{"id":723416,"date":"2026-10-01T08:46:18","date_gmt":"2026-10-01T08:46:18","guid":{"rendered":"https:\/\/www.capgemini.com\/gb-en\/?post_type=research-and-insight&#038;p=723416"},"modified":"2026-10-06T08:56:19","modified_gmt":"2026-10-06T08:56:19","slug":"the-era-of-ai-yield-mastering-tokenomics","status":"publish","type":"research-and-insight","link":"https:\/\/www.capgemini.com\/gb-en\/insights\/research-library\/the-era-of-ai-yield-mastering-tokenomics\/","title":{"rendered":"The era of AI Yield: Mastering tokenomics"},"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\/2026-09-28_The-AI-Compass_Web-banner.jpg?w=2880&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/2026-09-28_The-AI-Compass_Web-banner.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 1500px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/2026-09-28_The-AI-Compass_Web-banner.jpg?w=1440&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/2026-09-28_The-AI-Compass_Web-banner.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 992px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/2026-09-28_The-AI-Compass_Web-banner.jpg?w=1024&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/2026-09-28_The-AI-Compass_Web-banner.jpg?w=1024&amp;quality=70 2x\" media=\"(min-width: 768px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/2026-09-28_The-AI-Compass_Web-banner.jpg?w=768&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/2026-09-28_The-AI-Compass_Web-banner.jpg?w=768&amp;quality=70 2x\" media=\"(min-width: 0)\"\/><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/2026-09-28_The-AI-Compass_Web-banner.jpg\" class=\"header-img header-img-d\" alt=\"\" style=\"object-fit:cover;object-position:50% 36%\" 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><div class=\"box-title\"><h1 data-maxlength=\"34\">The era of AI Yield: Mastering tokenomics to maximise enterprise value<\/h1><\/div><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\/10\/Capgemini_The-AI-Compass_Issue_1_AI-Yield_Final.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><span>Download the PoV<\/span><span class=\"type\">2 MB 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-insightu0026p=1247876\" 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-insightu0026p=1247876\" 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-enterprise-ai-is-rapidly-becoming-a-material-operating-expense-yet-many-organisations-still-struggle-to-answer-one-fundamental-question-are-ai-investments-creating-enterprise-value-at-a-rate-that-justifies-their-cost-ai-yield-provides-a-framework-for-answering-that-question-by-connecting-ai-spending-to-verified-business-outcomes\" class=\"wp-block-heading\">Enterprise AI is rapidly becoming a material operating expense. Yet many organisations still struggle to answer one fundamental question: Are AI investments creating enterprise value at a rate that justifies their cost? AI Yield provides a framework for answering that question by connecting AI spending to verified business outcomes.<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">There is one true metric for the profitability of enterprise AI: AI Yield \u2013 the verifiable value of AI-assisted enterprise outcomes, minus the cost of achieving them safely with human oversight.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The economics that supported the first wave of enterprise AI are changing. As the market matures, the question is shifting from how quickly organisations can adopt AI to whether the value it creates can justify what they spend.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The cost of AI is engineered before it is purchased. The price of a token tells only part of the story. Context, model choice, caching, tool calls and agent loops all shape what an AI-assisted workflow ultimately costs. Two organisations paying the same unit price can therefore arrive at very different economics.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">But cost alone is not value. A token tells you what was consumed. It does not tell you what was achieved. Performance, reliability, and the level of human oversight required can matter far more to the business case than the price of an individual token.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That changes the conversation for enterprise leaders. Instead of optimising AI around consumption or headline token prices, they need to trace every material AI investment to a verified outcome, use case by use case and workflow by workflow. Cost Per Verified Outcome provides a way to make that connection visible.