--scroll-root-safe-area-inset-bottom,0px)+var(--thread-response-height))&#093; scroll-mt-&#091;calc(var(--header-height)+min(200px,max(70px,20svh)))&#093;\" dir=\"auto\" data-turn-id=\"request-WEB:b078b31c-ca5d-4fb0-86a5-714e92bf2598-0\" data-testid=\"conversation-turn-2\" data-scroll-anchor=\"false\" data-turn=\"assistant\">\n<div class=\"text-base my-auto mx-auto pb-10 &#091;--thread-content-margin:var(--thread-content-margin-xs,calc(var(--spacing)*4))&#093; @w-sm\/main:&#091;--thread-content-margin:var(--thread-content-margin-sm,calc(var(--spacing)*6))&#093; @w-lg\/main:&#091;--thread-content-margin:var(--thread-content-margin-lg,calc(var(--spacing)*16))&#093; px-(--thread-content-margin)\">\n<div class=\"&#091;--thread-content-max-width:40rem&#093; @w-lg\/main:&#091;--thread-content-max-width:48rem&#093; mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden relative flex w-full min-w-0 flex-col agent-turn\">\n<div class=\"flex max-w-full flex-col gap-4 grow\">\n<div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal outline-none keyboard-focused:focus-ring &#091;.text-message+&amp;&#093;:mt-1\" dir=\"auto\" tabindex=\"0\" data-message-author-role=\"assistant\" data-message-id=\"1c4e3cac-c3c7-46c1-816b-65a0601311ff\" data-message-model-slug=\"gpt-5-3\" data-turn-start-message=\"true\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden\">\n<div class=\"markdown prose dark:prose-invert w-full wrap-break-word dark markdown-new-styling\">\n<p><img decoding=\"async\" class=\"alignnone wp-image-37811 size-full lazyload\" data-src=\"https:\/\/smartdev.com\/wp-content\/uploads\/2026\/04\/2.jpg\" alt=\"TL;DR AI ROI\" width=\"1920\" height=\"1080\" data-srcset=\"https:\/\/smartdev.com\/wp-content\/uploads\/2026\/04\/2.jpg 1920w, https:\/\/smartdev.com\/wp-content\/uploads\/2026\/04\/2-300x169.jpg 300w, https:\/\/smartdev.com\/wp-content\/uploads\/2026\/04\/2-1024x576.jpg 1024w, https:\/\/smartdev.com\/wp-content\/uploads\/2026\/04\/2-768x432.jpg 768w, https:\/\/smartdev.com\/wp-content\/uploads\/2026\/04\/2-1536x864.jpg 1536w, https:\/\/smartdev.com\/wp-content\/uploads\/2026\/04\/2-18x10.jpg 18w\" data-sizes=\"(max-width: 1920px) 100vw, 1920px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1920px; --smush-placeholder-aspect-ratio: 1920\/1080;\" \/><\/p>\n<ul data-start=\"0\" data-end=\"503\" data-is-last-node=\"\" data-is-only-node=\"\">\n<li data-section-id=\"1q0ja2c\" data-start=\"0\" data-end=\"195\">AI ROI is the measurable financial and operational return from AI, achieved only when organizations define value clearly, integrate AI into real workflows, and track outcomes from the outset.<\/li>\n<li data-section-id=\"nyjbs0\" data-start=\"197\" data-end=\"330\">While AI adoption is accelerating, proving tangible ROI remains difficult, especially beyond controlled demos and pilot projects.<\/li>\n<li data-section-id=\"vvghu\" data-start=\"332\" data-end=\"503\" data-is-last-node=\"\">The primary barriers to AI ROI are organizational challenges such as legacy systems, fragmented data, and lack of execution alignment, rather than technical limitations.<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<\/div>\n\n\n\n\n<div class=\"wpb_text_column wpb_content_element\" >\n\t<h3><span class=\"ez-toc-section\" id=\"What_Is_AI_ROI\"><\/span>What Is AI ROI?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/div>\n\n\n\n\n\t<div class=\"wpb_video_widget wpb_content_element vc_clearfix   vc_video-aspect-ratio-916 vc_video-el-width-30 vc_video-align-center\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t\n\t\t\t<div class=\"wpb_video_wrapper\"><iframe title=\"Do You Know The Real Numberr Behind AI ROI? Just 40 Seconds to Catch Information\" width=\"174\" height=\"309\" data-src=\"https:\/\/www.youtube.com\/embed\/yfxlzZGYqms?