{"id":727358,"date":"2023-09-19T07:00:00","date_gmt":"2023-09-19T05:00:00","guid":{"rendered":"https:\/\/www.capgemini.com\/fr-fr\/?p=727358"},"modified":"2025-03-04T06:57:41","modified_gmt":"2025-03-04T05:57:41","slug":"industrialiser-lia-comment-produire-vite-et-bien-des-modeles-profitables","status":"publish","type":"post","link":"https:\/\/www.capgemini.com\/fr-fr\/perspectives\/blog\/industrialiser-ia-production-modeles-profitables\/","title":{"rendered":"Industrialiser l\u2019IA\u00a0: comment produire vite et bien des mod\u00e8les profitables"},"content":{"rendered":"\n<header class=\"wp-block-cg-blocks-hero-blogs header-hero-blogs\"><div class=\"container\"><div class=\"hero-blogs\"><div class=\"hero-blogs-content-wrapper\"><div class=\"row\"><div class=\"col-12\"><div class=\"header-title\"><h1>Industrialiser l\u2019IA\u00a0: comment produire vite et bien des mod\u00e8les profitables<\/h1><\/div><\/div><\/div><\/div><div class=\"hero-blogs-bottom\"><div class=\"header-author\"><div class=\"author-img\"><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/07\/Guillaume-Gerard-PC.png?w=200&amp;quality=10\" alt=\"\" loading=\"lazy\"\/><\/div><div class=\"author-name-date\"><h5 class=\"author-name\">Guillaume G\u00e9rard<\/h5><h5 class=\"blog-date\">16 octobre 2023<\/h5><\/div><\/div><div class=\"brand-image\"> <\/div><\/div><\/div><\/div><\/header>\n\n\n\n<section class=\"wp-block-cg-blocks-intro-para undefined section section--intro\"><div class=\"intro-para\"><div class=\"container\"><div class=\"row\"><div class=\"col-12 col-md-1\"><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\/fr-fr\/perspectives\/blog\/industrialiser-ia-production-modeles-profitables\/\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"Ouvrir dans une nouvelle fen\u00eatre\"><i aria-hidden=\"true\" class=\"icon-fb\"><\/i><span class=\"sr-only\">Facebook<\/span><\/a><\/li><li class=\"ip-order-tw\"><a href=\"https:\/\/twitter.com\/intent\/tweet?url=https:\/\/www.capgemini.com\/fr-fr\/perspectives\/blog\/industrialiser-ia-production-modeles-profitables\/&amp;text=Industrialiser l\u2019IA\u00a0: comment produire vite et bien des mod\u00e8les profitables\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"Ouvrir dans une nouvelle fen\u00eatre\"><i aria-hidden=\"true\" class=\"icon-tw\"><\/i><span class=\"sr-only\">Twitter<\/span><\/a><\/li><li class=\"ip-order-li\"><a href=\"https:\/\/www.linkedin.com\/sharing\/share-offsite\/?url=https:\/\/www.capgemini.com\/fr-fr\/perspectives\/blog\/industrialiser-ia-production-modeles-profitables\/&amp;text=Industrialiser l\u2019IA\u00a0: comment produire vite et bien des mod\u00e8les profitables\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"Ouvrir dans une nouvelle fen\u00eatre\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><span class=\"sr-only\">Linkedin<\/span><\/a><\/li><\/ul><\/nav><\/div><div class=\"col-12 col-md-11 col-lg-10\"><h2 class=\"intro-para-title\">Pour amplifier la transformation data des entreprises, les initiatives de valorisation de donn\u00e9es doivent aboutir plus rapidement et apporter un retour sur investissement mesurable.<\/h2><p class=\"intro-para-content\">Cette dynamique de changement passe notamment par l\u2019industrialisation de la production des mod\u00e8les d\u2019IA.<\/p><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"wp-block-cg-blocks-group undefined section section--article-content\"><div class=\"article-main-content\"><div class=\"container\"><div class=\"row\"><div class=\"col-12 col-md-11 col-lg-10 offset-md-1 offset-lg-1\"><div class=\"article-text article-quote-text\">\n<p>D\u00e9sormais largement convaincues du potentiel de l\u2019intelligence artificielle (IA), les entreprises investissent sur le sujet avec des ambitions claires et des objectifs pr\u00e9cis. Pourtant, certaines constatent des r\u00e9sultats en de\u00e7\u00e0 de leurs attentes. Selon une \u00e9tude du Capgemini Research Institute<a href=\"https:\/\/www.capgemini.com\/fr-fr\/perspectives\/publications\/entreprise-intelligence-artificielle\/\">[1]<\/a>, seulement 13% des projets IA sont d\u00e9ploy\u00e9s avec succ\u00e8s et appliqu\u00e9s \u00e0 grande \u00e9chelle. Bien souvent, la raison principale tient aux difficult\u00e9s rencontr\u00e9es, ou sous-estim\u00e9es, lors du passage \u00e0 l\u2019\u00e9chelle des mod\u00e8les.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-les-elements-cles-de-succes-de-l-industrialisation\">Les \u00e9l\u00e9ments cl\u00e9s de succ\u00e8s de l&#8217;industrialisation<\/h3>\n\n\n\n<p>Pour tout projet d\u2019IA, le passage \u00e0 l\u2019\u00e9chelle est une \u00e9tape d\u2019autant plus d\u00e9licate que la marche est particuli\u00e8rement haute entre le prototype et la solution op\u00e9rationnelle. Pour qu\u2019un outil d\u2019IA porte pleinement ses fruits, plusieurs aspects sont \u00e0 prendre en compte d\u00e8s le d\u00e9part :<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Facteurs op\u00e9rationnels : <\/strong>au-del\u00e0 de la pertinence et de la performance th\u00e9oriques du mod\u00e8le, il faut s\u2019assurer que le temps de traitement, la fr\u00e9quence de rafra\u00eechissement ou encore la pr\u00e9sentation des r\u00e9sultats seront compatibles avec les usages envisag\u00e9s. Ces facteurs doivent \u00eatre d\u00e9finis sous forme d\u2019indicateurs de performance et \u00eatre suivis tout au long du projet. Il faut aussi veiller \u00e0 ce que les utilisateurs acceptent et adoptent la solution, si possible en leur donnant les moyens d\u2019en comprendre et d\u2019en expliquer les r\u00e9sultats.<\/li>\n\n\n\n<li><strong>Facteurs de rentabilit\u00e9 :<\/strong> Il faut v\u00e9rifier que le co\u00fbt de ces infrastructures n\u2019exc\u00e8dera pas les b\u00e9n\u00e9fices attendus, ce qui n\u2019est pas toujours acquis. L\u2019approche FinOps permet de traiter de ces probl\u00e9matiques en ayant une d\u00e9marche ma\u00eetris\u00e9e de suivi des co\u00fbts. Dans ce calcul de ROI, on tiendra aussi compte des gains extra-financiers potentiels, par exemple en mati\u00e8re de productivit\u00e9, de qualit\u00e9 de service, de satisfaction client et employ\u00e9, ou d\u2019impact environnemental.<\/li>\n\n\n\n<li><strong>Facteurs techniques :<\/strong> L\u2019entreprise doit pouvoir mettre en \u0153uvre les moyens IT que suppose la solution, par exemple pour traiter en temps r\u00e9el de tr\u00e8s forts volumes de donn\u00e9es ou g\u00e9rer des bases de donn\u00e9es orient\u00e9es graphe.<\/li>\n\n\n\n<li><strong>Facteurs r\u00e9glementaires :<\/strong> Dans le cas o\u00f9 le RGPD s\u2019applique aux donn\u00e9es utilis\u00e9es, il faut prendre les dispositions ad\u00e9quates pour les anonymiser, les prot\u00e9ger, et obtenir le consentement des personnes.<\/li>\n\n\n\n<li><strong>Facteurs environnementaux :<\/strong> L\u2019empreinte environnementale des infrastructures, des donn\u00e9es et des traitements, notamment leur consommation \u00e9nerg\u00e9tique, ne doit pas \u00eatre d\u00e9mesur\u00e9e par rapport aux objectifs vis\u00e9s.