<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-671d0057 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center has-global-padding is-layout-constrained wp-container-core-column-is-layout-762c9058 wp-block-column-is-layout-constrained\" style=\"border-width:1px;padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40);padding-left:var(--wp--preset--spacing--40)\">\n<h4 id=\"h-ai-yield-verified-business-value-fully-loaded-costs-of-successful-delivery\" class=\"wp-block-heading\"><strong>AI Yield = Verified business value &#8211; Fully loaded costs of successful delivery<\/strong><\/h4>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>The strategic question is no longer simply, \u201c<em>What does our AI cost?<\/em>\u201d It is: \u201c<em>How much verified value does every AI-assisted outcome create?<\/em>\u201d<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Three significant factors changed in enterprise AI in early 2026, and their effects have compounded:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40);padding-left:var(--wp--preset--spacing--40)\">\n<h3 id=\"h-effective-subsidy\" class=\"wp-block-heading\">Effective subsidy<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">That funded enterprise AI is being withdrawn<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-container-core-column-is-layout-b21d6eb7 wp-block-column-is-layout-flow\" style=\"border-style:none;border-width:0px;padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40);padding-left:var(--wp--preset--spacing--40)\">\n<h3 id=\"h-cost-of-a-token\" class=\"wp-block-heading\">Cost of a token<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Depends less on the price list and more on how workflow is engineered<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-container-core-column-is-layout-2320c277 wp-block-column-is-layout-flow\" style=\"padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40);padding-left:var(--wp--preset--spacing--40)\">\n<h3 id=\"h-value-a-token\" class=\"wp-block-heading\">Value a token<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Creates is not closely correlated with what it costs \u2013 performance and human oversight play a major part too<\/p>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Enterprise leaders must ask whether every dollar or euro can be traced to a verified outcome, process by process, workflow by workflow, person by person.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, conventional cost management and traditional cloud techniques cannot measure the combination of these factors accurately.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<figure class=\"wp-block-image alignright size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" height=\"729\" width=\"1024\" src=\"https:\/\/www.capgemini.com\/gb-en\/wp-content\/uploads\/sites\/5\/2026\/10\/The-AI-Compass_LP-PoV_Mockup_1517x1080px.png?w=960\" alt=\"\" class=\"wp-image-723417\" style=\"aspect-ratio:3\/2;object-fit:cover;width:350px;height:auto\" srcset=\"https:\/\/www.capgemini.com\/gb-en\/wp-content\/uploads\/sites\/5\/2026\/10\/The-AI-Compass_LP-PoV_Mockup_1517x1080px.png 1517w, https:\/\/www.capgemini.com\/gb-en\/wp-content\/uploads\/sites\/5\/2026\/10\/The-AI-Compass_LP-PoV_Mockup_1517x1080px.png?resize=300,214 300w, https:\/\/www.capgemini.com\/gb-en\/wp-content\/uploads\/sites\/5\/2026\/10\/The-AI-Compass_LP-PoV_Mockup_1517x1080px.png?resize=768,547 768w, https:\/\/www.capgemini.com\/gb-en\/wp-content\/uploads\/sites\/5\/2026\/10\/The-AI-Compass_LP-PoV_Mockup_1517x1080px.png?resize=1024,729 1024w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">The <strong>AI Compass<\/strong> is Capgemini\u2019s three-part PoV series on the economics and business transformation shaping enterprise AI authored by Capgemini Invent experts.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Mastering Tokenomics:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The keys to AI Yield show how leaders can govern AI as a capital-allocation decision, connect investment to verified outcomes, and improve value across every workflow. It is designed for you to learn how to govern AI as a capital-allocation decision, with every investment tied to a verified outcome.