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" data-load-mode=\"1\"><\/iframe><\/div>\n\t\t<\/div>\n\t<\/div>\n\n<div class=\"wpb_text_column wpb_content_element\" >\n\t<section class=\"text-token-text-primary w-full focus:outline-none &#091;--shadow-height:45px&#093; has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) &#091;&amp;:has(&#091;data-writing-block&#093;)&gt;*&#093;:pointer-events-auto &#091;content-visibility:auto&#093; supports-&#091;content-visibility:auto&#093;:&#091;contain-intrinsic-size:auto_100lvh&#093; R6Vx5W_threadScrollVars scroll-mb-&#091;calc(var(--scroll-root-safe-area-inset-bottom,0px)+var(--thread-response-height))&#093; scroll-mt-&#091;calc(var(--header-height)+min(200px,max(70px,20svh)))&#093;\" dir=\"auto\" data-turn-id=\"request-WEB:b078b31c-ca5d-4fb0-86a5-714e92bf2598-1\" data-testid=\"conversation-turn-4\" data-scroll-anchor=\"false\" data-turn=\"assistant\">\n<div class=\"text-base my-auto mx-auto pb-10 &#091;--thread-content-margin:var(--thread-content-margin-xs,calc(var(--spacing)*4))&#093; @w-sm\/main:&#091;--thread-content-margin:var(--thread-content-margin-sm,calc(var(--spacing)*6))&#093; @w-lg\/main:&#091;--thread-content-margin:var(--thread-content-margin-lg,calc(var(--spacing)*16))&#093; px-(--thread-content-margin)\">\n<div class=\"&#091;--thread-content-max-width:40rem&#093; @w-lg\/main:&#091;--thread-content-max-width:48rem&#093; mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden relative flex w-full min-w-0 flex-col agent-turn\">\n<div class=\"flex max-w-full flex-col gap-4 grow\">\n<div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal outline-none keyboard-focused:focus-ring &#091;.text-message+&amp;&#093;:mt-1\" dir=\"auto\" tabindex=\"0\" data-message-author-role=\"assistant\" data-message-id=\"559d97e5-858a-4564-a53e-1f3fcb053a71\" data-message-model-slug=\"gpt-5-3\" data-turn-start-message=\"true\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden\">\n<div class=\"markdown prose dark:prose-invert w-full wrap-break-word dark markdown-new-styling\">\n<p data-start=\"0\" data-end=\"314\">AI ROI refers to the financial and operational value generated from investments in artificial intelligence. It is typically assessed by weighing the net gains, such as reduced costs, fewer errors, and increased revenue, against the full cost of implementation, including data preparation and talent requirements.<\/p>\n<p data-start=\"316\" data-end=\"411\"><img decoding=\"async\" class=\"alignnone wp-image-37812 size-full lazyload\" data-src=\"https:\/\/smartdev.com\/wp-content\/uploads\/2026\/04\/3.jpg\" alt=\"\" width=\"1920\" height=\"1080\" data-srcset=\"https:\/\/smartdev.com\/wp-content\/uploads\/2026\/04\/3.jpg 1920w, https:\/\/smartdev.com\/wp-content\/uploads\/2026\/04\/3-300x169.jpg 300w, https:\/\/smartdev.com\/wp-content\/uploads\/2026\/04\/3-1024x576.jpg 1024w, https:\/\/smartdev.com\/wp-content\/uploads\/2026\/04\/3-768x432.jpg 768w, https:\/\/smartdev.com\/wp-content\/uploads\/2026\/04\/3-1536x864.jpg 1536w, https:\/\/smartdev.com\/wp-content\/uploads\/2026\/04\/3-18x10.jpg 18w\" data-sizes=\"(max-width: 1920px) 100vw, 1920px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1920px; --smush-placeholder-aspect-ratio: 1920\/1080;\" \/><\/p>\n<p data-start=\"316\" data-end=\"411\">A key challenge in evaluating AI ROI is that it is often not clearly defined from the outset. In reality, the return from AI is not determined by how advanced or accurate the models are, but by the tangible value they deliver across the organization. Meaningful ROI only occurs when AI initiatives are directly aligned with core business priorities such as cost efficiency, productivity improvement, risk reduction, or revenue growth.<\/p>\n<p data-start=\"757\" data-end=\"826\">In practice, AI ROI can be understood across three distinct layers:<\/p>\n<ul>\n<li data-start=\"757\" data-end=\"826\">Financial ROI focuses on measurable cost savings, such as automation-driven efficiency, reduced cost-to-serve, and minimized errors or rework. These are typically the most immediate and easiest benefits to quantify.