<\/li>\n\n\n\n<li><strong>Facteurs \u00e9thiques :<\/strong> Il est essentiel de s\u2019assurer que le mod\u00e8le et l\u2019usage qui en sera fait sont bien compatibles avec les valeurs de l\u2019entreprise et qu\u2019ils resteront dans les limites qu\u2019elle se fixe.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">D\u00e9rive des donn\u00e9es et d\u00e9rive des usages<\/h3>\n\n\n\n<p>\u00c0 ce jeu de contraintes, s\u2019ajoute une particularit\u00e9 propre \u00e0 l\u2019IA : son besoin fondamental de suivi. Du jour o\u00f9 elle est lanc\u00e9e, une IA peut en effet voir ses performances se d\u00e9grader peu \u00e0 peu jusqu\u2019\u00e0 passer audessous d\u2019un seuil minimum d\u2019acceptabilit\u00e9. Un mod\u00e8le \u00e9tant con\u00e7u pour r\u00e9pondre \u00e0 une question pr\u00e9cise \u00e0 partir d\u2019un ensemble de donn\u00e9es, sa r\u00e9ponse perdra en pertinence sit\u00f4t que les donn\u00e9es ou la question \u00e9volueront. <\/p>\n\n\n\n<p>Le premier cas, la d\u00e9rive des donn\u00e9es, est tr\u00e8s courant car, on choisit g\u00e9n\u00e9ralement pour le POC un jeu de donn\u00e9es stable, restreint et de bonne qualit\u00e9, ce qui ne refl\u00e8te pas toujours les conditions r\u00e9elles. Pour maintenir la qualit\u00e9 des r\u00e9sultats, il faudra donc \u00eatre capable de r\u00e9entra\u00eener le mod\u00e8le sur des donn\u00e9es plus \u00e0 jour et plus repr\u00e9sentatives. <\/p>\n\n\n\n<p>Plus insidieux, le second cas, la d\u00e9rive des usages, tient \u00e0 l\u2019\u00e9volution des attentes des utilisateurs. Alors qu\u2019elle correspondait parfaitement \u00e0 leur besoin \u00e0 l\u2019origine, l\u2019IA peut, par exemple, ne plus leur suffire, le contexte ayant chang\u00e9, ou bien continuer \u00e0 attirer leur attention sur des probl\u00e8mes d\u00e9sormais r\u00e9gl\u00e9s. L\u2019application ne leur \u00e9tant plus utile, ils s\u2019en d\u00e9tournent progressivement. <\/p>\n\n\n\n<p>Ces ph\u00e9nom\u00e8nes de d\u00e9rive, commun\u00e9ment appel\u00e9s \u201cdrift\u201d, sont tout \u00e0 fait naturels et souvent in\u00e9vitables. Ils doivent par cons\u00e9quent \u00eatre anticip\u00e9s, d\u00e9tect\u00e9s et r\u00e9gl\u00e9s au fil de l\u2019eau. C\u2019est pourquoi l\u2019IA doit \u00eatre consid\u00e9r\u00e9e et g\u00e9r\u00e9e comme un produit, en constante \u00e9volution. Contrairement \u00e0 la plupart des solutions IT, le jour de la mise en production ne marque donc pas la fin du projet, mais seulement celle du premier cycle d\u2019un processus d\u2019apprentissage continu.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Une approche industrialis\u00e9e du cycle de vie<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>La d\u00e9finition du probl\u00e8me : <\/strong>dans un premier temps, il est n\u00e9cessaire que m\u00e9tiers et \u00e9quipes data aient une m\u00eame compr\u00e9hension des r\u00e9sultats attendus. Pour cela, le m\u00e9tier doit exposer la probl\u00e9matique \u00e0 traiter aux data scientists, lesquels \u00e9mettent alors un premier diagnostic de faisabilit\u00e9. Cette premi\u00e8re \u00e9tape est \u00e9galement l\u2019occasion de d\u00e9finir les diff\u00e9rents KPIs \u00e0 suivre tout au long du projet.<\/li>\n\n\n\n<li><strong>La construction du mod\u00e8le : <\/strong>lors de cette \u00e9tape, essentiellement confi\u00e9e aux data scientists, on ne se limite \u00e0 la pr\u00e9cision math\u00e9matique du mod\u00e8le, mais on int\u00e8gre d\u2019embl\u00e9e des indicateurs mesurant ses b\u00e9n\u00e9fices pour le m\u00e9tier ainsi qu\u2019un questionnement \u00ab by design \u00bb sur les aspects op\u00e9rationnels, \u00e9thiques, r\u00e9glementaires, etc.<\/li>\n\n\n\n<li><strong>L&#8217;industrialisation du mod\u00e8le : <\/strong>on d\u00e9ploie le mod\u00e8le apr\u00e8s s\u2019\u00eatre assur\u00e9 qu\u2019il sera exploitable en environnement de production. Cela n\u00e9cessite de traiter plusieurs probl\u00e9matiques concernant les performances et les d\u00e9lais de traitement, de la capacit\u00e9 du mod\u00e8le \u00e0 bien fonctionner sur les donn\u00e9es de production, et enfin le respect des crit\u00e8res environnementaux.<\/li>\n\n\n\n<li><strong>La supervision : <\/strong>une fois la solution en production, on met en place un suivi du mod\u00e8le, de ses performances, de son utilisation, de la qualit\u00e9 des donn\u00e9es, et on positionne des seuils d\u2019alerte afin de d\u00e9tecter au plus t\u00f4t les \u00e9ventuelles d\u00e9rives.<\/li>\n\n\n\n<li><strong>L&#8217;entra\u00eenement continu :<\/strong> le mod\u00e8le est constamment r\u00e9entra\u00een\u00e9 sur des donn\u00e9es rafra\u00eechies et les nouvelles versions peuvent \u00eatre automatiquement d\u00e9ploy\u00e9es lorsqu\u2019elles apparaissent sup\u00e9rieures, \u00e0 la fois sur le plan de la pertinence math\u00e9matique et de l\u2019int\u00e9r\u00eat pratique.<\/li>\n<\/ol>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u00ab Contrairement \u00e0 la plupart des solutions IT, le jour de la mise en production ne marque pas la fin du projet d\u2019intelligence artificielle, mais seulement celle du premier cycle d\u2019un processus d\u2019apprentissage continu. \u00bb<\/p>\n<\/blockquote>\n\n\n\n<div style=\"height:15px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">L&#8217;exemple r\u00e9ussi d&#8217;un acteur majeur des t\u00e9l\u00e9coms<\/h3>\n\n\n\n<p>Un op\u00e9rateur t\u00e9l\u00e9com a eu recours \u00e0 cette d\u00e9marche pour mettre en \u0153uvre tr\u00e8s rapidement une solution d\u2019IA qui lui a permis de r\u00e9pondre aux injonctions de son autorit\u00e9 de r\u00e9gulation et de renforcer sa qualit\u00e9 de service pour ses clients. Press\u00e9e d\u2019am\u00e9liorer significativement la qualit\u00e9 des d\u00e9ploiements de fibre optique, l\u2019entreprise s\u2019est appuy\u00e9e sur une information dont elle disposait d\u00e9j\u00e0 : les photos que prennent les installateurs avant et apr\u00e8s le raccordement. En v\u00e9rifiant certains points de contr\u00f4le sur ces images, une solution bas\u00e9e sur l\u2019IA est capable d\u2019identifier les branchements corrects et ceux qui n\u00e9cessiteraient l\u2019examen d\u2019un technicien. <\/p>\n\n\n\n<p>La d\u00e9marche d\u2019industrialisation a notamment permis de mettre en place un r\u00e9entra\u00eenement continu du mod\u00e8le afin de pr\u00e9venir les \u00e9ventuelles d\u00e9rives de donn\u00e9es (la qualit\u00e9 des photos \u00e9volue avec les nouvelles g\u00e9n\u00e9rations de smartphones, les conditions de prise de vue d\u00e9pendent des saisons\u2026) et d\u2019usage (par exemple, s\u2019il fallait prendre en compte des fils d\u2019une couleur suppl\u00e9mentaire \u00e0 la suite de l\u2019arriv\u00e9e d\u2019un nouvel op\u00e9rateur). <\/p>\n\n\n\n<p>Permettant de s\u00e9curiser et d\u2019acc\u00e9l\u00e9rer les projets d\u2019IA, la d\u00e9marche d\u2019industrialisation repose classiquement sur la mise en place d\u2019un triptyque Outils\/Processus\/Organisation. Il faut cependant insister tout particuli\u00e8rement sur l\u2019importance d\u2019associer \u00e9troitement les parties prenantes m\u00e9tier, IT et data. Un d\u00e9ficit de collaboration entre ces acteurs est en effet un fr\u00e9quent facteur d\u2019\u00e9chec des projets, o\u00f9 l\u2019on s\u2019acharne parfois en vain sur des probl\u00e8mes sans solution ou sur des solutions sans probl\u00e8me ! Mettre tout le monde autour de la table d\u00e8s le d\u00e9part, et \u00e0 chacune des \u00e9tapes, permet d\u2019\u00e9viter de telles impasses et d\u2019aborder les projets d\u2019IA dans une perspective r\u00e9solument tourn\u00e9e vers leur passage \u00e0 l\u2019\u00e9chelle et la maximisation de leurs b\u00e9n\u00e9fices.