{"id":16301,"date":"2026-11-02T09:58:33","date_gmt":"2026-11-02T09:58:33","guid":{"rendered":"https:\/\/transnumerik.com\/?p=16301"},"modified":"2026-11-03T15:07:37","modified_gmt":"2026-11-03T15:07:37","slug":"de-lexperimentation-a-ladoption-comment-passer-a-lechelle-avec-lia","status":"publish","type":"post","link":"https:\/\/transnumerik.com\/en\/de-lexperimentation-a-ladoption-comment-passer-a-lechelle-avec-lia\/","title":{"rendered":"From experimentation to adoption: how to scale up with AI?"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"16301\" class=\"elementor elementor-16301\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6edde09 elementor-hidden-mobile e-flex e-con-boxed e-con e-parent\" data-id=\"6edde09\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\t\t\t<div class=\"e-con-inner\">\r\n\t\t\t\t<div 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#tn-blog2 .tn-cta{padding:50px 0}\r\n #tn-blog2 .tn-cta-box{padding:30px 22px}\r\n}\r\n<\/style>\r\n\r\n<div id=\"tn-blog2\">\r\n\r\n  <!-- HERO -->\r\n  <section class=\"tn-hero\">\r\n    <div class=\"tn-wrap tn-hero-grid\">\r\n      <div>\r\n        <span class=\"tn-kicker\"><i><\/i> Transformation &amp; intelligence artificielle<\/span>\r\n        <div class=\"tn-chips\"><span>Strat\u00e9gie<\/span><span>Gouvernance<\/span><span>Performance<\/span><\/div>\r\n        <h1>From experimentation to adoption: how to scale up with AI?<\/h1>\r\n        <p class=\"tn-lead\">Cinq piliers pour transformer des usages prometteurs en une adoption durable, s\u00e9curis\u00e9e et mesurable dans toute l\u2019organisation.<\/p>\r\n        <div class=\"tn-meta\"><span>Par <b>TransNumerik<\/b><\/span><span>27 octobre 2026<\/span><span>8 min de lecture<\/span><\/div>\r\n      <\/div>\r\n      <div class=\"tn-visual\" aria-hidden=\"true\">\r\n        <div class=\"tn-orbit\">\r\n          <div class=\"tn-core\">IA<br>\u00e0 l\u2019\u00e9chelle<\/div>\r\n          <div class=\"tn-node n1\">\u25ce<\/div><div class=\"tn-node n2\">\u2301<\/div><div class=\"tn-node n3\">\u2197<\/div><div class=\"tn-node n4\">\u25c7<\/div><div class=\"tn-node n5\">\u2713<\/div>\r\n        <\/div>\r\n      <\/div>\r\n    <\/div>\r\n  <\/section>\r\n\r\n  <!-- FIL D'ARIANE -->\r\n  <div class=\"tn-crumb\"><div class=\"tn-wrap\"><a href=\"\/en\/\">Accueil<\/a> &nbsp;\/&nbsp; <a href=\"\/en\/blog\/\">Blog<\/a> &nbsp;\/&nbsp; Adoption de l\u2019IA<\/div><\/div>\r\n\r\n  <!-- CONTENU -->\r\n  <div class=\"tn-wrap tn-layout\">\r\n    <article class=\"tn-content\">\r\n      <p class=\"tn-intro\">Vous avez identifi\u00e9 les domaines o\u00f9 l\u2019IA peut cr\u00e9er de la valeur : finance, ressources humaines, op\u00e9rations, informatique, cybers\u00e9curit\u00e9 ou pilotage de la performance.<\/p>\r\n      <p>La question suivante devient strat\u00e9gique : votre organisation est-elle pr\u00eate \u00e0 transformer ces opportunit\u00e9s en r\u00e9sultats durables ? R\u00e9ussir l\u2019adoption de l\u2019IA ne d\u00e9pend pas uniquement de la technologie. Cela repose sur cinq piliers fondamentaux.<\/p>\r\n\r\n      <div class=\"tn-return\">\r\n        <div class=\"ic\">\u21a9<\/div>\r\n        <div><strong>Vous souhaitez reprendre le parcours depuis le d\u00e9but ?