<\/li>\n<li data-start=\"757\" data-end=\"826\">Operational ROI reflects how AI reshapes workflows and processes. Improvements such as faster decision-making, shorter cycle times, higher output quality, and reduced manual intervention often generate value beyond direct financial gains.<\/li>\n<li data-start=\"757\" data-end=\"826\">Strategic ROI captures long-term advantages, including scalability, organizational agility, and the ability to respond more quickly to market changes. While more difficult to quantify, these benefits are essential in dynamic and competitive environments.<\/li>\n<\/ul>\n<p data-start=\"1547\" data-end=\"1764\" data-is-last-node=\"\" data-is-only-node=\"\">Ultimately, AI ROI is not about speculative potential. It follows the same fundamental principle as previous technological advancements: value is created when productivity improves in ways that matter to the business.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<\/div>\n\n\n\n\n\t\t\t<\/div> \n\t\t<\/div>\n\t<\/div> \n<\/div><\/div>\n\t\t<div id=\"fws_69e967f5747cc\"  data-column-margin=\"default\" data-midnight=\"dark\"  class=\"wpb_row vc_row-fluid vc_row\"  style=\"padding-top: 0px; padding-bottom: 0px; \"><div class=\"row-bg-wrap\" data-bg-animation=\"none\" data-bg-animation-delay=\"\" data-bg-overlay=\"false\"><div class=\"inner-wrap row-bg-layer\" ><div class=\"row-bg viewport-desktop\"  style=\"\"><\/div><\/div><\/div><div class=\"row_col_wrap_12 col span_12 dark left\">\n\t<div  class=\"vc_col-sm-12 wpb_column column_container vc_column_container col no-extra-padding inherit_tablet inherit_phone flex_gap_desktop_10px\"  data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\n<div class=\"wpb_text_column wpb_content_element\" >\n\t<h3 id=\"what-are-the-benefits-of-the-agile-development-methodology\"><span class=\"ez-toc-section\" id=\"Why_Does_AI_ROI_Make_Unsatisfied\"><\/span>Why Does AI ROI Make Unsatisfied?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"flex flex-col text-sm pb-25\">\n<section class=\"text-token-text-primary w-full focus:outline-none &#091;--shadow-height:45px&#093; has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) &#091;&amp;:has(&#091;data-writing-block&#093;)&gt;*&#093;:pointer-events-auto scroll-mt-&#091;calc(var(--header-height)+min(200px,max(70px,20svh)))&#093;\" dir=\"auto\" data-turn-id=\"request-WEB:befdb116-4d70-43b2-a1ff-805b1aa0e422-3\" data-testid=\"conversation-turn-8\" data-scroll-anchor=\"true\" data-turn=\"assistant\">\n<div class=\"text-base my-auto mx-auto pb-10 &#091;--thread-content-margin:var(--thread-content-margin-xs,calc(var(--spacing)*4))&#093; @w-sm\/main:&#091;--thread-content-margin:var(--thread-content-margin-sm,calc(var(--spacing)*6))&#093; @w-lg\/main:&#091;--thread-content-margin:var(--thread-content-margin-lg,calc(var(--spacing)*16))&#093; px-(--thread-content-margin)\">\n<div class=\"&#091;--thread-content-max-width:40rem&#093; @w-lg\/main:&#091;--thread-content-max-width:48rem&#093; mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden relative flex w-full min-w-0 flex-col agent-turn\">\n<h4>1. Weak Technology<\/h4>\n<p data-start=\"409\" data-end=\"867\">Most AI initiatives underperform not because of weak technology, but because they never become part of everyday operations. It\u00a0that only a limited number of projects scale successfully, largely due to organizational constraints. A common pattern is that companies layer AI onto existing processes without redesigning them, resulting in systems that technically work but fail to drive meaningful change.