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u00c0 retenir<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Seule une approche m\u00e9thodique et structur\u00e9e permet d\u2019obtenir les b\u00e9n\u00e9fices attendus des projets d\u2019IA, et notamment de leur mise \u00e0 l\u2019\u00e9chelle<\/li>\n\n\n\n<li>En plus de la prise en compte de certaines contraintes d\u00e8s sa conception, un mod\u00e8le d\u2019IA doit \u00eatre sans cesse suivi pour qu\u2019il reste pertinent et performant.<\/li>\n\n\n\n<li>Pour cr\u00e9er de la valeur, une approche industrialis\u00e9e, orient\u00e9e produit, couvrant l\u2019ensemble cycle de vie des mod\u00e8les et associant tous les acteurs est indispensable.<\/li>\n<\/ol>\n\n\n\n<div style=\"height:18px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-small-font-size\">[1] : <a href=\"https:\/\/www.capgemini.com\/fr-fr\/perspectives\/publications\/entreprise-intelligence-artificielle\/\">https:\/\/www.capgemini.com\/fr-fr\/perspectives\/publications\/entreprise-intelligence-artificielle\/<\/a> <\/p>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"wp-block-cg-blocks-wrapper-people-slider section section--expert-slider wrapper-people-slider undefined\"><div class=\"container\"><div class=\"content-title\"><h3 data-maxlength=\"34\">Auteur<\/h3><\/div><\/div><div class=\"slider slider-boxed\"><div class=\"container\"><div class=\"slider-window\"><div class=\"slider-list\">\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\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/07\/Guillaume-Gerard-PC.png\" alt=\"Guillaume G\u00e9rard\"\/>\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=\"Nous contacter\" data-bs-toggle=\"modal\" data-bs-target=\"#WPB85ec954c_cacb_41b0_849a_479197610466\" 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=\"Ouvrir dans une nouvelle fen\u00eatre\" href=\"https:\/\/www.linkedin.com\/in\/guillaume-gerard-7aa987a6\/\"><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\">Guillaume G\u00e9rard<\/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>Head of AI, Data Science &amp; Analytics 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=\"Nous contacter\" data-bs-toggle=\"modal\" data-bs-target=\"#WPB85ec954c_cacb_41b0_849a_479197610466\" data-bs-expert-title=\"Guillaume G\u00e9rard\">\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=\"Ouvrir dans une nouvelle fen\u00eatre\" href=\"https:\/\/www.linkedin.com\/in\/guillaume-gerard-7aa987a6\/\"><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\">Guillaume est responsable de l\u2019IA pour Capgemini en France. Il a men\u00e9 de nombreux projets de mise en place de produits IA, GenAI et Agentic AI \u00e0 l\u2019\u00e9chelle dans de nombreux secteurs : Secteur public, T\u00e9l\u00e9communications, M\u00e9dia, services, Assurance, etc. Il anime une communaut\u00e9 de 250 experts \u00e0 travers la France. <\/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=\"WPB85ec954c_cacb_41b0_849a_479197610466\">\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=\"fermer\" 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\/fr-fr\/wp-content\/themes\/capgemini2025\/assets\/images\/logo.svg\"\n\t\t\t\t\t\t\t\t\t\talt=\"Nous contacter\" class=\"light\" \/>\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/themes\/capgemini2025\/assets\/images\/logo-white.svg\"\n\t\t\t\t\t\t\t\t\t\talt=\"Nous contacter\" 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\">Nous contacter<\/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_678098_513840202\" class=\"mf_form__form row needs-validation\" action=\"\" method=\"post\" enctype=\"multipart\/form-data\" data-nosnippet>\n\n\t\t\t\t<div class=\"mf-field-wrapper form-floating col-sm-12\"><input type=\"text\" class=\"form-control\" id=\"_mf_676787_9708_3191049549\" name=\"_mf_676787_9708\" placeholder=\"Pr\u00e9nom\" required \/><label for=\"_mf_676787_9708_3191049549\" class=\"form-label\">Pr\u00e9nom <span class=\"star-required\">*<\/span><\/label><div class=\"invalid-feedback-frm\" role=\"alert\">Pr\u00e9nom n&#039;est pas valide<\/div><\/div><div class=\"mf-field-wrapper form-floating col-sm-12\"><input type=\"text\" class=\"form-control\" id=\"_mf_676787_9847_3431336346\" name=\"_mf_676787_9847\" placeholder=\"Nom\" required \/><label for=\"_mf_676787_9847_3431336346\" class=\"form-label\">Nom <span class=\"star-required\">*<\/span><\/label><div class=\"invalid-feedback-frm\" role=\"alert\">Nom n&#039;est pas valide<\/div><\/div><div class=\"mf-field-wrapper form-floating col-sm-12\"><input type=\"email\" class=\"form-control\" id=\"_mf_676787_8493_1178223875\" name=\"_mf_676787_8493\" placeholder=\"Email\" required \/><label for=\"_mf_676787_8493_1178223875\" class=\"form-label\">Email <span class=\"star-required\">*<\/span><\/label><div class=\"invalid-feedback-frm\" role=\"alert\">Email n&#039;est pas valide<\/div><\/div><div class=\"mf-field-wrapper form-floating col-sm-12\"><input type=\"text\" class=\"form-control\" id=\"_mf_676787_613_760511636\" name=\"_mf_676787_613\" placeholder=\"Entreprise\" required \/><label for=\"_mf_676787_613_760511636\" class=\"form-label\">Entreprise <span class=\"star-required\">*<\/span><\/label><div class=\"invalid-feedback-frm\" role=\"alert\">Entreprise n&#039;est pas valide<\/div><\/div>\t\t<div class=\"mf_field mf_field--country mf_field--select floating form-country-select-parent mf-required\">\n\n\t\t\t<label for=\"_mf_678057_9461_229694553\" class=\"floating__label form-country-select-label\" data-content=\"Pays\">\n\t\t\t\t<span class=\"floating-label-content\">Pays<\/span>\n\t\t\t<\/label>\n\n\t\t\t<div class=\"select-wrap\">\n<i class=\"icon icon-zodiak-chevron-down\"><\/i>\n\t\t\t\t<select id=\"_mf_678057_9461_229694553\" class=\"mf_field__input empty mf-country-selectbox form_country_select\" name=\"_mf_678057_9461\" data-validate=\"select\" required>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"\" >Pays<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AF\" >Afghanistan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"ZA\" >Afrique du Sud<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AL\" >Albanie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"DZ\" >Alg\u00e9rie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"DE\" >Allemagne<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AD\" >Andorre<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AO\" >Angola<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AI\" >Anguilla<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AQ\" >Antarctique<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AG\" >Antigua-et-Barbuda<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AN\" >Antilles