{"id":18800,"date":"2026-07-27T11:49:48","date_gmt":"2026-07-27T09:49:48","guid":{"rendered":"https:\/\/www.jems-group.com\/?p=18800"},"modified":"2026-07-27T17:10:28","modified_gmt":"2026-07-27T15:10:28","slug":"data-management-ia","status":"publish","type":"post","link":"https:\/\/www.jems-group.com\/en\/actualites\/data-management-ia\/","title":{"rendered":"Data Management for AI: How to Build a Data Foundation That Makes AI Truly Useful in Business"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"18800\" class=\"elementor elementor-18800\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-240e634 e-flex e-con-boxed e-con e-parent\" data-id=\"240e634\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-816de0c e-con-full e-flex e-con e-child\" data-id=\"816de0c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-798d721 e-con-full e-flex e-con e-child\" data-id=\"798d721\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-771bbf0 elementor-widget elementor-widget-global elementor-global-12335 elementor-widget-breadcrumbs\" data-id=\"771bbf0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"breadcrumbs.default\">\n\t\t\t\t\t<p id=\"breadcrumbs\"><span><span><a href=\"https:\/\/www.jems-group.com\/\">Accueil<\/a><\/span><\/span><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e053f1d elementor-widget elementor-widget-heading\" data-id=\"e053f1d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Data Management pour l&rsquo;IA : comment construire une base data qui rend l&rsquo;IA vraiment utile en entreprise<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9b09188 elementor-widget elementor-widget-post-info\" data-id=\"9b09188\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-7c979de\" itemprop=\"datePublished\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t<span class=\"elementor-post-info__item-prefix\">Publi\u00e9 le <\/span>\n\t\t\t\t\t\t\t\t\t\t<time>27 July 2026<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d01628e e-flex e-con-boxed e-con e-parent\" data-id=\"d01628e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0976b1b elementor-widget elementor-widget-text-editor\" data-id=\"0976b1b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2>Vos \u00e9quipes ont lanc\u00e9 des dizaines de projets IA. Combien ont r\u00e9ellement d\u00e9pass\u00e9 le stade du prototype ?<\/h2><p>C&rsquo;est la question que se posent aujourd&rsquo;hui la plupart des Directions Data et IA. L&rsquo;adoption de l&rsquo;IA s&rsquo;acc\u00e9l\u00e8re dans les entreprises, mais la donn\u00e9e qui l&rsquo;alimente n&rsquo;est, elle, pas toujours pr\u00eate. R\u00e9sultat : des projets qui stagnent, des budgets consomm\u00e9s sans retour visible, et une confiance qui s&rsquo;\u00e9rode aupr\u00e8s des m\u00e9tiers.<\/p><p>Le probl\u00e8me n&rsquo;est plus l&rsquo;acc\u00e8s \u00e0 la technologie IA. Le probl\u00e8me, c&rsquo;est la donn\u00e9e elle-m\u00eame : sa qualit\u00e9, sa gouvernance, sa capacit\u00e9 \u00e0 \u00eatre exploit\u00e9e de fa\u00e7on fiable et r\u00e9p\u00e9table.<\/p><p>Dans cet article, nous d\u00e9cryptons ce qu&rsquo;est une donn\u00e9e r\u00e9ellement \u00ab\u00a0pr\u00eate pour l&rsquo;IA\u00a0\u00bb, pourquoi ce sujet est devenu strat\u00e9gique, et surtout comment b\u00e2tir une pratique de data management durable pour transformer vos initiatives IA en r\u00e9sultats business mesurables.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8c53b39 elementor-widget elementor-widget-image\" data-id=\"8c53b39\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/elementor\/thumbs\/Cover-Abstract-selection-rr129oq90qcl7j8gsw49dqqd1guv82c17johxniu2g.png\" title=\"Cover data management ia\" alt=\"Cover data management ia\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d44426 elementor-widget elementor-widget-heading\" data-id=\"5d44426\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">D\u00e9cryptage : qu'est-ce qu'une donn\u00e9e pr\u00eate pour l'IA ?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aac2699 elementor-widget elementor-widget-text-editor\" data-id=\"aac2699\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Une donn\u00e9e pr\u00eate pour l&rsquo;IA n&rsquo;est pas une donn\u00e9e parfaite dans l&rsquo;absolu. C&rsquo;est une donn\u00e9e contextuelle, fiable et adaptable, \u00e9valu\u00e9e \u00e0 l&rsquo;aune du cas d&rsquo;usage IA qu&rsquo;elle doit servir.