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p class=\"wp-block-paragraph\"><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><\/div>\n<\/div>\n\n\n\n<section class=\"wp-block-cg-blocks-how-we-do-it section section--howwedoit block-howwedoit \"><div class=\"container\"><div class=\"row\"><div class=\"col-12 col-md-8\"><div class=\"section-content\">\n<div class=\"wp-block-cg-blocks-card-howwedoit expanders\"><div class=\"box card-regulated-agreements card-howwedoit\"><div class=\"expander-box filter-box tag-active opened\"><div class=\"expander-title\" tabindex=\"0\" role=\"button\" aria-expanded=\"true\"><h3 class=\"expander-heading-title\">What AI Yield and this report means for the CEO<\/h3><\/div><div class=\"expander-content\"><p>For the CEO, AI Yield is about capital allocation, not technology. Without controls, AI costs affecting margins can grow without board scrutiny. Protecting margins requires a balance of value creation with cost discipline. This paper equips CEOs with the key questions they need to answer, before the board asks them.<br><br>AI costs are an executive issue requiring clear accountability. Organisations must maximise value per token through efficient architecture, governance and model selection. Lower token prices alone rarely reduce costs because usage tends to grow.<\/p><div class=\"bg-color video-align-right\"><div class=\"container\"><div class=\"row video-align-left\"><div class=\"col-md-12\"><div class=\"video-align-left row box box--4 box--mini\"><div class=\"col-md-3\"><\/div><div class=\"col-md-8 box-img-wrapper\"><div class=\"video-box\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"content-more\"><\/div><\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-cg-blocks-card-howwedoit expanders\"><div class=\"box card-regulated-agreements card-howwedoit\"><div class=\"expander-box filter-box tag-active \"><div class=\"expander-title\" tabindex=\"0\" role=\"button\" aria-expanded=\"false\"><h3 class=\"expander-heading-title\">What AI Yield and this report means for the CAIO, CIO and CTO<\/h3><\/div><div class=\"expander-content\"><p>For leaders responsible for delivering AI, AI Yield depends on reliable measurement and sound architecture. That means choosing models based on evidence and balancing frontier LLMs with domain-specific, locally hosted SLMs. This report delivers our view on how to achieve this.<br><br>Cost control without value creation produces cheaper but still unprofitable AI estate \u2013 cost discipline alone cannot solve the AI cost challenge.<br><br>We use the Capgemini AI Economics Framework to model this, then translate what it means for CEOs, CIOs, CTOs, and CAIOs.<\/p><div class=\"bg-color video-align-right\"><div class=\"container\"><div class=\"row video-align-left\"><div class=\"col-md-12\"><div class=\"video-align-left row box box--4 box--mini\"><div class=\"col-md-3\"><\/div><div class=\"col-md-8 box-img-wrapper\"><div class=\"video-box\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"content-more\"><\/div><\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-cg-blocks-card-howwedoit expanders\"><div class=\"box card-regulated-agreements card-howwedoit\"><div class=\"expander-box filter-box tag-active \"><div class=\"expander-title\" tabindex=\"0\" role=\"button\" aria-expanded=\"false\"><h3 class=\"expander-heading-title\">The questions shaping enterprise AI investment decisions<\/h3><\/div><div class=\"expander-content\"><p><\/p><div class=\"bg-color video-align-right\"><div class=\"container\"><div class=\"row video-align-left\"><div class=\"col-md-12\"><div class=\"video-align-left row box box--4 box--mini\"><div class=\"col-md-3\"><\/div><div class=\"col-md-8 box-img-wrapper\"><div class=\"video-box\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<p class=\"wp-block-paragraph\">As AI moves from experimentation to a material business investment, leaders need a more rigorous way to evaluate value creation. The most effective organisations are shifting the conversation from AI consumption to AI economics by asking five critical questions:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Which AI use cases generate measurable business value?<\/li>\n\n\n\n<li>What is the cost per verified outcome?<\/li>\n\n\n\n<li>Where is human oversight improving outcomes and where is it creating inefficiency?<\/li>\n\n\n\n<li>Which combination of models, workflows, and architecture delivers the highest yield?<\/li>\n\n\n\n<li>How much AI spending can be directly linked to business outcomes?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">The answers to these questions determine whether AI becomes a source of sustainable productivity and margin improvement, or simply a growing operating expense.<\/p>\n<div class=\"content-more\"><\/div><\/div><\/div><\/div><\/div>\n<\/div><\/div><\/div><\/div><\/section>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 id=\"h-efficiency-must-be-designed-in\" class=\"wp-block-heading\">Efficiency must be designed in<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">In the report\u2019s modelled deployment, running a qualifying workload on owned infrastructure costs 88\u201394% less than purchasing the same volume from frontier model providers. And, hosted open-weight capacity may be more economical when control requirements do not justify ownership.