{"id":18738,"date":"2026-06-01T14:41:11","date_gmt":"2026-06-01T12:41:11","guid":{"rendered":"https:\/\/www.jems-group.com\/?p=18738"},"modified":"2026-06-01T15:42:58","modified_gmt":"2026-06-01T13:42:58","slug":"documentary-research-strategic-issue-ai","status":"publish","type":"post","link":"https:\/\/www.jems-group.com\/en\/actualites\/recherche-documentaire-enjeu-strategique-ia\/","title":{"rendered":"Why is literature search becoming a strategic issue for AI?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"18738\" class=\"elementor elementor-18738\" 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\">Pourquoi la recherche documentaire devient un enjeu strat\u00e9gique pour l\u2019IA ?<\/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>1 June 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-8c58803 elementor-widget elementor-widget-heading\" data-id=\"8c58803\" 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\">Les entreprises disposent d\u00e9j\u00e0 de la connaissance. Le probl\u00e8me est devenu l\u2019acc\u00e8s. <\/h2>\t\t\t\t<\/div>\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<p><span data-contrast=\"auto\">Chaque entreprise poss\u00e8de aujourd\u2019hui un patrimoine informationnel consid\u00e9rable. Documents projets, proc\u00e9dures, contrats, rapports, pr\u00e9sentations, bases de connaissances, tickets support, documentation technique ou contenus m\u00e9tiers : la connaissance existe souvent en abondance.\u00a0Pourtant, dans la majorit\u00e9 des organisations, cette information reste difficile \u00e0 exploiter.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Les collaborateurs passent encore une partie importante de leur temps \u00e0\u00a0<\/span><span style=\"background-color: transparent;\" data-contrast=\"auto\">chercher\u00a0une proc\u00e9dure,\u00a0<\/span><span style=\"background-color: transparent;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span style=\"background-color: transparent;\" data-contrast=\"auto\">retrouver\u00a0une d\u00e9finition m\u00e9tier,\u00a0<\/span><span style=\"background-color: transparent;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span style=\"background-color: transparent;\" data-contrast=\"auto\">v\u00e9rifier\u00a0une r\u00e8gle de gestion,\u00a0<\/span><span style=\"background-color: transparent;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span style=\"background-color: transparent;\" data-contrast=\"auto\">identifier\u00a0la bonne version d\u2019un document,\u00a0<\/span><span style=\"background-color: transparent;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span style=\"background-color: transparent;\" data-contrast=\"auto\">ou\u00a0comprendre la fiabilit\u00e9 d\u2019une information&#8230;\u00a0<\/span><span data-contrast=\"auto\">Ce ph\u00e9nom\u00e8ne n\u2019est pas nouveau. Mais l\u2019arriv\u00e9e massive des usages d\u2019IA g\u00e9n\u00e9rative a profond\u00e9ment chang\u00e9 les attentes des utilisateurs.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Depuis l\u2019adoption de\u00a0l&rsquo;IA\u00a0et des assistants conversationnels, les collaborateurs se sont habitu\u00e9s \u00e0 obtenir des r\u00e9ponses imm\u00e9diates, contextualis\u00e9es et formul\u00e9es en langage naturel. Cette \u00e9volution cr\u00e9e d\u00e9sormais un d\u00e9calage tr\u00e8s fort avec les syst\u00e8mes documentaires internes des entreprises.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">D\u2019un c\u00f4t\u00e9, les usages personnels deviennent fluides et conversationnels.<\/span>\u00a0<br \/><span data-contrast=\"auto\">De l\u2019autre, les environnements documentaires d\u2019entreprise reposent encore largement sur\u00a0<\/span><span style=\"background-color: transparent;\" data-contrast=\"auto\">des\u00a0moteurs de recherche par mots-cl\u00e9s,\u00a0<\/span><span style=\"background-color: transparent;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span style=\"background-color: transparent;\" data-contrast=\"auto\">des\u00a0espaces SharePoint complexes,\u00a0<\/span><span style=\"background-color: transparent;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span style=\"background-color: transparent;\" data-contrast=\"auto\">des\u00a0arborescences difficiles \u00e0 maintenir,\u00a0<\/span><span style=\"background-color: transparent;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span style=\"background-color: transparent;\" data-contrast=\"auto\">ou\u00a0des catalogues de connaissances peu accessibles aux m\u00e9tiers.