<\/p>\n<h4>2. Measurement and Cost Visibility<\/h4>\n<p data-start=\"869\" data-end=\"1327\">Another critical issue lies in measurement and cost visibility. Without clear baseline KPIs, organizations cannot demonstrate improvement, even when it exists. At the same time, research from <span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">IBM Research<\/span><\/span> highlights that much of the real effort in AI adoption involves data preparation, system integration, and resolving technical debt. When these factors are underestimated, initial ROI projections quickly erode during execution.<\/p>\n<h4>3. Scaling AI Use Case<\/h4>\n<section class=\"text-token-text-primary w-full focus:outline-none &#091;--shadow-height:45px&#093; has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) &#091;&amp;:has(&#091;data-writing-block&#093;)&gt;*&#093;:pointer-events-auto &#091;content-visibility:auto&#093; supports-&#091;content-visibility:auto&#093;:&#091;contain-intrinsic-size:auto_100lvh&#093; R6Vx5W_threadScrollVars scroll-mb-&#091;calc(var(--scroll-root-safe-area-inset-bottom,0px)+var(--thread-response-height))&#093; scroll-mt-&#091;calc(var(--header-height)+min(200px,max(70px,20svh)))&#093;\" dir=\"auto\" data-turn-id=\"request-WEB:b078b31c-ca5d-4fb0-86a5-714e92bf2598-3\" data-testid=\"conversation-turn-8\" data-scroll-anchor=\"false\" data-turn=\"assistant\">\n<div class=\"text-base my-auto mx-auto pb-10 &#091;--thread-content-margin:var(--thread-content-margin-xs,calc(var(--spacing)*4))&#093; @w-sm\/main:&#091;--thread-content-margin:var(--thread-content-margin-sm,calc(var(--spacing)*6))&#093; @w-lg\/main:&#091;--thread-content-margin:var(--thread-content-margin-lg,calc(var(--spacing)*16))&#093; px-(--thread-content-margin)\">\n<div class=\"&#091;--thread-content-max-width:40rem&#093; @w-lg\/main:&#091;--thread-content-max-width:48rem&#093; mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden relative flex w-full min-w-0 flex-col agent-turn\">\n<div class=\"flex max-w-full flex-col gap-4 grow\">\n<div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal outline-none keyboard-focused:focus-ring &#091;.text-message+&amp;&#093;:mt-1\" dir=\"auto\" tabindex=\"0\" data-message-author-role=\"assistant\" data-message-id=\"ad73ed12-4988-42ad-bc7d-ed942dfea21e\" data-message-model-slug=\"gpt-5-3\" data-turn-start-message=\"true\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden\">\n<div class=\"markdown prose dark:prose-invert w-full wrap-break-word dark markdown-new-styling\">\n<p data-start=\"1329\" data-end=\"1825\" data-is-last-node=\"\" data-is-only-node=\"\">Finally, scaling remains the biggest challenge. Findings from <span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">MIT Sloan<\/span><\/span> indicate that while enterprise-wide transformation is still limited, smaller, focused AI applications can already deliver tangible value when properly integrated. As emphasized by <span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">SAFT<\/span><\/span>, ROI must be tied to specific use cases and measurable outcomes. Without this level of focus, AI investments remain stuck in pilot stages and fail to generate defensible returns.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<\/div>\n<\/div>\n<\/section>\n<\/div>\n<\/div>\n\n\n\n\n\t\t\t<\/div> \n\t\t<\/div>\n\t<\/div> \n<\/div><\/div>\n\t\t<div id=\"fws_69e967f574b0d\"  data-column-margin=\"default\" data-midnight=\"dark\"  class=\"wpb_row vc_row-fluid vc_row\"  style=\"padding-top: 0px; padding-bottom: 0px; \"><div class=\"row-bg-wrap\" data-bg-animation=\"none\" data-bg-animation-delay=\"\" data-bg-overlay=\"false\"><div class=\"inner-wrap row-bg-layer\" ><div class=\"row-bg viewport-desktop\"  style=\"\"><\/div><\/div><\/div><div class=\"row_col_wrap_12 col span_12 dark left\">\n\t<div  class=\"vc_col-sm-12 wpb_column column_container vc_column_container col no-extra-padding inherit_tablet inherit_phone flex_gap_desktop_10px\"  data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\n<div class=\"wpb_text_column