n\u00e9erlandaises<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SA\" >Arabie Saoudite<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AR\" >Argentine<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AM\" >Arm\u00e9nie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AW\" >Aruba<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AU\" >Australie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AT\" >Autriche<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AZ\" >Azerba\u00efdjan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BS\" >Bahamas<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BH\" >Bahre\u00efn<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BB\" >Barbade<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BE\" >Belgique<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BD\" >Bengladesh<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BM\" >Bermudes<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BT\" >Bhoutan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MM\" >Birmanie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BY\" >Bi\u00e9lorussie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BO\" >Bolivie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BA\" >Bosnie Herz\u00e9govine<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BW\" >Bostwana<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BN\" >Brunei Darussalam<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BR\" >Br\u00e9sil<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BG\" >Bulgarie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BF\" >Burkina Faso<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BI\" >Burundi<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BZ\" >B\u00e9lize<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BJ\" >B\u00e9nin<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"KH\" >Cambodge<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CM\" >Cameroun<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CA\" >Canada<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CV\" >Cap-Vert<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CL\" >Chili<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CN\" >Chine<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CY\" >Chypre<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CO\" >Colombie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"KM\" >Comores<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CG\" >Congo<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CD\" >Congo, R\u00e9publique d\u00e9mocratique<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"KR\" >Cor\u00e9e<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CR\" >Costa Rica<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"HR\" >Croatie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CU\" >Cuba<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CI\" >C\u00f4te d&#039;Ivoire<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"DK\" >Danemark<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"DJ\" >Djibouti<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"DM\" >Dominique<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"EG\" >Egypte<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SV\" >El Salvador<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AE\" >Emirats arabes unis<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"EC\" >Equateur<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"ER\" >Erythr\u00e9e<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"ES\" >Espagne<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"EE\" >Estonie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"US\" >Etats-Unis<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"ET\" >Ethiopie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"FJ\" >Fidji<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"FI\" >Finlande<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"FR\"  selected='selected'>France<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"RU\" >F\u00e9d\u00e9ration Russe<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GA\" >Gabon<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GM\" >Gambie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GH\" >Ghana<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GI\" >Gibraltar<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GD\" >Grenade<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GL\" >Groenland<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GR\" >Gr\u00e8ce<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GP\" >Guadeloupe<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GU\" >Guam<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GT\" >Guatemala<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GG\" >Guernesey<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GN\" >Guin\u00e9e<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GQ\" >Guin\u00e9e \u00c9quatoriale<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GW\" >Guin\u00e9e-Bissau<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GY\" >Guyane<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GF\" >Guyane Fran\u00e7aise<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GE\" >G\u00e9orgie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GS\" >G\u00e9orgie du Sud et \u00eele Sandwich.<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"HT\" >Ha\u00efti<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"HN\" >Honduras<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"HK\" >Hong Kong<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"HU\" >Hongrie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BV\" >Ile Bouvet<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CX\" >Ile Christmas<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"HM\" >Ile Heard et \u00celes Mcdonald<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"IM\" >Ile de Man<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AX\" >Iles Aland<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"KY\" >Iles Ca\u00efmans<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CC\" >Iles Cocos (Keeling)<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CK\" >Iles Cook<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"FK\" >Iles Falkland (Malouines)<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"FO\" >Iles F\u00e9ro\u00e9<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MP\" >Iles Mariannes du Nord<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MH\" >Iles Marshall<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SB\" >Iles Salomon<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"TC\" >Iles Turques-et-Ca\u00efques<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"VG\" >Iles Vierges britanniques<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"VI\" >Iles Vierges, \u00c9tats-Unis<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"UM\" >Iles p\u00e9riph\u00e9riques