<\/p>\n\n\n\n<h3 id=\"h-own-the-routing-policy\" class=\"wp-block-heading\">Own the routing policy<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Different workloads need different models. Routine, high-volume tasks can be routed to efficient open-weight or domain-specific models, while complex, high-stakes work may demand frontier models. The choice should be driven by measured performance, context, and consequence, not preference or price alone.<\/p>\n\n\n\n<h3 id=\"h-stop-managing-ai-as-a-token-bill\" class=\"wp-block-heading\">Stop managing AI as a token bill<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The better question is not \u201cHow do we buy cheaper tokens?\u201d It is, \u201cWhich combination of model, workflow, oversight and architecture creates the highest yield?\u201d&nbsp; Focusing only on price per token may cut spending while reducing reliability and business value. AI Yield is the verified, tracked value from an AI-assisted outcome, minus the full cost of achieving it safely, including necessary human oversight.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Enterprise AI is moving from experimentation to industrialisation and from industrialisation to economics. Leaders now need to prove what each material workflow costs, what outcome it produces and what value it creates.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI Yield turns AI economics into an operating discipline. Through <strong><em>Capgemini\u2019s AI Economics Stress Test<\/em><\/strong>, organisations can assess use cases across models, routing, human oversight, volatility and risk, and outcome economics. The Tokenomics Framework puts that insight into practise, connecting <strong><em>Cost Per Verified Outcome<\/em><\/strong> with evaluation gates, telemetry and named accountability. Together, they create the discipline to make AI investment measurable, governable, and grounded in the outcomes it delivers.<\/p>\n\n\n\n<h3 id=\"h-measure-the-economics-of-enterprise-ai\" class=\"wp-block-heading\">Measure the Economics of Enterprise AI<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Learn how AI Yield helps executives connect AI investment, governance, infrastructure, and operating performance to verified business outcomes.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/10\/Capgemini_The-AI-Compass_Issue_1_AI-Yield_Final.pdf\" target=\"_blank\" rel=\"noopener\">Download AI Compass: Mastering Tokenomics<\/a><\/div>\n<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<section class=\" section section--expert-slider wrapper-people-slider wp-block-cg-blocks-wrapper-people-slider\"><div class=\"container\"><div class=\"row\"><div class=\"content-title col-12 col-md-8\"><h2 data-maxlength=\"34\" class=\"people-heading-title\">Meet our experts<\/h2><\/div><\/div><\/div><div class=\"slider slider-boxed\"><div class=\"container\"><div class=\"slider-window\"><div class=\"slider-list\">\t\t<div class=\"slide\">\n\t\t\t<div class=\"box\">\n\t\t\t\t<div class=\"row\">\n\t\t\t\t\t<div class=\"col-md-6 col-lg-4 box-img-wrapper\">\n\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/gb-en\/wp-content\/uploads\/sites\/5\/2023\/12\/Etienne-Grass.jpg\" alt=\"Etienne Grass\"\/>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"col-md-6 col-lg-8 box-inner\">\n\t\t\t\t\t\t<div class=\"row title-social-media-header\">\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 mbl-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"subnav-button--form\" href=\"javascript:void(0)\" aria-label=\"contact us\" data-bs-toggle=\"modal\" data-bs-target=\"#WPBf4e093cc_8b02_4ed3_b59f_921ed29b6980\" data-bs-expert-title=\"1\">\n\t\t\t\t\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"ico-form\"><\/i>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"Opens in a new window\" href=\"https:\/\/www.linkedin.com\/in\/etienne-grass-479a7430\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 box-container\">\n\t\t\t\t\t\t\t\t<div class=\"box-title\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"people-profile-title\">Etienne Grass<\/h3>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>Managing Director at Capgemini Invent France<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 social-box-container dkt-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"subnav-button--form\" href=\"javascript:void(0)\" aria-label=\"contact us\" data-bs-toggle=\"modal\" data-bs-target=\"#WPBf4e093cc_8b02_4ed3_b59f_921ed29b6980\" data-bs-expert-title=\"Etienne Grass\">\n\t\t\t\t\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"ico-form\"><\/i>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"Opens in a new window\" href=\"https:\/\/www.linkedin.com\/in\/etienne-grass-479a7430\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"people-info\">Etienne serves as the Managing Director of Capgemini Invent for France. Having joined the Capgemini Group in 2017, he dedicated his initial four years to the Public Services sector in France and later expanded his scope globally within Capgemini Invent. Prior to his current role, he played a pivotal role in leading the BLEU sovereign cloud project for the entire Group.