{"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\/fr\/actualites\/data-management-ia\/","title":{"rendered":"Data Management pour l&rsquo;IA : comment construire une base data qui rend l&rsquo;IA vraiment utile en entreprise"},"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 juillet 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\/fr\/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\/fr\/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\/fr\/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\/fr\/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\/fr\/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\/fr\/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\/fr\/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>Vos \u00e9quipes ont lanc\u00e9 des dizaines de projets IA. Combien ont r\u00e9ellement d\u00e9pass\u00e9 le stade du prototype ?<br \/>\nC&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>\n","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\" 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