<\/p><p>Concr\u00e8tement, cela signifie que :<\/p><ul><li>la donn\u00e9e est correctement document\u00e9e et trac\u00e9e (m\u00e9tadonn\u00e9es, lignage) ;<\/li><li>sa qualit\u00e9 et sa fra\u00eecheur sont surveill\u00e9es en continu (observabilit\u00e9) ;<\/li><li>elle peut \u00eatre r\u00e9utilis\u00e9e sur plusieurs cas d&rsquo;usage sans retraitement complet ;<br \/>sa gouvernance garantit la conformit\u00e9 r\u00e9glementaire et la ma\u00eetrise des risques.<\/li><\/ul><p><br \/>Cette d\u00e9finition change une chose essentielle : la pr\u00e9paration de la donn\u00e9e n&rsquo;est plus un chantier ponctuel avant un projet IA, mais un processus continu et cumulatif, qui s&rsquo;enrichit \u00e0 mesure que les cas d&rsquo;usage se multiplient.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad7e6ad elementor-widget elementor-widget-heading\" data-id=\"ad7e6ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Pourquoi ce sujet devient strat\u00e9gique en 2026<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b46901 elementor-widget elementor-widget-text-editor\" data-id=\"8b46901\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Les investissements dans les briques fondamentales progressent rapidement. Une large majorit\u00e9 des organisations ayant des initiatives IA actives ont d\u00e9j\u00e0 d\u00e9ploy\u00e9 des entrep\u00f4ts de donn\u00e9es, et une part significative s&rsquo;appuie d\u00e9sormais sur des lakehouses pour structurer leur socle data.<\/p><p>Mais ces investissements d&rsquo;infrastructure, bien qu&rsquo;indispensables, ne suffisent pas. Ils permettent d&rsquo;identifier les donn\u00e9es disponibles ; ils ne garantissent pas qu&rsquo;elles soient r\u00e9ellement exploitables et repr\u00e9sentatives pour un usage IA donn\u00e9.<\/p><p>Avec la mont\u00e9e en puissance de l&rsquo;IA agentique, qui exige des donn\u00e9es interpr\u00e9tables et exploitables en temps r\u00e9el par des agents autonomes, l&rsquo;\u00e9cart entre \u00ab\u00a0avoir de la donn\u00e9e\u00a0\u00bb et \u00ab\u00a0avoir de la donn\u00e9e pr\u00eate pour l&rsquo;IA\u00a0\u00bb devient un facteur de risque business majeur.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75c9ca8 elementor-widget elementor-widget-heading\" data-id=\"75c9ca8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Enjeux business : ce que l'entreprise a r\u00e9ellement \u00e0 gagner ou \u00e0 perdre<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-364926d elementor-widget elementor-widget-heading\" data-id=\"364926d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Les impacts sur la performance<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e537bfc elementor-widget elementor-widget-text-editor\" data-id=\"e537bfc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Une donn\u00e9e mal pr\u00e9par\u00e9e g\u00e9n\u00e8re des effets en cascade sur toute la cha\u00eene de valeur IA :<\/p><ul><li>Mod\u00e8les peu fiables : des donn\u00e9es non repr\u00e9sentatives faussent les pr\u00e9dictions et les recommandations.<\/li><li>Passage \u00e0 l&rsquo;\u00e9chelle impossible : ce qui fonctionne en prototype casse en production.<\/li><li>ROI dilu\u00e9 : les \u00e9quipes IA passent plus de temps \u00e0 nettoyer la donn\u00e9e qu&rsquo;\u00e0 cr\u00e9er de la valeur<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eca7448 elementor-widget elementor-widget-heading\" data-id=\"eca7448\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Les risques \u00e0 ne pas agir<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ac04a25 elementor-widget elementor-widget-text-editor\" data-id=\"ac04a25\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Ne pas structurer sa pratique de data management pour l&rsquo;IA expose \u00e0 trois risques majeurs :<\/p><ul><li>Ralentissement de la mise en production : sans gouvernance des m\u00e9tadonn\u00e9es, chaque projet repart de z\u00e9ro.<\/li><li>Risques de conformit\u00e9 et de gouvernance IA : une donn\u00e9e non ma\u00eetris\u00e9e devient un point d&rsquo;exposition juridique et r\u00e9glementaire.<\/li><li>Dette technique croissante : des pratiques fragment\u00e9es entre \u00e9quipes multiplient les co\u00fbts cach\u00e9s et limitent la capacit\u00e9 \u00e0 scaler.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ee2d456 elementor-widget elementor-widget-heading\" data-id=\"ee2d456\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Cas d'usage B2B concrets<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65d8eed elementor-widget elementor-widget-text-editor\" data-id=\"65d8eed\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Dans les organisations industrielles ou de services, cela se traduit par des cas tr\u00e8s concrets : maintenance pr\u00e9dictive aliment\u00e9e par des capteurs mal document\u00e9s, scoring commercial biais\u00e9 par des donn\u00e9es CRM incompl\u00e8tes, ou chatbots m\u00e9tiers incapables de r\u00e9pondre correctement car la base de connaissance n&rsquo;a pas \u00e9t\u00e9 structur\u00e9e pour l&rsquo;IA g\u00e9n\u00e9rative.