{"id":539547,"date":"2026-11-12T17:51:45","date_gmt":"2026-11-12T17:51:45","guid":{"rendered":"https:\/\/www.capgemini.com\/pt-en\/?post_type=research-and-insight&#038;p=539547"},"modified":"2026-11-12T17:51:47","modified_gmt":"2026-11-12T17:51:47","slug":"ai-economics","status":"publish","type":"research-and-insight","link":"https:\/\/www.capgemini.com\/pt-en\/insights\/research-library\/ai-economics\/","title":{"rendered":"AI economics Research Snapshot"},"content":{"rendered":"\n<header class=\"wp-block-cg-blocks-hero-reusable header heroReusable  \"><div class=\"header-bgs\"><picture><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/DotCom_Banner_2880X1800.jpg.jpg?w=2880&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/DotCom_Banner_2880X1800.jpg.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 1500px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/DotCom_Banner_2880X1800.jpg.jpg?w=1440&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/DotCom_Banner_2880X1800.jpg.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 992px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/DotCom_Banner_2880X1800.jpg.jpg?w=1024&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/DotCom_Banner_2880X1800.jpg.jpg?w=1024&amp;quality=70 2x\" media=\"(min-width: 768px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/DotCom_Banner_2880X1800.jpg.jpg?w=768&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/DotCom_Banner_2880X1800.jpg.jpg?w=768&amp;quality=70 2x\" media=\"(min-width: 0)\"\/><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/DotCom_Banner_2880X1800.jpg.jpg\" class=\"header-img header-img-d\" alt=\"\" style=\"object-fit:cover;object-position:50% 50%\" loading=\"eager\"\/><\/picture><\/div><div class=\"heroPictureCardHeaderShape\"><\/div><div class=\"container\"><div class=\"row\"><div class=\"col-md-12\"><div class=\"box\"><div class=\"boxTagWrapper\"><div class=\"tagInfo\"><div><span class=\"box-tag\">Data and AI<\/span><\/div><\/div><div class=\"brandInfo\"><div class=\"brandLogo\"><img decoding=\"async\" loading=\"lazy\" src=\"\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-research-institute-white.svg\" alt=\"capgemini-research-institute\" class=\"dark\"\/><img decoding=\"async\" loading=\"lazy\" src=\"\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-research-institute.svg\" alt=\"capgemini-research-institute\" class=\"light\"\/><\/div><\/div><\/div><div class=\"box-title\"><h1 data-maxlength=\"34\">Research Snapshot: The cost of intelligence<\/h1><\/div><h2 class=\"reasearchInsightTitle\"><strong>Can organizations explain what their AI investment is really buying?<\/strong><\/h2><div class=\"inner-row-insight download-btn\"><div class=\"col-md-4 downloadFiles addPadding\"><a class=\"button-download--small\" type=\"download\" href=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/11\/AI_Economics.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><span>Download the snapshot<\/span><span class=\"type\">997 KB pdf<\/span><\/a><\/div><\/div><\/div><\/div><\/div><\/div><\/header>\n\n\n\n<section class=\"wp-block-cg-blocks-group section section--article-content\"><div class=\"article-main-content\"><div class=\"container\"><div class=\"grid-container\"><div class=\"col-12 col-md-2\"><nav class=\"article-social\"><ul class=\"social-nav\"><li class=\"ip-order-fb\"><a href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https:\/\/www.capgemini.com\/?post_type=research-and-insight&amp;p=1247281\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><i aria-hidden=\"true\" class=\"icon-fb\"><\/i><span class=\"sr-only\">Facebook<\/span><\/a><\/li><li class=\"ip-order-li\"><a href=\"https:\/\/www.linkedin.com\/shareArticle?url=https:\/\/www.capgemini.com\/?post_type=research-and-insight&amp;p=1247281\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><span class=\"sr-only\">Linkedin<\/span><\/a><\/li><\/ul><\/nav><\/div><div><div class=\"article-text article-quote-text\">\n<h2 id=\"h-the-rapid-evolution-of-ai-economics-has-caught-many-organizations-off-guard\" class=\"wp-block-heading\">The rapid evolution of AI economics has caught many organizations off-guard.<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">More than half of surveyed executives are now concerned about AI costs, up from 45% 12 months earlier. Nearly three in five executives said their organization\u2019s AI expenditure was significantly higher than expected or budgeted in the past 12 months. Among those reporting an overrun, expenditure was 24% above expectations or budget on average.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The challenge extends beyond controlling expenditure. Many organizations lack a complete view of the direct and indirect costs associated with AI, making it difficult to forecast spending, demonstrate returns, and identify which investments create measurable value.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Our research snapshot, <em>The cost of intelligence<\/em> examines examines the changing economics of enterprise AI and how organizations can connect spending more closely to outcomes. The findings are based on a September 2026 survey of 500 senior executives.<\/p>\n\n\n\n<h2 id=\"h-our-findings-at-a-glance\" class=\"wp-block-heading\"><strong>Our findings at a glance<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Cost overruns are becoming commonplace<\/strong><br>Nearly three in five executives reported significantly higher-than-expected or budgeted AI expenditure in the past 12 months.