\u00a0<\/span><span style=\"background-color: transparent;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span data-contrast=\"auto\">Le sujet d\u00e9passe donc largement la simple \u201crecherche documentaire\u201d.\u00a0Il devient un enjeu strat\u00e9gique pour l\u2019IA elle-m\u00eame.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Car une IA ne cr\u00e9e pas de connaissance. Elle exploite celle qui existe d\u00e9j\u00e0. Et si cette connaissance est fragment\u00e9e, mal gouvern\u00e9e ou difficile d\u2019acc\u00e8s, les r\u00e9ponses g\u00e9n\u00e9r\u00e9es deviennent rapidement impr\u00e9cises, contradictoires ou peu fiables.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Les entreprises commencent ainsi \u00e0 d\u00e9couvrir une r\u00e9alit\u00e9 importante : la performance d\u2019un syst\u00e8me IA d\u00e9pend directement de la qualit\u00e9 et de l\u2019exploitabilit\u00e9 du patrimoine documentaire sur lequel il s\u2019appuie.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/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\/marllus-fernando-vKwuWSQjq3U-unsplash-scaled-robdkc3sfmn7perdrrfc85hjf6std5qx51fibklvp4.webp\" title=\"recherche documentaire IA illustration\" alt=\"recherche documentaire IA illustration\" 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\">Pourquoi les moteurs de recherche traditionnels ne suffisent plus ?<\/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><span data-contrast=\"auto\">Longtemps, les entreprises ont abord\u00e9 la recherche documentaire comme un sujet principalement technique.\u00a0L\u2019objectif consistait \u00e0 permettre aux utilisateurs de retrouver un document \u00e0 partir\u00a0d\u2019un\u00a0mot-cl\u00e9,\u00a0d\u2019un\u00a0nom de fichier,\u00a0d\u2019un\u00a0auteur,\u00a0d\u2019une\u00a0date,\u00a0ou\u00a0d\u2019un emplacement dans une arborescence.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Cette logique atteint aujourd\u2019hui ses limites.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Pourquoi ? Parce que les utilisateurs ne cherchent plus seulement des documents. Ils cherchent des r\u00e9ponses.\u00a0Prenons un exemple concret.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Un collaborateur ne veut pas n\u00e9cessairement retrouver un PDF de 80 pages sur une proc\u00e9dure de conformit\u00e9. Il veut comprendre imm\u00e9diatement :<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">\u201cQuelles sont les r\u00e8gles applicables dans mon cas pr\u00e9cis ?\u201d<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">De la m\u00eame mani\u00e8re, un directeur m\u00e9tier ne souhaite pas analyser plusieurs fichiers pour comprendre un indicateur. Il veut obtenir une explication claire :<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">\u201cPourquoi ce chiffre diff\u00e8re-t-il du\u00a0reporting\u00a0pr\u00e9c\u00e9dent ?\u201d<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Ce changement para\u00eet simple. En r\u00e9alit\u00e9, il transforme compl\u00e8tement la mani\u00e8re dont les syst\u00e8mes documentaires doivent fonctionner.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Les moteurs traditionnels reposent principalement sur une logique de correspondance\u00a0avec\u00a0un\u00a0mot-cl\u00e9,\u00a0une\u00a0indexation,\u00a0un\u00a0document associ\u00e9.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Les usages IA reposent, eux, sur une logique de compr\u00e9hension\u00a0:\u00a0intention\u00a0utilisateur,\u00a0contexte\u00a0m\u00e9tier,\u00a0liens\u00a0entre informations,\u00a0niveau\u00a0de confiance\u00a0et\u00a0capacit\u00e9 \u00e0 restituer une r\u00e9ponse exploitable.\u00a0C\u2019est ici que les limites des syst\u00e8mes actuels apparaissent.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Dans beaucoup d\u2019entreprises\u00a0les\u00a0documents sont dispers\u00e9s,\u00a0les\u00a0m\u00e9tadonn\u00e9es sont incompl\u00e8tes,\u00a0les\u00a0d\u00e9finitions m\u00e9tiers ne sont pas harmonis\u00e9es,\u00a0les\u00a0r\u00e8gles de gestion restent implicites\u00a0et\u00a0les liens entre donn\u00e9es, documents et usages sont faibles.