des \u00c9tats-Unis<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"IN\" >Inde<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"ID\" >Indon\u00e9sie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"IQ\" >Irak<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"IR\" >Iran (R\u00e9publique islamique d)<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"IE\" >Irlande<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"IS\" >Islande<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"IL\" >Isra\u00ebl<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"IT\" >Italie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"JM\" >Jama\u00efque<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"JP\" >Japon<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"JE\" >Jersey<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"JO\" >Jordanie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"KZ\" >Kazakhstan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"KE\" >Kenya<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"KG\" >Kirghizistan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"KI\" >Kiribati<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"KW\" >Koweit<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LA\" >Laos<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SC\" >Les Seychelles<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LS\" >Lesotho<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LV\" >Lettonie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LB\" >Liban<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LR\" >Lib\u00e9ria<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LI\" >Liechtenstein<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LT\" >Lituanie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LU\" >Luxembourg<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LY\" >Lybie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MO\" >Macao<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MK\" >Mac\u00e9doine<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MG\" >Madagascar<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MY\" >Malaisie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MW\" >Malawi<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MV\" >Maldives<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"ML\" >Mali<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MT\" >Malte<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MA\" >Maroc<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MQ\" >Martinique<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MU\" >Maurice<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MR\" >Mauritanie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"YT\" >Mayotte<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MX\" >Mexique<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"FM\" >Micron\u00e9sie, \u00c9tats f\u00e9d\u00e9r\u00e9s de<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MD\" >Moldavie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MC\" >Monaco<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MN\" >Mongolie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MS\" >Montserrat<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"ME\" >Mont\u00e9n\u00e9gro<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MZ\" >Mozambique<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NA\" >Namibie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NR\" >Nauru<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NI\" >Nicaragua<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NE\" >Niger<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NG\" >Nigeria<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NU\" >Niu\u00e9<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NF\" >Norfolk<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NO\" >Norv\u00e8ge<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NC\" >Nouvelle Cal\u00e9donie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NZ\" >Nouvelle-Z\u00e9lande<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NP\" >N\u00e9pal<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"OM\" >Oman<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"UG\" >Ouganda<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"UZ\" >Ouzb\u00e9kistan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PK\" >Pakistan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PW\" >Palaos<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PA\" >Panama<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PG\" >Papouasie Nouvelle Guin\u00e9e<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PY\" >Paraguay<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NL\" >Pays-Bas<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PH\" >Philippines<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PN\" >Pitcairn<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PL\" >Pologne<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PF\" >Polyn\u00e9sie fran\u00e7aise<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PR\" >Porto Rico<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PT\" >Portugal<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PE\" >P\u00e9rou<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"QA\" >Qatar<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"RO\" >Roumanie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GB\" >Royaume-Uni<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"RW\" >Rwanda<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"DO\" >R\u00e9publique Dominicaine<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SY\" >R\u00e9publique arabe syrienne<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CF\" >R\u00e9publique centrafricaine<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CZ\" >R\u00e9publique tch\u00e8que<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"RE\" >R\u00e9union<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"EH\" >Sahara occidental<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BL\" >Saint Barth\u00e9lemy<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SM\" >Saint Marin<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MF\" >Saint Martin<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"KN\" >Saint-Christophe-et-Ni\u00e9v\u00e8s<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PM\" >Saint-Pierre-et-Miquelon<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"VA\" >Saint-Si\u00e8ge (\u00c9tat de la Cit\u00e9 du Vatican)<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"VC\" >Saint-Vincent-et-les Grenadines<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SH\" >Sainte-H\u00e9l\u00e8ne<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LC\" >Sainte-Lucie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"WS\" >Samoa<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AS\" >Samoa am\u00e9ricaines<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"ST\" >Sao Tom\u00e9 et Principe<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"RS\" >Serbie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SL\" >Sierra