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Most organizations lack an enterprise-wide view of AI costs<\/strong><br>60% of organizations still lack consistent, enterprise-wide visibility into AI costs<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>A significant share of expenditure cannot be tied to verified outcomes<\/strong><br>Among organizations able to estimate expenditure coverage, 61% of AI spending can be systematically tracked, but only 45% can be connected to verified business value.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Organizations are tightening controls rather than rethinking AI delivery<\/strong><br>Among organizations reporting cost overruns, 53% responded by controlling expenditure, while 20% reconsidered the tools or processes involved.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>AI investment decisions are becoming more cross-functional<\/strong><br>CFOs now help approve major AI investments at <strong>52% of organizations<\/strong>, up from <strong>42%<\/strong> a year ago. Involvement from business-unit leaders and chief AI or data officers has also increased.<\/p>\n\n\n\n<h2 id=\"h-improving-the-economics-of-ai-at-scale\" class=\"wp-block-heading\">Improving the economics of AI at scale<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Organizations can improve AI economics by making the full cost and value of AI outcomes visible through AI FinOps and outcome-based metrics. Clear accountability and spending guardrails can strengthen governance, while smarter model selection and workflow design can improve cost, quality, and reliability. The Snapshot also recommends using AI Yield to guide investment decisions and fostering a culture of responsible experimentation that rewards measurable value over AI activity.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/11\/AI_Economics.pdf\" type=\"link\" id=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/11\/AI_Economics.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Read the full AI Economics Snapshot<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Explore why AI costs are exceeding expectations, where visibility breaks down, and how organizations can connect AI expenditure more closely to verified business value.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a id=\"_msocom_1\"><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a id=\"_msocom_1\"><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a id=\"_msocom_1\"><\/a><\/p>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"wp-block-cg-blocks-call-to-action undefined is-style-cg-secondary-3 call-to-action-block\"><div class=\"container\"><div class=\"call-to-action-block-content-wrapper has-description\"><div class=\"text-wrapper has-description\"><h3 class=\"title\" data-maxlength=\"144\">Stay informed<\/h3><p class=\"description\" data-maxlength=\"210\">Subscribe to have the latest reports from the Capgemini Research Institute delivered direct to your inbox.<\/p><\/div><div class=\"button-wrapper has-description\"><a class=\"cta-btn action-valid\" data-bs-toggle=\"modal\" data-bs-target=\"#CTA8a45928e_bb7f_4615_b632_ab7f778bf353\" data-maxlength=\"24\" tabindex=\"0\" href=\"#\"> Subscribe <\/a><\/div><div class=\"modal cta-frontend-modal-wrapper\" id=\"CTA8a45928e_bb7f_4615_b632_ab7f778bf353\"><div class=\"modal-dialog modal-lg modal-dialog-centered modal-dialog-scrollable cta-frontend-modal\"><div class=\"modal-content\"><div class=\"modal-header\"><button type=\"button\" class=\"btn-close\" data-bs-dismiss=\"modal\" aria-label=\"close\"> <\/button><\/div><div class=\"modal-body\"><div class=\"logo-wrapper\"><img decoding=\"async\" loading=\"lazy\" src=\"\/wp-content\/themes\/capgemini2025\/assets\/images\/logo-white.svg\" alt=\"logo\" class=\"dark\"\/><img decoding=\"async\" loading=\"lazy\" src=\"\/wp-content\/themes\/capgemini2025\/assets\/images\/logo.svg\" alt=\"logo\" class=\"light\"\/><\/div><h4 class=\"form-title\">Stay informed<\/h4>\t\t<div class=\"mf_forms__container \">\n\t\t\t\t\t\t\t\t<form id=\"mf_form_344265_541635019\" class=\"mf_form__form row needs-validation\" action=\"\" method=\"post\" enctype=\"multipart\/form-data\" data-nosnippet>\n\t\t\t<div class=\"col-12\">\n\t\t\t\t<div class=\"asterisk_title\">\n\t\t\t\t\t<p><span class=\"star-required\">*<\/span> Mandatory field<\/p>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t<div class=\"col-12\">\n\t\t\t\t<div class=\"mf_form__errors mf_form__errors--top\" role=\"alert\" aria-live=\"polite\">\n\t\t\t\t\t<ul class=\"mf_form__errors__list\"><\/ul>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t<input type=\"hidden\" name=\"form_id\" data-validate=\"number\" class=\"mf_form__id\" value=\"344265\" \/>\n\t\t\t\t<input type=\"hidden\" name=\"form_title\" class=\"mf_form__title\" value=\"\" \/>\n\t\t\t\t<input type=\"hidden\" name=\"wp_rest_nonce\" class=\"mf_form__wp_rest_nonce\" value=\"4ebd2729c9\" \/>\n\n\t\t\t\t<input type=\"hidden\" name=\"mf_form_conditional_logic\" class=\"mf_form__title conditional_logic\" value=\"\" \/>\n\t\t\t\t\n\t\t\t\t<input type=\"hidden\" name=\"mf_form_fields_country_dpo_field\" class=\"mf_form__title conditional_logic mf_form_fields_country_dpo_field\" value=\"\" \/>\n\n\t\t\t\t<!-- Anti-spam field -->\n\t\t\t\t<input type=\"text\" \n\t\t\t\t\tname=\"website_url\" \n\t\t\t\t\tclass=\"mf_field__url\" \n\t\t\t\t\tautocomplete=\"off\"\n\t\t\t\t\ttabindex=\"-1\"\n\t\t\t\t\taria-hidden=\"true\"\n\t\t\t\t\tstyle=\"position:absolute;left:-9999px;width:1px;height:1px;opacity:0;pointer-events:none;\" \n\t\t\t\t\/>\n\t\t\t<\/form>\n\n\t\t\t<div class=\"mf_form__success\" tabindex=\"0\" role=\"alert\">\n\t\t\t\t\t\t\t\t<p>Thank You! 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