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">R\u00e9sultat : m\u00eame les meilleurs mod\u00e8les d\u2019IA g\u00e9n\u00e9rative produisent des r\u00e9ponses fragiles si le patrimoine informationnel n\u2019est pas structur\u00e9 correctement.<\/span><\/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\">Recherche documentaire classique vs recherche augment\u00e9e par l\u2019IA<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40462ce elementor-widget elementor-widget-text-editor\" data-id=\"40462ce\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<table style=\"font-weight: 400;\" data-tablestyle=\"MsoNormalTable\" data-tablelook=\"1696\" aria-rowcount=\"7\">\n<tbody>\n<tr aria-rowindex=\"1\">\n<td data-celllook=\"4369\"><strong>Recherche documentaire classique\u00a0<\/strong><\/td>\n<td data-celllook=\"4369\"><strong>Recherche augment\u00e9e par l\u2019IA\u00a0<\/strong><\/td>\n<\/tr>\n<tr aria-rowindex=\"2\">\n<td data-celllook=\"4369\"><span data-contrast=\"auto\">Recherche par mots-cl\u00e9s<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<td data-celllook=\"4369\"><span data-contrast=\"auto\">Questions en langage naturel<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<\/tr>\n<tr aria-rowindex=\"3\">\n<td data-celllook=\"4369\"><span data-contrast=\"auto\">Acc\u00e8s \u00e0 des documents<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<td data-celllook=\"4369\"><span data-contrast=\"auto\">Acc\u00e8s \u00e0 des r\u00e9ponses contextualis\u00e9es<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<\/tr>\n<tr aria-rowindex=\"4\">\n<td data-celllook=\"4369\"><span data-contrast=\"auto\">Logique documentaire<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<td data-celllook=\"4369\"><span data-contrast=\"auto\">Logique m\u00e9tier<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<\/tr>\n<tr aria-rowindex=\"5\">\n<td data-celllook=\"4369\"><span data-contrast=\"auto\">R\u00e9sultats peu contextualis\u00e9s<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<td data-celllook=\"4369\"><span data-contrast=\"auto\">R\u00e9ponses contextualis\u00e9es et sourc\u00e9es<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<\/tr>\n<tr aria-rowindex=\"6\">\n<td data-celllook=\"4369\"><span data-contrast=\"auto\">D\u00e9pendance aux utilisateurs experts<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<td data-celllook=\"4369\"><span data-contrast=\"auto\">Accessibilit\u00e9 \u00e9largie aux m\u00e9tiers<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<\/tr>\n<tr aria-rowindex=\"7\">\n<td data-celllook=\"4369\"><span data-contrast=\"auto\">Navigation manuelle<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<td data-celllook=\"4369\"><span data-contrast=\"auto\">Interaction conversationnelle<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\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\">L\u2019IA transforme le rapport \u00e0 la connaissance d\u2019entreprise<\/h2>\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><span data-contrast=\"auto\">L\u2019essor des LLM transforme progressivement la mani\u00e8re dont les organisations envisagent leur patrimoine documentaire.\u00a0Pendant longtemps, la valeur d\u2019une base documentaire reposait principalement sur sa capacit\u00e9 de stockage et de classification.\u00a0Aujourd\u2019hui, la valeur se d\u00e9place vers la capacit\u00e9 \u00e0 activer cette connaissance de mani\u00e8re intelligente.\u00a0Ce changement est majeur.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Une entreprise ne cr\u00e9e plus seulement des r\u00e9f\u00e9rentiels. Elle construit progressivement un syst\u00e8me capable\u00a0<\/span><span style=\"background-color: transparent;\" data-contrast=\"auto\">de\u00a0comprendre les questions m\u00e9tiers,\u00a0<\/span><span style=\"background-color: transparent;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span style=\"background-color: transparent;\" data-contrast=\"auto\">d\u2019identifier\u00a0les bonnes sources,\u00a0<\/span><span style=\"background-color: transparent;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span style=\"background-color: transparent;\" data-contrast=\"auto\">de\u00a0relier donn\u00e9es et documents,\u00a0<\/span><span style=\"background-color: transparent;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span style=\"background-color: transparent;\" data-contrast=\"auto\">de\u00a0contextualiser les r\u00e9ponses,\u00a0<\/span><span style=\"background-color: transparent;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span style=\"background-color: transparent;\" data-contrast=\"auto\">et\u00a0d\u2019expliquer le niveau de confiance associ\u00e9.