Leone<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SG\" >Singapour<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SK\" >Slovaquie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SI\" >Slov\u00e9nie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SO\" >Somalie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SD\" >Soudan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LK\" >Sri Lanka<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CH\" >Suisse<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SR\" >Suriname<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SE\" >Su\u00e8de<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SJ\" >Svalbard et Jan Mayen<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SZ\" >Swaziland<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SN\" >S\u00e9n\u00e9gal<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"TJ\" >Tadjikistan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"TZ\" >Tanzanie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"TW\" >Ta\u00efwan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"TD\" >Tchad<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"TF\" >Terres australes fran\u00e7aises<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"IO\" >Territoire britannique de l&#039;oc\u00e9an Indien<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PS\" >Territoire palestinien occup\u00e9<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"TH\" >Tha\u00eflande<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"TL\" >Timor oriental<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"TG\" >Togo<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"TK\" >Tok\u00e9laou<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"TO\" >Tonga<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"TT\" >Trinit\u00e9-et-Tobago<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"TN\" >Tunisie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"TM\" >Turkm\u00e9nistan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"TR\" >Turquie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"TV\" >Tuvalu<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"UA\" >Ukraine<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"UY\" >Uruguay<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"VU\" >Vanuatu<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"VE\" >Venezuela<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"VN\" >Vietnam<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"WF\" >Wallis et Futuna<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"YE\" >Y\u00e9men<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"ZM\" >Zambie<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"ZW\" >Zimbabwe<\/option>\n\t\t\t\t\t\t\t\t\t<\/select>\n\n\t\t\t\t<div class=\"invalid-feedback-frm\" role=\"alert\">Pays n&#039;est pas valide<\/div>\n\t\t\t<\/div>\n\n\t\t<\/div>\n\n\t\t<script type=\"text\/javascript\">\n            jQuery(document).ready(function($) {\n                $('.mf_form__form').each(function() {\n                    var $form = $(this); \/\/ This specific form instance\n\n                    \/\/ Find the country select in this form\n                    $form.find('.form_country_select').each(function() {\n                        var $select = $(this);\n\t\t\t\t\t\tvar clickCount = 0;\n                        \/\/ On change\n                        $select.on('click', function() {\n\t\t\t\t\t\t\tclickCount++;\n\t\t\t\t\t\t\tif (clickCount === 1) {\n\t\t\t\t\t\t\t\t$(this).parent().find('.icon-zodiak-chevron-down').addClass('active');\n\t\t\t\t\t\t\t} else {\n\t\t\t\t\t\t\t\tclickCount = 0;\n\t\t\t\t\t\t\t\t$(this).parent().find('.icon-zodiak-chevron-down').removeClass('active');\n\t\t\t\t\t\t\t}\n\t\t\t\t\t\t});\n\t\t\t\t\t\t$select.on('blur', function() {\n\t\t\t\t\t\t\tclickCount = 0;\n\t\t\t\t\t\t\t$(this).parent().find('.icon-zodiak-chevron-down').removeClass('active');\n\t\t\t\t\t\t});\n                    });\n                });\n            });\n        <\/script>\n\n\t\t<div class=\"mf-field-wrapper form-floating col-sm-12\"><input type=\"text\" pattern=\"^[0-9\\-\\+\\s]+$\"  class=\"form-control\" id=\"_mf_678098_3737_2972252759\" name=\"_mf_678098_3737\" oninput=\"validateInput(this)\" maxlength=\"14\" placeholder=\"T\u00e9l\u00e9phone\"  \/><label for=\"_mf_678098_3737_2972252759\" class=\"form-label\">T\u00e9l\u00e9phone (Optionnel)<\/label><\/div><div class=\"mf-field-wrapper form-floating col-sm-12\"><input type=\"text\" class=\"form-control\" id=\"_mf_678057_9962_989955892\" name=\"_mf_678057_9962\" placeholder=\"Votre message\" required \/><label for=\"_mf_678057_9962_989955892\" class=\"form-label\">Votre message <span class=\"star-required\">*<\/span><\/label><div class=\"invalid-feedback-frm\" role=\"alert\">Votre message n&#039;est pas valide<\/div><\/div>\t\t\t<div class=\"mf_field mf_field--hidden \">\n\t\t\t\t<label for=\"_mf_678098_833_686197864\">Expert title\t\t\t\t\t<\/label>\n\t\t\t\t<input type=\"hidden\" id=\"_mf_678098_833_686197864\" class=\"mf_field__input empty\" name=\"_mf_678098_833\" data-validate=\"text\" data-hidden-field-tag=\"expert_title\" value=\"\"  \/>\n\t\t\t<\/div>\n\t\t\t\t\t<div class=\"mf_field mf_field--hidden \">\n\t\t\t\t<label for=\"_mf_678074_6186_3277586212\">Page URL\t\t\t\t\t<\/label>\n\t\t\t\t<input\n\t\t\t\t\ttype=\"hidden\"\n\t\t\t\t\tid=\"_mf_678074_6186_3277586212\"\n\t\t\t\t\tclass=\"mf_field__input empty\"\n\t\t\t\t\tname=\"_mf_678074_6186\"\n\t\t\t\t\tdata-validate=\"text\"\n\t\t\t\t\tvalue=\"https:\/\/www.capgemini.com\/fr-fr\/perspectives\/blog\/industrialiser-ia-production-modeles-profitables\/\"\n\t\t\t\t\t\t\t\t\t\/>\n\t\t\t<\/div>\n\t\t<div class=\"mf-field-wrapper  col-sm-12\">\n\t\t<div class=\"form-check checkbox-controls\">\n\n\t\t\t<input type=\"checkbox\" id=\"_mf_676787_7054_2872590764\" class=\"form-check-input\"\n\t\t\t\tname=\"_mf_676787_7054[]\"\n\t\t\t\tvalue=\"1\"\n\t\t\t\trequired\n\t\t\t>\n\n\t\t\t<label for=\"_mf_676787_7054_2872590764\" class=\"form-check-label consent-text\">\n\t\t\t\tJe consens \u00e0 ce que mes donn\u00e9es soient utilis\u00e9es \u00e0 des fins de marketing et communication, comme d\u00e9crit dans notre <a href=\"https:\/\/www.capgemini.com\/fr-fr\/charte-de-protection-des-donnees-personnelles\/\" \/>Politique li\u00e9e aux donn\u00e9es personnelles. <\/a> &nbsp;\t\t\t<\/label>\n\n\t\t<\/div>\n\t\t<\/div>\t\t\t<div class=\"mf_field mf_field--recaptcha\">\n\t\t\t\t<div class=\"g-recaptcha\" data-sitekey=\"6Lc3OpIUAAAAADY4ErEHF0HF6Tr7vuknduDU-fbl\"><\/div>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t<div class=\"mf_field mf_field--submit\" >\n\t\t\t\t<div class=\"slide-button-background button-background\">\n\t\t\t\t\t<label for=\"slider-submit-_mf_676787_3613\" class=\"slide-text\">\n\t\t\t\t\t\tFaire glisser\t\t\t\t\t<\/label>\n\t\t\t\t\t<input\n\t\t\t\t\t\tid=\"slider-submit-_mf_676787_3613\"\n\t\t\t\t\t\ttype=\"range\"\n\t\t\t\t\t\tclass=\"mf_field__input slider-frm-btn\"\n\t\t\t\t\t\trel=\"_mf_676787_3613\"\n\t\t\t\t\t\tmin=\"0\"\n\t\t\t\t\t\tmax=\"100\"\n\t\t\t\t\t\tvalue=\"0\"\n\t\t\t\t\t\taria-label=\"Slide to submit\"\n\t\t\t\t\t\taria-describedby=\"slide-instruction-_mf_676787_3613\"\n\t\t\t\t\t\taria-valuenow=\"0\"\n\t\t\t\t\t\taria-valuemin=\"0\"\n\t\t\t\t\t\taria-valuemax=\"100\"\n\t\t\t\t\t\taria-orientation=\"horizontal\"\n\t\t\t\t\t\trole=\"slider\"\n\t\t\t\t\t\ttabindex=\"0\"\n\t\t\t\t\t\/>\n\t\t\t\t\t<span id=\"slide-instruction-_mf_676787_3613\" class=\"sr-only\">\n\t\t\t\t\t\tUtilisez les fl\u00e8ches droite pour faire d\u00e9filer ou faites glisser vers la droite avec votre doigt. Lorsque vous atteignez 100 %, le formulaire est envoy\u00e9.