<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"modal\" id=\"WPBf4e093cc_8b02_4ed3_b59f_921ed29b6980\">\n\t\t\t\t\t<div class=\"modal-dialog modal-dialog-centered modal-lg modal-dialog-scrollable landing-page-modals\">\n\t\t\t\t\t\t<div class=\"modal-content\">\n\t\t\t\t\t\t\t<div class=\"modal-header\">\n\t\t\t\t\t\t\t\t<button type=\"button\" class=\"btn-close\" aria-label=\"close\" data-bs-dismiss=\"modal\"><\/button>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"modal-body\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"logo-wrapper\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/gb-en\/wp-content\/themes\/capgemini2025\/assets\/images\/logo.svg\"\n\t\t\t\t\t\t\t\t\t\talt=\"Connect with us\" class=\"light\" \/>\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/gb-en\/wp-content\/themes\/capgemini2025\/assets\/images\/logo-white.svg\"\n\t\t\t\t\t\t\t\t\t\talt=\"Connect with us\" class=\"dark\" \/>\n\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 class=\"form-title\">Connect with us<\/h4>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"mf_forms__container \">\n\t\t\t\t\t\t\t\t<form id=\"mf_form_344241_2947304139\" 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=\"344241\" \/>\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=\"9d58e40f27\" \/>\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! We have received your form submission.\t\t\t\t<\/p>\n\t\t\t<\/div>\n\t\t\t<div class=\"mf_form__errors\">\n\t\t\t\t<p>We are sorry, the form submission failed. Please try again.<\/p>\n\t\t\t<\/div>\n\t\t\t\t<\/div>\n\n\t\t<script>\n\t\t\twindow.MF_CONFIG344241 = {\"344241\":{\"errors\":[],\"redirect\":\"\"}};\n\t\t<\/script>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\n\n\t\t<div class=\"slide\">\n\t\t\t<div class=\"box\">\n\t\t\t\t<div class=\"row\">\n\t\t\t\t\t<div class=\"col-md-6 col-lg-4 box-img-wrapper\">\n\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/gb-en\/wp-content\/uploads\/sites\/5\/2024\/05\/Jez-Back.jpg\" alt=\"Jez Back: Global Offer Leader \u2013 Tech Value On-Demand &amp; Cloud Economist\"\/>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"col-md-6 col-lg-8 box-inner\">\n\t\t\t\t\t\t<div class=\"row title-social-media-header\">\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 mbl-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"subnav-button--form\" href=\"javascript:void(0)\" aria-label=\"contact us\" data-bs-toggle=\"modal\" data-bs-target=\"#WPBd12fb8ce_4785_43f6_b77f_75cefa38d28c\" data-bs-expert-title=\"1\">\n\t\t\t\t\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"ico-form\"><\/i>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"Opens in a new window\" href=\"https:\/\/www.linkedin.com\/in\/jezback\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 box-container\">\n\t\t\t\t\t\t\t\t<div class=\"box-title\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"people-profile-title\">Jez Back<\/h3>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>Global Offer Leader, Tech Value On-Demand &amp; Cloud Economist at Capgemini Invent<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 social-box-container dkt-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"subnav-button--form\" href=\"javascript:void(0)\" aria-label=\"contact us\" data-bs-toggle=\"modal\" data-bs-target=\"#WPBd12fb8ce_4785_43f6_b77f_75cefa38d28c\" data-bs-expert-title=\"Jez Back\">\n\t\t\t\t\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"ico-form\"><\/i>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"Opens in a new window\" href=\"https:\/\/www.linkedin.com\/in\/jezback\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"people-info\">Subject Matter Expert &#038; Global Leader in Cloud Economics and FinOps with deep experience of cloud and digital transformations and over 15 years of industry experience. He has extensive knowledge of cloud computing strategies and business cases to form ecosystems to deliver innovation. \n\nJez is a Certified FinOps Professional, with a pragmatic approach to applying good practice methods and tools to the highest possible standards.  <\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"modal\" id=\"WPBd12fb8ce_4785_43f6_b77f_75cefa38d28c\">\n\t\t\t\t\t<div class=\"modal-dialog modal-dialog-centered modal-lg modal-dialog-scrollable landing-page-modals\">\n\t\t\t\t\t\t<div class=\"modal-content\">\n\t\t\t\t\t\t\t<div class=\"modal-header\">\n\t\t\t\t\t\t\t\t<button type=\"button\" class=\"btn-close\" aria-label=\"close\" data-bs-dismiss=\"modal\"><\/button>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"modal-body\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"logo-wrapper\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/gb-en\/wp-content\/themes\/capgemini2025\/assets\/images\/logo.svg\"\n\t\t\t\t\t\t\t\t\t\talt=\"Connect with us\" class=\"light\" \/>\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/gb-en\/wp-content\/themes\/capgemini2025\/assets\/images\/logo-white.svg\"\n\t\t\t\t\t\t\t\t\t\talt=\"Connect with us\" class=\"dark\" \/>\n\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 class=\"form-title\">Connect with us<\/h4>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"mf_forms__container \">\n\t\t\t\t\t\t\t\t<form id=\"mf_form_344241_2598201360\" 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=\"344241\" \/>\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=\"9d58e40f27\" \/>\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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Please try again.<\/p>\n\t\t\t<\/div>\n\t\t\t\t<\/div>\n\n\t\t<script>\n\t\t\twindow.MF_CONFIG344241 = {\"344241\":{\"errors\":[],\"redirect\":\"\"}};\n\t\t<\/script>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\n\n\t\t<div class=\"slide\">\n\t\t\t<div class=\"box\">\n\t\t\t\t<div class=\"row\">\n\t\t\t\t\t<div class=\"col-md-6 col-lg-4 box-img-wrapper\">\n\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2021\/05\/Volker-Darius-1200X1200.jpg\" alt=\"Volker Darius\"\/>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"col-md-6 col-lg-8 box-inner\">\n\t\t\t\t\t\t<div class=\"row title-social-media-header\">\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 mbl-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"subnav-button--form\" href=\"javascript:void(0)\" aria-label=\"contact us\" data-bs-toggle=\"modal\" data-bs-target=\"#WPBabed6f88_1e95_43ef_a81d_cfdab181870f\" data-bs-expert-title=\"1\">\n\t\t\t\t\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"ico-form\"><\/i>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"Opens in a new window\" href=\"https:\/\/www.linkedin.com\/in\/volker-darius\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 box-container\">\n\t\t\t\t\t\t\t\t<div class=\"box-title\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"people-profile-title\">Volker Darius<\/h3>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>Chief Client Officer, Capgemini Invent<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 social-box-container dkt-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"Opens in a new window\" href=\"https:\/\/www.linkedin.com\/in\/volker-darius\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"people-info\">Volker Darius leads Industries &#038; Sales at Capgemini Invent globally. He\u2019s been a member of the global Invent leadership team since 2020. Volker loves opinionated client advisory, helping clients on their strategic &#038; data-driven transformation journey and business model rectification. As a graduate engineer, he combines technical with business mindset. Personally, Volker misses coding himself and loves entrepreneurship. <\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div><\/div><\/div><div class=\"slider-nav\"><button class=\"slider-prev inactive\" aria-label=\"Slider-previous\" tabindex=\"-1\"><\/button><ul class=\"slider-paginator\"><\/ul><button class=\"slider-next\" aria-label=\"Slider-next\"><\/button><\/div><\/div><\/section>\n\n\n\n<div data-open-first=\"true\" class=\"wp-block-cg-blocks-cg-blocks-faq-schema\"><section class=\"wp-block-cg-blocks-cg-blocks-faq-schema section section--faqs-content\"><div class=\"container\"><div class=\"row\"><div class=\"col-md-12\"><div class=\"content-title\"><h2>FAQ<\/h2><\/div><div class=\"filters filters--vertical\" data-max=\"100\"><div class=\"expanders filters-content\">\n<div class=\"wp-block-cg-blocks-cg-block-card-faq-schema expander-box filter-box tag-active\"><div class=\"expander-title\" role=\"button\" tabindex=\"0\" aria-expanded=\"false\"><h3>What is AI Yield?