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-115985c elementor-widget elementor-widget-heading\" data-id=\"115985c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">M\u00e9thodologie : comment construire une pratique data pr\u00eate pour l'IA<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66a7601 elementor-widget elementor-widget-text-editor\" data-id=\"66a7601\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h3>\u00c9tape 1 &#8211; Renforcer les fondations<\/h3><p>Avant tout cas d&rsquo;usage avanc\u00e9, trois piliers doivent \u00eatre consolid\u00e9s :<\/p><ul><li>des r\u00e9f\u00e9rentiels de donn\u00e9es optimis\u00e9s en persistance, utilisation et performance ;<\/li><li>une gestion active des m\u00e9tadonn\u00e9es coupl\u00e9e \u00e0 une observabilit\u00e9 en temps r\u00e9el ;<\/li><li>des data products r\u00e9utilisables, combinant donn\u00e9e, m\u00e9tadonn\u00e9es et logique m\u00e9tier.<\/li><\/ul><h3>\u00c9tape 2 &#8211; Aligner la donn\u00e9e sur les cas d&rsquo;usage IA<\/h3><p>Une fois les fondations pos\u00e9es, il s&rsquo;agit d&rsquo;int\u00e9grer des pratiques plus avanc\u00e9es :<\/p><ul><li>labellisation et annotation des donn\u00e9es pour l&rsquo;entra\u00eenement des mod\u00e8les ;<\/li><li>feature engineering continu pour am\u00e9liorer la pr\u00e9cision des mod\u00e8les ;<\/li><li>g\u00e9n\u00e9ration de donn\u00e9es synth\u00e9tiques pour combler les lacunes et r\u00e9duire les biais ;<\/li><li>construction de graphes de connaissances et de taxonomies pour enrichir le contexte s\u00e9mantique ;<\/li><li>chunking et embedding pour optimiser la recherche vectorielle ;<\/li><li>gouvernance automatis\u00e9e pour s\u00e9curiser le passage \u00e0 l&rsquo;\u00e9chelle de l&rsquo;IA agentique.<\/li><\/ul><h3>\u00c9tape 3 &#8211; Op\u00e9rationnaliser et industrialiser<\/h3><p>La derni\u00e8re \u00e9tape consiste \u00e0 sortir du mode \u00ab\u00a0projet\u00a0\u00bb pour entrer en mode \u00ab\u00a0pratique organisationnelle\u00a0\u00bb :<\/p><ul><li>constituer des \u00e9quipes pluridisciplinaires (stewards data, ing\u00e9nieurs data, sp\u00e9cialistes IA, experts m\u00e9tiers) ;<\/li><li>standardiser les pratiques pour garantir interop\u00e9rabilit\u00e9 et r\u00e9utilisation ;<\/li><li>mettre en place une \u00e9valuation continue de la maturit\u00e9 data \u00e0 chaque \u00e9tape, du prototype \u00e0 la production.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-be8f571 elementor-widget elementor-widget-text-editor\" data-id=\"be8f571\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>T\u00e9l\u00e9chargez l&rsquo;\u00e9tude compl\u00e8te Gartner sur la construction d&rsquo;une pratique data pr\u00eate pour l&rsquo;IA :<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e885a5c elementor-widget elementor-widget-button\" data-id=\"e885a5c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/decouverte.jems-group.com\/gartner-data-for-ia\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Je t\u00e9l\u00e9charge l'\u00e9tude<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5e6d061 elementor-widget elementor-widget-heading\" data-id=\"5e6d061\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Point de vue JEMS<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2b420a8 elementor-widget elementor-widget-text-editor\" data-id=\"2b420a8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Chez JEMS, nous constatons chaque jour le m\u00eame sch\u00e9ma : les entreprises n&rsquo;\u00e9chouent pas par manque d&rsquo;ambition IA, mais par manque de structuration data en amont.<\/p><p>L&rsquo;IA utile en entreprise n&rsquo;est pas une question de mod\u00e8le plus performant. C&rsquo;est une question de socle data orchestr\u00e9, capable d&rsquo;alimenter plusieurs cas d&rsquo;usage simultan\u00e9ment, avec un niveau de confiance suffisant pour les m\u00e9tiers comme pour la conformit\u00e9.<\/p><p>C&rsquo;est pourquoi nous d\u00e9fendons une approche o\u00f9 la donn\u00e9e et l&rsquo;IA ne sont plus pilot\u00e9es comme deux silos, mais comme une cha\u00eene de valeur int\u00e9gr\u00e9e : gouvernance, plateforme data, IA et GenAI, jusqu&rsquo;\u00e0 l&rsquo;usage m\u00e9tier final. Cette orchestration est la condition d&rsquo;un ROI IA durable, et non ponctuel.