\t\t\t\t\t<\/span>\n\t\t\t\t\t<!-- Mobile-only submit button fallback -->\n\t\t\t\t\t<button type=\"submit\" class=\"mf-mobile-submit-btn\" disabled>\n\t\t\t\t\t\t<span class=\"sr-only\">Si vous utilisez un lecteur d\u2019\u00e9cran ou VoiceOver, appuyez deux fois sur ce bouton pour envoyer le formulaire.<\/span>\n\t\t\t\t\t\tFaire glisser\t\t\t\t\t<\/button>\n\t\t\t\t<\/div>\n\t\t\t\t<input type=\"hidden\" name=\"submit_btn_txt\" class=\"submit_btn_txt\" value=\"Faire glisser\"\/>\n\t\t\t\t<input type=\"hidden\" name=\"submitted_state_txt\" class=\"submitted_state_txt\" value=\"Valid\u00e9\"\/>\n\t\t\t<\/div>\n\t\t\t\t\t\t<input type=\"hidden\" name=\"form_id\" data-validate=\"number\" class=\"mf_form__id\" value=\"678098\" \/>\n\t\t\t\t<input type=\"hidden\" name=\"form_title\" class=\"mf_form__title\" value=\"formulaire-page-experts\" \/>\n\t\t\t\t<input type=\"hidden\" name=\"wp_rest_nonce\" class=\"mf_form__wp_rest_nonce\" value=\"727936c3d3\" \/>\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\tMerci de votre int\u00e9r\u00eat.<br>Nous reprendrons prochainement contact avec vous.<br>A bient\u00f4t<\/p>\n\t\t\t<\/div>\n\t\t\t<div class=\"mf_form__errors\">\n\t\t\t\t<p>D\u00e9sol\u00e9, la soumission du formulaire a \u00e9chou\u00e9. Merci de r\u00e9essayer.<\/p>\n\t\t\t<\/div>\n\t\t\t\t<\/div>\n\n\t\t<script>\n\t\t\twindow.MF_CONFIG678098 = {\"678098\":{\"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<\/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\t\t<section\n\t\t\tclass=\"section section--lifeatcap-learning section--event-slider-careerInvent \">\n\n\t\t\t<div class=\"container\">\n\t\t\t\t<div class='career-invent-header'>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t<div class=\"heading col-12 col-md-8\">\n\t\t\t\t\t\t\t\t<h2>Pour aller plus loin<\/h2>\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\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"slider slider-fader 107d74ea-3622-4ff3-ad89-184858286705\">\n\t\t\t\t\t\t\t\t\t<div class=\"slider-nav-wrapper smallDevice\">\n\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t<div class=\"col-md-12 text-center\">\n\t\t\t\t\t\t\t\t<div class=\"slider-nav\">\n\t\t\t\t\t\t\t\t\t<button class=\"slider-prev inactive\"\n\t\t\t\t\t\t\t\t\t\taria-label=\"Curseur pr\u00e9c\u00e9dent\"><\/button>\n\t\t\t\t\t\t\t\t\t<ul class=\"slider-paginator\"><\/ul>\n\t\t\t\t\t\t\t\t\t<button class=\"slider-next \"\n\t\t\t\t\t\t\t\t\t\taria-label=\"Curseur suivant\"><\/button>\n\t\t\t\t\t\t\t\t<\/div>\n\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\t\t\t\t<div\n\t\t\t\t\tclass=\"slider-list \">\n\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\tclass=\"slide active \">\n\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\tclass=\"slide-bg-wrapper wp-block-cg-blocks-career-invent is-style-blue-capgemini-theme\">\n\t\t\t\t\t\t\t\t<div class=\"bgImagesection\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"bgColor\"><\/div>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"container slide-info-wrapper\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\tclass=\"col-md-6 col-sm-12 box-inner \">\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<div class=\"bgColor\"><\/div>\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<div\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tclass=\"content-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"explore-header\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata-maxlength=\"68\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Livre blanc : d\u00e9mocratiser la donn\u00e9e pour cr\u00e9er de la valeur\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tLivre blanc : d\u00e9mocratiser la donn\u00e9e pour cr\u00e9er de la valeur\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\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\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tclass=\"box-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 data-maxlength=\"144\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Les cl\u00e9s de la r\u00e9volution data-centric\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tstyle=\"white-space: pre-wrap;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tLes cl\u00e9s de la r\u00e9volution data-centric\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\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\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\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\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\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\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"btnDiv\"> <a class=\"more2\" data-maxlength=\"24\" aria-label=\"T\u00e9l\u00e9charger A propos Livre blanc : d\u00e9mocratiser la donn\u00e9e pour cr\u00e9er de la valeur\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t tabindex=\"0\" href=\"https:\/\/www.capgemini.com\/fr-fr\/perspectives\/publications\/democratiser-la-donnee-pour-creer-de-la-valeur\/\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttarget=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tT\u00e9l\u00e9charger\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a> <\/div>\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\n\n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"col-md-6 col-sm-12 text-right box-img-wrapper escaper escaper-right\">\n\t\t\t\t\t\t\t\t\t\t\t\t\n\n\t\t\t\t\t\t\t\t\t\t\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/04\/2023-FR-HeroBanner-Livre-Blanc-Plateformes-Data.jpg?w=1200&amp;quality=90 1x, https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/04\/2023-FR-HeroBanner-Livre-Blanc-Plateformes-Data.jpg?w=1200&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 1500px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/04\/2023-FR-HeroBanner-Livre-Blanc-Plateformes-Data.jpg?w=600&amp;quality=90 1x, https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/04\/2023-FR-HeroBanner-Livre-Blanc-Plateformes-Data.jpg?w=1200&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 992px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/04\/2023-FR-HeroBanner-Livre-Blanc-Plateformes-Data.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/04\/2023-FR-HeroBanner-Livre-Blanc-Plateformes-Data.jpg?w=800&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 768px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/04\/2023-FR-HeroBanner-Livre-Blanc-Plateformes-Data.