<\/strong><p>D\u00e9couvrez d\u2019abord o\u00f9 l\u2019IA peut cr\u00e9er de la valeur dans votre entreprise.<\/p><\/div>\r\n        <a href=\"\/en\/ou-lia-cree-t-elle-reellement-de-la-valeur\/\">Lire l\u2019article pr\u00e9c\u00e9dent \u2192<\/a>\r\n      <\/div>\r\n\r\n      <span class=\"tn-eyebrow\">Cadre de passage \u00e0 l\u2019\u00e9chelle<\/span>\r\n      <h2 id=\"piliers\">Les 5 piliers d\u2019une adoption IA r\u00e9ussie<\/h2>\r\n      <p>Une d\u00e9marche structur\u00e9e permet de relier chaque exp\u00e9rimentation aux objectifs m\u00e9tiers, aux exigences de s\u00e9curit\u00e9 et aux r\u00e9sultats attendus.<\/p>\r\n\r\n      <div class=\"tn-pillars\">\r\n        <section class=\"tn-pillar\" id=\"strategie\">\r\n          <div class=\"tn-num\">01<\/div>\r\n          <div>\r\n            <h3>Aligner l\u2019IA sur les objectifs de l\u2019entreprise<\/h3>\r\n            <p>Chaque initiative doit r\u00e9pondre \u00e0 un objectif m\u00e9tier pr\u00e9cis et produire un r\u00e9sultat attendu.<\/p>\r\n            <ul><li>Am\u00e9liorer la productivit\u00e9<\/li><li>R\u00e9duire certains co\u00fbts<\/li><li>Renforcer la qualit\u00e9<\/li><li>Am\u00e9liorer l\u2019exp\u00e9rience client ou collaborateur<\/li><li>Mieux ma\u00eetriser les risques<\/li><\/ul>\r\n          <\/div>\r\n        <\/section>\r\n        <section class=\"tn-pillar\" id=\"donnees\">\r\n          <div class=\"tn-num\">02<\/div>\r\n          <div>\r\n            <h3>Pr\u00e9parer les donn\u00e9es<\/h3>\r\n            <p>La performance de l\u2019IA d\u00e9pend directement de la disponibilit\u00e9, de la qualit\u00e9 et de la s\u00e9curit\u00e9 des donn\u00e9es.<\/p>\r\n            <ul><li>Identifier leur localisation<\/li><li>V\u00e9rifier leur fiabilit\u00e9<\/li><li>D\u00e9finir les droits d\u2019acc\u00e8s<\/li><li>Prot\u00e9ger les informations sensibles<\/li><li>Clarifier les conditions d\u2019utilisation<\/li><\/ul>\r\n          <\/div>\r\n        <\/section>\r\n        <section class=\"tn-pillar\" id=\"gouvernance\">\r\n          <div class=\"tn-num\">03<\/div>\r\n          <div>\r\n            <h3>Mettre en place une gouvernance IA<\/h3>\r\n            <p>Passer \u00e0 l\u2019\u00e9chelle exige des r\u00e8gles compr\u00e9hensibles par les m\u00e9tiers, la DSI et les \u00e9quipes de s\u00e9curit\u00e9.<\/p>\r\n            <ul><li>D\u00e9finir les outils autoris\u00e9s<\/li><li>Encadrer l\u2019utilisation des donn\u00e9es<\/li><li>Pr\u00e9ciser les r\u00f4les et responsabilit\u00e9s<\/li><li>Maintenir une validation humaine<\/li><li>Pr\u00e9voir le suivi, l\u2019audit et la conformit\u00e9<\/li><\/ul>\r\n          <\/div>\r\n        <\/section>\r\n        <section class=\"tn-pillar\" id=\"competences\">\r\n          <div class=\"tn-num\">04<\/div>\r\n          <div>\r\n            <h3>D\u00e9velopper les comp\u00e9tences et accompagner le changement<\/h3>\r\n            <p>Former les collaborateurs ne consiste pas seulement \u00e0 pr\u00e9senter un outil. Il faut les aider \u00e0 int\u00e9grer l\u2019IA dans leurs pratiques.