wpb_content_element\" >\n\t<h3 aria-level=\"2\"><span class=\"ez-toc-section\" id=\"How_To_Calculate_AI_ROI_In_Realistic\"><\/span><span data-contrast=\"none\">How To Calculate AI ROI In Realistic<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p data-start=\"0\" data-end=\"230\">AI ROI can be calculated by taking the total value generated, subtracting the total cost of ownership (TCO), and then dividing the result by the TCO. The final figure is typically expressed as a percentage by multiplying by 100. To ensure accuracy, it is essential to account for all costs involved, including less visible factors such as data preparation, system integration, and employee training.<\/p>\n<p data-start=\"0\" data-end=\"230\">The formula:\u00a0<em>AI ROI = (Net Gain from Investment \/ Total Investment Cost) x 100<\/em><\/p>\n<h3 data-start=\"0\" data-end=\"230\"><span class=\"ez-toc-section\" id=\"What_Are_Core_Checklist_to_Calculate_AI_ROI\"><\/span>What Are Core Checklist to Calculate AI ROI<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><b><span data-contrast=\"auto\">1. Step 1: Start with one specific use case<\/span><\/b><\/h4>\n<section class=\"text-token-text-primary w-full focus:outline-none &#091;--shadow-height:45px&#093; has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) &#091;&amp;:has(&#091;data-writing-block&#093;)&gt;*&#093;:pointer-events-auto &#091;content-visibility:auto&#093; supports-&#091;content-visibility:auto&#093;:&#091;contain-intrinsic-size:auto_100lvh&#093; R6Vx5W_threadScrollVars scroll-mb-&#091;calc(var(--scroll-root-safe-area-inset-bottom,0px)+var(--thread-response-height))&#093; scroll-mt-&#091;calc(var(--header-height)+min(200px,max(70px,20svh)))&#093;\" dir=\"auto\" data-turn-id=\"request-WEB:b078b31c-ca5d-4fb0-86a5-714e92bf2598-5\" data-testid=\"conversation-turn-12\" data-scroll-anchor=\"false\" data-turn=\"assistant\">\n<div class=\"text-base my-auto mx-auto pb-10 &#091;--thread-content-margin:var(--thread-content-margin-xs,calc(var(--spacing)*4))&#093; @w-sm\/main:&#091;--thread-content-margin:var(--thread-content-margin-sm,calc(var(--spacing)*6))&#093; @w-lg\/main:&#091;--thread-content-margin:var(--thread-content-margin-lg,calc(var(--spacing)*16))&#093; px-(--thread-content-margin)\">\n<div class=\"&#091;--thread-content-max-width:40rem&#093; @w-lg\/main:&#091;--thread-content-max-width:48rem&#093; mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden relative flex w-full min-w-0 flex-col agent-turn\">\n<div class=\"flex max-w-full flex-col gap-4 grow\">\n<div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal outline-none keyboard-focused:focus-ring &#091;.text-message+&amp;&#093;:mt-1\" dir=\"auto\" tabindex=\"0\" data-message-author-role=\"assistant\" data-message-id=\"a5cbe2ec-9222-4b39-a4cd-3ea5cfe1e6ee\" data-message-model-slug=\"gpt-5-3\" data-turn-start-message=\"true\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden\">\n<div class=\"markdown prose dark:prose-invert w-full wrap-break-word dark markdown-new-styling\">\n<ul data-start=\"0\" data-end=\"234\" data-is-last-node=\"\" data-is-only-node=\"\">\n<li data-start=\"0\" data-end=\"48\">Which process or decision is being enhanced?<\/li>\n<li data-start=\"49\" data-end=\"123\">Who are the users involved, and how frequently do they engage with it?<\/li>\n<li data-start=\"124\" data-end=\"234\" data-is-last-node=\"\">Which business outcome does it influence: cost efficiency, productivity, risk management, or revenue growth?