<\/h3><\/div><div class=\"expander-content\">\n<p class=\"wp-block-paragraph\">AI Yield is the verified business value created by AI minus the full cost of achieving it safely, including governance and human oversight.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cg-blocks-cg-block-card-faq-schema expander-box filter-box tag-active\"><div class=\"expander-title\" role=\"button\" tabindex=\"0\" aria-expanded=\"false\"><h3>Why isn&#8217;t reducing token spend enough?<\/h3><\/div><div class=\"expander-content\">\n<p class=\"wp-block-paragraph\">Because lower token costs do not automatically result in higher business value. The goal is to maximise value per token, not minimise token consumption.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cg-blocks-cg-block-card-faq-schema expander-box filter-box tag-active\"><div class=\"expander-title\" role=\"button\" tabindex=\"0\" aria-expanded=\"false\"><h3>What drives AI costs the most?<\/h3><\/div><div class=\"expander-content\">\n<p class=\"wp-block-paragraph\">Architecture choices, routing, context management, reasoning effort, and agent design have a greater impact on cost than published token prices.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cg-blocks-cg-block-card-faq-schema expander-box filter-box tag-active\"><div class=\"expander-title\" role=\"button\" tabindex=\"0\" aria-expanded=\"false\"><h3>What should leaders measure to govern AI effectively?<\/h3><\/div><div class=\"expander-content\">\n<p class=\"wp-block-paragraph\">They should track cost per verified outcome, business value created, ownership of AI workflows, and yield for each use case.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cg-blocks-cg-block-card-faq-schema expander-box filter-box tag-active\"><div class=\"expander-title\" role=\"button\" tabindex=\"0\" aria-expanded=\"false\"><h3>How should executives measure AI ROI?<\/h3><\/div><div class=\"expander-content\">\n<p class=\"wp-block-paragraph\">Executives should measure AI ROI through verified business outcomes, cost per verified outcome, governance effectiveness, productivity gains, and AI Yield rather than focusing solely on token consumption or infrastructure costs.<\/p>\n<\/div><\/div>\n<\/div><\/div><\/div><\/div><\/div><\/section><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Enterprise AI is rapidly becoming a material operating expense. Yet many organisations still struggle to answer one fundamental question: Are AI investments creating enterprise value at a rate that justifies their cost? AI Yield provides a framework for answering that question by connecting AI spending to verified business outcomes.<\/p>\n","protected":false},"author":257,"featured_media":723418,"template":"","meta":{"cg_dt_proposed_to":[],"cg_seo_hreflang_relations":"[{\"uuid\":\"774932f6-0cd1-4efd-abdc-c99d7ae03219\",\"blogId\":\"5\",\"domain\":\"www.capgemini.com\",\"sitePath\":\"\/gb-en\/\",\"postLink\":\"https:\/\/www.capgemini.com\/gb-en\/research-and-insight\/the-era-of-ai-yield-mastering-tokenomics\/\",\"postId\":723416,\"isSaved\":false,\"isCrossLink\":false,\"hasCrossLink\":false,\"hreflang\":\"\",\"link\":\"\"},{\"uuid\":\"fafc237d-aaa3-4303-8549-29630e686ebf\",\"blogId\":\"1\",\"domain\":\"www.capgemini.com\",\"sitePath\":\"\/\",\"postLink\":\"https:\/\/www.capgemini.com\/research-and-insight\/the-era-of-ai-yield-mastering-tokenomics\/\",\"postId\":1247876,\"isSaved\":true,\"isCrossLink\":false,\"hasCrossLink\":false,\"hreflang\":\"\",\"link\":\"\"}]","cg_seo_canonical_relation":"","cg_seo_hreflang_x_default_relation":"","cg_dt_approved_content":true,"cg_dt_mandatory_content":false,"cg_dt_notes":"","cg_dg_source_changed":false,"cg_dt_link_disabled":false,"footnotes":"","related_resource_url":"","related_resource_id":0,"related_resource_size":"","related_resource_type":"","cg_author":0,"_yoast_wpseo_primary_theme":50,"primary_term":"Data and AI","featured_focal_points":""},"tags":[],"research-and-insight-type":[85],"theme":[50],"brand":[],"service":[354],"industry":[],"partners":[],"content-group":[],"class_list":["post-723416","research-and-insight","type-research-and-insight","status-publish","has-post-thumbnail","hentry","research-and-insight-type-point-of-view","theme-data-and-ai","service-data-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.7 (Yoast SEO v27.8) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>AI Yield: A new framework for Enterprise AI economics and value creation<\/title>\n<meta name=\"description\" content=\"Discover how AI Yield connects enterprise AI costs to verified outcomes, and how Tokenomics, intelligent routing and governance can increase value.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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