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5181e47 elementor-widget elementor-widget-heading\" data-id=\"5181e47\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Comment JEMS vous accompagne concr\u00e8tement<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9eeb829 elementor-widget elementor-widget-text-editor\" data-id=\"9eeb829\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>JEMS structure votre trajectoire data-IA en s&rsquo;appuyant sur trois briques compl\u00e9mentaires :<\/p><p><strong>Data Platform<\/strong> : mise en place d&rsquo;une architecture data \u00e9volutive (entrep\u00f4ts, lakehouses, m\u00e9tadonn\u00e9es, observabilit\u00e9) qui constitue le socle fiable de toute initiative IA.<\/p><p><strong>IA &amp; GenAI<\/strong> : industrialisation des cas d&rsquo;usage IA g\u00e9n\u00e9rative et agentique, depuis le prototype jusqu&rsquo;\u00e0 la mise en production \u00e0 l&rsquo;\u00e9chelle.<\/p><p><strong>IA utile en entreprise<\/strong> : accompagnement des \u00e9quipes m\u00e9tiers pour transformer la donn\u00e9e en d\u00e9cisions et en actions concr\u00e8tes, mesurables en performance business.<\/p><p>Notre approche privil\u00e9gie une logique use-case-driven : partir d&rsquo;un cas d&rsquo;usage m\u00e9tier pr\u00e9cis, s\u00e9curiser la donn\u00e9e n\u00e9cessaire, puis \u00e9tendre progressivement la pratique \u00e0 l&rsquo;ensemble de l&rsquo;organisation. C&rsquo;est ce qui permet d&rsquo;obtenir des r\u00e9sultats visibles rapidement, tout en construisant une base r\u00e9utilisable et scalable pour les projets suivants.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea6cd43 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"ea6cd43\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.jems-group.com\/fr\/offres\/ia-en-entreprise\/#contact-iabusiness\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Echanger avec un expert<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1df16d4 elementor-widget elementor-widget-text-editor\" data-id=\"1df16d4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Rendre l&rsquo;IA utile en entreprise ne d\u00e9pend pas uniquement des mod\u00e8les ou des outils choisis. Cela d\u00e9pend d&rsquo;abord de la capacit\u00e9 \u00e0 construire une pratique de data management solide, continue et align\u00e9e sur les cas d&rsquo;usage m\u00e9tiers.<\/p><p>Les organisations qui structurent d\u00e8s maintenant leur donn\u00e9e pour l&rsquo;IA prennent une longueur d&rsquo;avance d\u00e9cisive sur celles qui repoussent cet investissement.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d16426c e-flex e-con-boxed e-con e-parent\" data-id=\"d16426c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d9f7a62 elementor-widget elementor-widget-heading\" data-id=\"d9f7a62\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">PLUS DE RESSOURCES<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dcb231a elementor-widget-divider--view-line elementor-widget elementor-widget-global elementor-global-343 elementor-widget-divider\" data-id=\"dcb231a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-41a95a8 elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-widget elementor-widget-loop-grid\" data-id=\"41a95a8\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;template_id&quot;:&quot;12041&quot;,&quot;_skin&quot;:&quot;post&quot;,&quot;columns&quot;:&quot;3&quot;,&quot;columns_tablet&quot;:&quot;2&quot;,&quot;columns_mobile&quot;:&quot;1&quot;,&quot;edit_handle_selector&quot;:&quot;[data-elementor-type=\\&quot;loop-item\\&quot;]&quot;,&quot;row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"loop-grid.post\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-loop-container elementor-grid\" role=\"list\">\n\t\t<style id=\"loop-12041\">.elementor-12041 .elementor-element.elementor-element-64cf36a{--display:flex;--border-radius:16px 16px 0px 16px;box-shadow:0px 0px 55px -30px rgba(0,0,0,0.5);--padding-top:0%;--padding-bottom:5%;--padding-left:0%;--padding-right:0%;}.elementor-12041 .elementor-element.elementor-element-64cf36a:not(.elementor-motion-effects-element-type-background), .elementor-12041 .elementor-element.elementor-element-64cf36a > .elementor-motion-effects-container > .elementor-motion-effects-layer{background-color:var( --e-global-color-f6bd35a );}.elementor-12041 .elementor-element.elementor-element-5f4d684 img{width:100%;height:180px;object-fit:cover;object-position:center center;transition-duration:0.5s;border-radius:016px 016px 0px 0px;}.elementor-12041 .elementor-element.elementor-element-5f4d684:hover img{filter:brightness( 100% ) contrast( 100% ) saturate( 170% ) blur( 0px ) hue-rotate( 0deg );}.elementor-12041 .elementor-element.elementor-element-8a27494 .elementor-heading-title{font-size:21px;font-weight:700;line-height:30px;-webkit-text-stroke-color:#000;stroke:#000;color:#000000;}.elementor-12041 .elementor-element.elementor-element-8a27494{padding:03% 05% 03% 05%;}.elementor-12041 .elementor-element.elementor-element-7444ac3 .elementor-button-content-wrapper{flex-direction:row-reverse;}.elementor-12041 .elementor-element.elementor-element-7444ac3 .elementor-button .elementor-button-content-wrapper{gap:10px;}.elementor-12041 .elementor-element.elementor-element-7444ac3 .elementor-button{font-size:16px;font-weight:700;text-decoration:underline;fill:var( --e-global-color-primary );color:var( --e-global-color-primary );background-color:#02010100;}.elementor-12041 .elementor-element.elementor-element-7444ac3{padding:0px 0px 0px 0px;}\/* Start custom CSS for button, class: .elementor-element-7444ac3 *\/.elementor-12041 .elementor-element.elementor-element-7444ac3 {\r\n    margin-top: auto !important;\r\n}\/* End custom CSS *\/<\/style>\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"12041\" class=\"elementor elementor-12041 e-loop-item e-loop-item-18814 post-18814 post type-post status-publish format-standard has-post-thumbnail hentry category-data-fr category-ia\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-64cf36a e-flex e-con-boxed e-con e-parent\" data-id=\"64cf36a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5f4d684 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"5f4d684\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/07\/Cover-Abstract-selection.png\" class=\"attachment-large size-large wp-image-18810\" alt=\"\" srcset=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/07\/Cover-Abstract-selection.png 1000w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/07\/Cover-Abstract-selection-300x169.png 300w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/07\/Cover-Abstract-selection-768x432.png 768w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/07\/Cover-Abstract-selection-18x10.png 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a27494 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"8a27494\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.jems-group.com\/en\/actualites\/passage-a-lechelle-de-lia-agentique\/\">Passage \u00e0 l&rsquo;\u00e9chelle de l&rsquo;IA agentique : ce que votre POC n&rsquo;a pas vu venir<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7444ac3 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"7444ac3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.jems-group.com\/en\/actualites\/passage-a-lechelle-de-lia-agentique\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-right\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M190.5 66.9l22.2-22.2c9.4-9.4 24.6-9.4 33.9 0L441 239c9.4 9.4 9.4 24.6 0 33.9L246.6 467.3c-9.4 9.4-24.6 9.4-33.9 0l-22.2-22.2c-9.5-9.5-9.3-25 .4-34.3L311.4 296H24c-13.3 0-24-10.7-24-24v-32c0-13.3 10.7-24 24-24h287.4L190.9 101.2c-9.8-9.3-10-24.8-.4-34.3z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Lire l'article<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\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<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"12041\" class=\"elementor elementor-12041 e-loop-item e-loop-item-18800 post-18800 post type-post status-publish format-standard has-post-thumbnail hentry category-data-fr category-ia\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-64cf36a e-flex e-con-boxed e-con e-parent\" data-id=\"64cf36a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5f4d684 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"5f4d684\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/07\/Cover-Abstract-selection.png\" class=\"attachment-large size-large wp-image-18810\" alt=\"\" srcset=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/07\/Cover-Abstract-selection.png 1000w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/07\/Cover-Abstract-selection-300x169.png 300w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/07\/Cover-Abstract-selection-768x432.png 768w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/07\/Cover-Abstract-selection-18x10.png 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a27494 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"8a27494\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.jems-group.com\/en\/actualites\/data-management-ia\/\">Data Management pour l&rsquo;IA : comment construire une base data qui rend l&rsquo;IA vraiment utile en entreprise<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7444ac3 