<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<h4><b><span data-contrast=\"auto\">2. Step 2: Define your business&#8217;s KPIs (Before AI)<\/span><\/b><\/h4>\n<p>You need a clear reference point to start with. Select a small set of operational metrics that describe current performance:<\/p>\n<section class=\"text-token-text-primary w-full focus:outline-none &#091;--shadow-height:45px&#093; has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) &#091;&amp;:has(&#091;data-writing-block&#093;)&gt;*&#093;:pointer-events-auto &#091;content-visibility:auto&#093; supports-&#091;content-visibility:auto&#093;:&#091;contain-intrinsic-size:auto_100lvh&#093; R6Vx5W_threadScrollVars scroll-mb-&#091;calc(var(--scroll-root-safe-area-inset-bottom,0px)+var(--thread-response-height))&#093; scroll-mt-&#091;calc(var(--header-height)+min(200px,max(70px,20svh)))&#093;\" dir=\"auto\" data-turn-id=\"request-WEB:b078b31c-ca5d-4fb0-86a5-714e92bf2598-6\" data-testid=\"conversation-turn-14\" data-scroll-anchor=\"false\" data-turn=\"assistant\">\n<div class=\"text-base my-auto mx-auto pb-10 &#091;--thread-content-margin:var(--thread-content-margin-xs,calc(var(--spacing)*4))&#093; @w-sm\/main:&#091;--thread-content-margin:var(--thread-content-margin-sm,calc(var(--spacing)*6))&#093; @w-lg\/main:&#091;--thread-content-margin:var(--thread-content-margin-lg,calc(var(--spacing)*16))&#093; px-(--thread-content-margin)\">\n<div class=\"&#091;--thread-content-max-width:40rem&#093; @w-lg\/main:&#091;--thread-content-max-width:48rem&#093; mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden relative flex w-full min-w-0 flex-col agent-turn\">\n<div class=\"flex max-w-full flex-col gap-4 grow\">\n<div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal outline-none keyboard-focused:focus-ring &#091;.text-message+&amp;&#093;:mt-1\" dir=\"auto\" tabindex=\"0\" data-message-author-role=\"assistant\" data-message-id=\"a293685b-4f24-43b5-a353-a9bd97fc49f6\" data-message-model-slug=\"gpt-5-3\" data-turn-start-message=\"true\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden\">\n<div class=\"markdown prose dark:prose-invert w-full wrap-break-word dark markdown-new-styling\">\n<ul data-start=\"0\" data-end=\"195\" data-is-last-node=\"\" data-is-only-node=\"\">\n<li data-start=\"0\" data-end=\"36\">Total end-to-end processing time<\/li>\n<li data-start=\"37\" data-end=\"77\">Cost per transaction or service case<\/li>\n<li data-start=\"78\" data-end=\"119\">Rate of errors, rework, or exceptions<\/li>\n<li data-start=\"120\" data-end=\"152\">Output capacity per employee<\/li>\n<li data-start=\"153\" data-end=\"195\" data-is-last-node=\"\">Time required for decisions or approvals<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<h4><b><span data-contrast=\"auto\">3. Step 3: Identify the value drivers (After AI)<\/span><\/b><\/h4>\n<div class=\"flex flex-col text-sm pb-25\">\n<section class=\"text-token-text-primary w-full focus:outline-none &#091;--shadow-height:45px&#093; has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) &#091;&amp;:has(&#091;data-writing-block&#093;)&gt;*&#093;:pointer-events-auto scroll-mt-&#091;calc(var(--header-height)+min(200px,max(70px,20svh)))&#093;\" dir=\"auto\" data-turn-id=\"request-WEB:befdb116-4d70-43b2-a1ff-805b1aa0e422-6\" data-testid=\"conversation-turn-14\" data-scroll-anchor=\"true\" data-turn=\"assistant\">\n<div class=\"text-base my-auto mx-auto pb-10 &#091;--thread-content-margin:var(--thread-content-margin-xs,calc(var(--spacing)*4))&#093; @w-sm\/main:&#091;--thread-content-margin:var(--thread-content-margin-sm,calc(var(--spacing)*6))&#093; @w-lg\/main:&#091;--thread-content-margin:var(--thread-content-margin-lg,calc(var(--spacing)*16))&#093; px-(--thread-content-margin)\">\n<div class=\"&#091;--thread-content-max-width:40rem&#093; @w-lg\/main:&#091;--thread-content-max-width:48rem&#093; mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden relative flex w-full min-w-0 flex-col agent-turn\">\n<div class=\"flex max-w-full flex-col gap-4 grow\">\n<div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal outline-none keyboard-focused:focus-ring &#091;.text-message+&amp;&#093;:mt-1\" dir=\"auto\" tabindex=\"0\" data-message-author-role=\"assistant\" data-message-id=\"684f74ec-86b0-4c7b-bc77-2a7fa1d6907d\" data-message-model-slug=\"gpt-5-3\" data-turn-start-message=\"true\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden\">\n<div class=\"markdown prose dark:prose-invert w-full wrap-break-word dark markdown-new-styling\">\n<p>Typical AI value drivers include:<\/p>\n<ul role=\"list\">\n<li>Time saved on repetitive or manual work<\/li>\n<li>Lower cost-to-serve<\/li>\n<li>Reduced errors or rework<\/li>\n<li>Faster or more consistent decisions<\/li>\n<li>Increased capacity with the same team<\/li>\n<\/ul>\n<h4><b><span data-contrast=\"auto\">4. Step 4: Account for the full of cost of AI\u00a0<\/span><\/b><\/h4>\n<p>This includes many implementation cost from software, integration with current systems, data preparation and cleanup, governance, security and training and process changes for future.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<\/div>\n<h3 aria-level=\"2\"><span class=\"ez-toc-section\" id=\"Other_Related_Terms\"><\/span><span data-contrast=\"none\">Other Related Terms:<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><a href=\"https:\/\/smartdev.com\/de\/glossary-ai-governance\/\"><strong>1. AI Governance\u00a0<\/strong><\/a><\/h4>\n<p><span class=\"TextRun SCXW124716438 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW124716438 BCX0\">AI governance ensures AI systems\u00a0<\/span><span class=\"NormalTextRun SCXW124716438 BCX0\">arbeiten<\/span><span class=\"NormalTextRun SCXW124716438 BCX0\"> responsibly, transparently, and in compliance with regulations to reduce <span class=\"TextRun SCXW139983460 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW139983460 BCX0\">risks related to bias, security, and reliability. It also supports for business value in building trust, strengthens oversight and supporting AI adoption.\u00a0<\/span><\/span><\/span><\/span><\/p>\n<h4><a href=\"https:\/\/smartdev.com\/de\/glossary-ai-transformation\/\"><strong>2. AI Transformation\u00a0<\/strong><\/a><\/h4>\n<p><span class=\"TextRun SCXW64097189 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW64097189 BCX0\">It refers to the strategic integration of artificial intelligence across business processes, operating models, and decision-making frameworks to fundamentally improve how organizations create value.<\/span><\/span><span class=\"EOP Selected SCXW64097189 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\"> Moreover, it <span class=\"NormalTextRun SCXW156237901 BCX0\">involves reshaping workflows, skills, technology architecture, and organizational culture to\u00a0<\/span><span class=\"NormalTextRun SCXW156237901 BCX0\">Hebelwirkung<\/span><span class=\"NormalTextRun SCXW156237901 BCX0\"> AI at scale.\u00a0<\/span><\/span><\/p>\n<h4><a href=\"https:\/\/smartdev.com\/de\/glossary-responsible-ai\/\"><strong>3. Responsible AI\u00a0<\/strong><\/a><\/h4>\n<p><span class=\"TextRun MacChromeBold SCXW52837936 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW52837936 BCX0\">Verantwortungsvolle KI<\/span><\/span><span class=\"TextRun SCXW52837936 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW52837936 BCX0\">\u00a0refers to the development, deployment, and use of artificial intelligence systems in a way that is ethical, transparent, fair, and aligned with societal values. It ensures that AI technologies\u00a0<\/span><span class=\"NormalTextRun SCXW52837936 BCX0\">arbeiten<\/span><span class=\"NormalTextRun SCXW52837936 BCX0\">\u00a0safely, respect user privacy, minimize bias, and remain accountable to human oversight.<\/span><\/span><span class=\"EOP Selected SCXW52837936 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<\/div>\n\n\n\n\n\t\t\t<\/div> \n\t\t<\/div>\n\t<\/div> \n<\/div><\/div>","protected":false},"excerpt":{"rendered":"TL;DR AI ROI is the measurable financial and operational return from AI, achieved only 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