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/04\/2023-FR-HeroBanner-Livre-Blanc-Plateformes-Data.jpg?w=800&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 0)\" \/>\n\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" class=\"box-img\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrc=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/04\/2023-FR-HeroBanner-Livre-Blanc-Plateformes-Data.jpg\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tstyle=\"\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\" alt=\"\" \/>\n\n\t\t\t\t\t\t\t\t\t\t\t\t<\/picture>\n\t\t\t\t\t\t\t\t\t\t\t\t<!-- <img decoding=\"async\" class=\"box-img\" src=\"\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\"\n\t\t\t\t\t\t\t\t\t\t\tstyle=\"\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\" alt=\"\"\n\t\t\t\t\t\t\t\t\t\t\/> -->\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"\">\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"slide-reveal\"><\/div>\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<div\n\t\t\t\t\t\t\tclass=\"slide active \">\n\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\tclass=\"slide-bg-wrapper wp-block-cg-blocks-career-invent is-style-blue-capgemini-theme\">\n\t\t\t\t\t\t\t\t<div class=\"bgImagesection\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"bgColor\"><\/div>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"container 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transformez votre organisation.\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tstyle=\"white-space: pre-wrap;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tMa\u00eetrisez vos donn\u00e9es et transformez votre organisation.\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\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\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\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\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\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\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"btnDiv\"> <a class=\"more2\" data-maxlength=\"24\" aria-label=\"En savoir plus A propos Data &amp; intelligence artificielle\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t tabindex=\"-1\" href=\"https:\/\/www.capgemini.com\/fr-fr\/services\/data-intelligence-artificielle\/\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttarget=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tEn savoir plus\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a> <\/div>\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\n\n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"col-md-6 col-sm-12 text-right box-img-wrapper escaper escaper-right\">\n\t\t\t\t\t\t\t\t\t\t\t\t\n\n\t\t\t\t\t\t\t\t\t\t\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=1200&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=1200&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 1500px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=600&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=1200&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 992px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=800&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 768px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=800&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 0)\" \/>\n\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" class=\"box-img\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrc=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tstyle=\"\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\" alt=\"\" \/>\n\n\t\t\t\t\t\t\t\t\t\t\t\t<\/picture>\n\t\t\t\t\t\t\t\t\t\t\t\t<!-- <img decoding=\"async\" class=\"box-img\" src=\"\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\"\n\t\t\t\t\t\t\t\t\t\t\tstyle=\"\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\" alt=\"\"\n\t\t\t\t\t\t\t\t\t\t\/> -->\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"\">\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"slide-reveal\"><\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t<div class=\"slider-nav-wrapper largeDevice\">\n\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t<div class=\"col-md-12 text-center\">\n\t\t\t\t\t\t\t\t<div class=\"slider-nav\">\n\t\t\t\t\t\t\t\t\t<button class=\"slider-prev inactive\"\n\t\t\t\t\t\t\t\t\t\taria-label=\"Curseur pr\u00e9c\u00e9dent\"><\/button>\n\t\t\t\t\t\t\t\t\t<ul class=\"slider-paginator\"><\/ul>\n\t\t\t\t\t\t\t\t\t<button class=\"slider-next\"\n\t\t\t\t\t\t\t\t\t\taria-label=\"Curseur suivant\"><\/button>\n\t\t\t\t\t\t\t\t<\/div>\n\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\n\t\t\t<\/div>\n\n\t\t<\/section>\n\n\t\t","protected":false},"excerpt":{"rendered":"<p>Pour amplifier la dynamique du changement et \u00e9viter au contraire qu\u2019elle ne s\u2019essouffle, les initiatives data doivent aboutir plus rapidement et cr\u00e9er visiblement de la valeur.<\/p>\n","protected":false},"author":157,"featured_media":727445,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"cg_dt_proposed_to":[21,41],"cg_seo_hreflang_relations":"[]","cg_seo_canonical_relation":"{\"uuid\":\"3b6f04bd-e9a4-4a4e-bce5-fb87e9e231bb\",\"blogId\":\"\",\"domain\":\"\",\"sitePath\":\"\",\"postLink\":\"\",\"postId\":null,\"isSaved\":true,\"isCrossLink\":false,\"hasCrossLink\":false}","cg_seo_hreflang_x_default_relation":"{\"uuid\":\"969be00e-2863-42ad-9862-1c4f1cab36ec\",\"blogId\":\"\",\"domain\":\"\",\"sitePath\":\"\",\"postLink\":\"\",\"postId\":null,\"isSaved\":true,\"isCrossLink\":false,\"hasCrossLink\":false}","cg_dt_approved_content":true,"cg_dt_mandatory_content":false,"cg_dt_notes":"","cg_dg_source_changed":false,"cg_dt_link_disabled":true,"_yoast_wpseo_primary_brand":"","_jetpack_memberships_contains_paid_content":false,"footnotes":"","featured_focal_points":""},"categories":[138],"tags":[174],"brand":[],"service":[49],"industry":[],"partners":[],"blog-topic":[359],"content-group":[],"class_list":["post-727358","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-transformation","tag-ia-et-data","service-ia-data","blog-topic-ia-data"],"yoast_head":"<!-- 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\/>\n<meta property=\"og:description\" content=\"Pour amplifier la dynamique du changement et \u00e9viter au contraire qu\u2019elle ne s\u2019essouffle, les initiatives data doivent aboutir plus rapidement et cr\u00e9er visiblement de la valeur.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.capgemini.com\/fr-fr\/perspectives\/blog\/industrialiser-ia-production-modeles-profitables\/\" \/>\n<meta property=\"og:site_name\" content=\"Capgemini France\" \/>\n<meta property=\"article:published_time\" content=\"2023-09-19T05:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-03-04T05:57:41+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.capgemini.com\/fr-fr\/wp-content\/uploads\/sites\/6\/2023\/08\/2023-FR-Featured-Image-Blog-Industrialiser-IA.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"630\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta 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