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"7444ac3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.jems-group.com\/en\/actualites\/data-management-ia\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-right\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M190.5 66.9l22.2-22.2c9.4-9.4 24.6-9.4 33.9 0L441 239c9.4 9.4 9.4 24.6 0 33.9L246.6 467.3c-9.4 9.4-24.6 9.4-33.9 0l-22.2-22.2c-9.5-9.5-9.3-25 .4-34.3L311.4 296H24c-13.3 0-24-10.7-24-24v-32c0-13.3 10.7-24 24-24h287.4L190.9 101.2c-9.8-9.3-10-24.8-.4-34.3z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Lire l'article<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\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<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"12041\" class=\"elementor elementor-12041 e-loop-item e-loop-item-18750 post-18750 post type-post status-publish format-standard has-post-thumbnail hentry category-data-fr category-ia\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-64cf36a e-flex e-con-boxed e-con e-parent\" data-id=\"64cf36a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5f4d684 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"5f4d684\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"534\" src=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/06\/Illustration-gouvernance-des-connaissances-1024x683.png\" class=\"attachment-large size-large wp-image-18752\" alt=\"Gouvernance des connaissances illustration\" srcset=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/06\/Illustration-gouvernance-des-connaissances-1024x683.png 1024w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/06\/Illustration-gouvernance-des-connaissances-300x200.webp 300w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/06\/Illustration-gouvernance-des-connaissances-768x512.png 768w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/06\/Illustration-gouvernance-des-connaissances-18x12.png 18w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/06\/Illustration-gouvernance-des-connaissances.webp 1536w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a27494 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"8a27494\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.jems-group.com\/en\/actualites\/gouvernance-des-connaissances\/\">Gouvernance des connaissances : la prochaine \u00e9tape apr\u00e8s la gouvernance des donn\u00e9es<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7444ac3 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"7444ac3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.jems-group.com\/en\/actualites\/gouvernance-des-connaissances\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-right\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M190.5 66.9l22.2-22.2c9.4-9.4 24.6-9.4 33.9 0L441 239c9.4 9.4 9.4 24.6 0 33.9L246.6 467.3c-9.4 9.4-24.6 9.4-33.9 0l-22.2-22.2c-9.5-9.5-9.3-25 .4-34.3L311.4 296H24c-13.3 0-24-10.7-24-24v-32c0-13.3 10.7-24 24-24h287.4L190.9 101.2c-9.8-9.3-10-24.8-.4-34.3z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Lire l'article<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\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<\/div>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4424933 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"4424933\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.jems-group.com\/en\/actualites\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Explorer nos actualit\u00e9s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\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<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Your teams have launched dozens of AI projects. How many have truly moved beyond the prototype stage?<br \/>\nThis is the question that most Data and AI divisions are asking themselves today. The adoption of AI is accelerating in companies, but the data that fuels it is not always ready. The result: stalled projects, consumed budgets with no visible return, and eroding trust among business units.<\/p>","protected":false},"author":5,"featured_media":18810,"comment_status":"closed","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[21,15],"tags":[],"class_list":["post-18800","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-fr","category-ia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Construire une base de donn\u00e9es qui rend l&#039;IA vraiment utile<\/title>\n<meta name=\"description\" content=\"D\u00e9couvrez comment structurer votre data management pour rendre l&#039;IA vraiment utile : enjeux, m\u00e9thode, cas concret et bonnes pratiques\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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