<\/p>\r\n            <ul><li>Collaborer efficacement avec l\u2019IA<\/li><li>Formuler des demandes pertinentes<\/li><li>V\u00e9rifier les r\u00e9sultats produits<\/li><li>Prot\u00e9ger les donn\u00e9es sensibles<\/li><li>Pr\u00e9server la priorit\u00e9 humaine<\/li><\/ul>\r\n          <\/div>\r\n        <\/section>\r\n        <section class=\"tn-pillar\" id=\"mesure\">\r\n          <div class=\"tn-num\">05<\/div>\r\n          <div>\r\n            <h3>Mesurer la valeur cr\u00e9\u00e9e<\/h3>\r\n            <p>L\u2019adoption ne se mesure pas uniquement au nombre de licences ou d\u2019utilisateurs inscrits.<\/p>\r\n            <ul><li>Taux d\u2019utilisateurs actifs<\/li><li>Fr\u00e9quence d\u2019utilisation<\/li><li>Temps r\u00e9ellement \u00e9conomis\u00e9<\/li><li>Qualit\u00e9 des r\u00e9sultats<\/li><li>Satisfaction des utilisateurs<\/li><li>Gains m\u00e9tiers et retour sur investissement<\/li><\/ul>\r\n          <\/div>\r\n        <\/section>\r\n      <\/div>\r\n\r\n      <div class=\"tn-quote\"><p>Passer \u00e0 l\u2019\u00e9chelle, c\u2019est faire de l\u2019IA une capacit\u00e9 d\u2019entreprise structur\u00e9e, gouvern\u00e9e et orient\u00e9e vers la valeur.<\/p><\/div>\r\n\r\n      <section class=\"tn-summary\">\r\n        <h3>Ce qu\u2019il faut retenir<\/h3>\r\n        <p>L\u2019IA devient un levier de transformation durable lorsqu\u2019elle repose sur une strat\u00e9gie claire, des donn\u00e9es fiables, une gouvernance adapt\u00e9e, des collaborateurs accompagn\u00e9s et des indicateurs de valeur. Apr\u00e8s avoir identifi\u00e9 les opportunit\u00e9s m\u00e9tiers, l\u2019enjeu est de construire les fondations qui permettront de passer du pilote \u00e0 une adoption ma\u00eetris\u00e9e \u00e0 grande \u00e9chelle.<\/p>\r\n      <\/section>\r\n\r\n      <div class=\"tn-tags\"><span>Adoption IA<\/span><span>Gouvernance IA<\/span><span>Maturit\u00e9 IA<\/span><span>Feuille de route IA<\/span><\/div>\r\n    <\/article>\r\n\r\n    <aside class=\"tn-sidebar\">\r\n      <div class=\"tn-sticky\">\r\n        <nav class=\"tn-card tn-toc\">\r\n          <h3>Dans cet article<\/h3>\r\n          <a href=\"#strategie\">01. Strat\u00e9gie<\/a><a href=\"#donnees\">02. Donn\u00e9es<\/a><a href=\"#gouvernance\">03. Gouvernance<\/a><a href=\"#competences\">04. Comp\u00e9tences<\/a><a href=\"#mesure\">05. Mesure de la valeur<\/a>\r\n        <\/nav>\r\n        <div class=\"tn-card tn-score\">\r\n          <h3>O\u00f9 en est votre organisation ?<\/h3>\r\n          <p>\u00c9valuez vos fondations et identifiez les priorit\u00e9s de votre passage \u00e0 l\u2019\u00e9chelle.<\/p>\r\n          <a class=\"tn-btn\" href=\"\/en\/contactez-nous\/\">\u00c9valuer votre maturit\u00e9 \u2192<\/a>\r\n        <\/div>\r\n      <\/div>\r\n    <\/aside>\r\n  <\/div>\r\n\r\n  <!-- CTA FINAL -->\r\n  <section class=\"tn-cta\">\r\n    <div class=\"tn-wrap\">\r\n      <div class=\"tn-cta-box\">\r\n        <div>\r\n          <h2>Apr\u00e8s avoir identifi\u00e9 les opportunit\u00e9s m\u00e9tiers,<\/h2>\r\n          <p>l\u2019enjeu est de construire les fondations qui permettront de passer du pilote \u00e0 un d\u00e9ploiement structur\u00e9 dans l\u2019organisation.<\/p>\r\n        <\/div>\r\n        <a class=\"tn-btn\" href=\"\/en\/contactez-nous\/\">Demander un diagnostic IA \u2192<\/a>\r\n      <\/div>\r\n    <\/div>\r\n  <\/section>\r\n\r\n<\/div>\r\n<!-- ===== FIN BLOG 2 ===== -->\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Transformation &amp; intelligence artificielle Strat\u00e9gieGouvernancePerformance De l\u2019exp\u00e9rimentation \u00e0 l\u2019adoption : comment passer \u00e0 l\u2019\u00e9chelle avec l\u2019IA ? Cinq piliers pour transformer des usages prometteurs en une adoption durable, s\u00e9curis\u00e9e et mesurable dans toute l\u2019organisation. Par TransNumerik27 octobre 20268 min de lecture IA\u00e0 l\u2019\u00e9chelle \u25ce\u2301\u2197\u25c7\u2713 Accueil &nbsp;\/&nbsp; Blog &nbsp;\/&nbsp; Adoption de l\u2019IA Vous avez identifi\u00e9 les [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":16327,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"footnotes":""},"categories":[48],"tags":[],"class_list":["post-16301","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>De l\u2019exp\u00e9rimentation \u00e0 l\u2019adoption : comment passer \u00e0 l\u2019\u00e9chelle avec l\u2019IA ? | TransNumerik<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/transnumerik.com\/en\/de-lexperimentation-a-ladoption-comment-passer-a-lechelle-avec-lia\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"De l\u2019exp\u00e9rimentation \u00e0 l\u2019adoption : comment passer \u00e0 l\u2019\u00e9chelle avec l\u2019IA ? | TransNumerik\" \/>\n<meta property=\"og:description\" content=\"Transformation &amp; intelligence artificielle Strat\u00e9gieGouvernancePerformance De l\u2019exp\u00e9rimentation \u00e0 l\u2019adoption : comment passer \u00e0 l\u2019\u00e9chelle avec l\u2019IA ? Cinq piliers pour transformer des usages prometteurs en une adoption durable, s\u00e9curis\u00e9e et mesurable dans toute l\u2019organisation. 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| TransNumerik","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/transnumerik.com\/en\/de-lexperimentation-a-ladoption-comment-passer-a-lechelle-avec-lia\/","og_locale":"en_US","og_type":"article","og_title":"De l\u2019exp\u00e9rimentation \u00e0 l\u2019adoption : comment passer \u00e0 l\u2019\u00e9chelle avec l\u2019IA ? | TransNumerik","og_description":"Transformation &amp; intelligence artificielle Strat\u00e9gieGouvernancePerformance De l\u2019exp\u00e9rimentation \u00e0 l\u2019adoption : comment passer \u00e0 l\u2019\u00e9chelle avec l\u2019IA ? Cinq piliers pour transformer des usages prometteurs en une adoption durable, s\u00e9curis\u00e9e et mesurable dans toute l\u2019organisation. Par TransNumerik27 octobre 20268 min de lecture IA\u00e0 l\u2019\u00e9chelle \u25ce\u2301\u2197\u25c7\u2713 Accueil &nbsp;\/&nbsp; Blog &nbsp;\/&nbsp; Adoption de l\u2019IA Vous avez identifi\u00e9 les [&hellip;]","og_url":"https:\/\/transnumerik.com\/en\/de-lexperimentation-a-ladoption-comment-passer-a-lechelle-avec-lia\/","og_site_name":"TransNumerik","article_publisher":"https:\/\/www.facebook.com\/Transnumerik","article_published_time":"2026-11-02T09:58:33+00:00","article_modified_time":"2026-11-03T15:07:37+00:00","og_image":[{"width":1080,"height":1080,"url":"https:\/\/transnumerik.com\/wp-content\/uploads\/2026\/11\/INSTANT-IA-27-OCT-2026.jpg","type":"image\/jpeg"}],"author":"TransNumerik","twitter_card":"summary_large_image","twitter_misc":{"Written by":"TransNumerik","Est. reading time":"5 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