\u00a0<\/span><span style=\"background-color: transparent;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Autrement dit, la recherche documentaire devient un sujet de gouvernance et\u00a0d\u2019exploitation des connaissances.\u00a0Le r\u00f4le des agents IA devient ici particuli\u00e8rement int\u00e9ressant.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Contrairement \u00e0 un moteur documentaire classique, un agent IA peut\u00a0interpr\u00e9ter\u00a0une demande m\u00e9tier,\u00a0analyser\u00a0le contexte,\u00a0croiser\u00a0plusieurs sources,\u00a0restituer\u00a0une r\u00e9ponse synth\u00e9tique\u00a0et\u00a0expliquer son raisonnement.\u00a0Mais cette capacit\u00e9 d\u00e9pend directement de la qualit\u00e9 des fondations informationnelles.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">C\u2019est l\u2019un des malentendus les plus fr\u00e9quents autour de l\u2019IA g\u00e9n\u00e9rative en entreprise.\u00a0Beaucoup d\u2019organisations pensent que le mod\u00e8le lui-m\u00eame constitue la valeur principale. En r\u00e9alit\u00e9, le v\u00e9ritable diff\u00e9renciateur devient souvent\u00a0<\/span><span style=\"background-color: transparent;\" data-contrast=\"auto\">la\u00a0qualit\u00e9 des connaissances accessibles,\u00a0<\/span><span style=\"background-color: transparent;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span style=\"background-color: transparent;\" data-contrast=\"auto\">leur\u00a0gouvernance,\u00a0<\/span><span style=\"background-color: transparent;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span style=\"background-color: transparent;\" data-contrast=\"auto\">leur\u00a0structuration,\u00a0<\/span><span style=\"background-color: transparent;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span style=\"background-color: transparent;\" data-contrast=\"auto\">et\u00a0leur contextualisation m\u00e9tier.\u00a0<\/span><span style=\"background-color: transparent;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Sans cela, les usages restent\u00a0limit\u00e9s.Les\u00a0entreprises les plus avanc\u00e9es commencent donc \u00e0 repositionner leurs projets documentaires autour d\u2019une logique beaucoup plus strat\u00e9gique :\u00a0non plus simplement stocker l\u2019information, mais rendre la connaissance exploitable \u00e0 grande \u00e9chelle.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\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<h2 class=\"elementor-heading-title elementor-size-default\">Comment rendre la recherche documentaire r\u00e9ellement utile aux m\u00e9tiers ? <\/h2>\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><span data-contrast=\"auto\">Les organisations qui r\u00e9ussissent leur transformation documentaire partagent g\u00e9n\u00e9ralement plusieurs caract\u00e9ristiques communes.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><h3 aria-level=\"3\"><b><span data-contrast=\"none\">Elles pensent usage avant outil<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:281,&quot;335559739&quot;:281}\">\u00a0<\/span><\/h3><p><span data-contrast=\"auto\">Beaucoup de projets documentaires ont longtemps \u00e9t\u00e9 con\u00e7us comme des projets techniques : migration documentaire, GED, structuration SharePoint, indexation ou archivage.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Ces dimensions restent importantes. Mais elles ne suffisent plus.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Les d\u00e9marches les plus efficaces partent d\u00e9sormais des usages m\u00e9tier :\u00a0support\u00a0op\u00e9rationnel,\u00a0onboarding,\u00a0conformit\u00e9,\u00a0relation\u00a0client,\u00a0maintenance\u00a0ou\u00a0aide \u00e0 la d\u00e9cision.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Le syst\u00e8me documentaire devient alors une infrastructure de connaissance exploitable par l\u2019IA.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><h3 aria-level=\"3\"><b><span data-contrast=\"none\">Elles relient documents, donn\u00e9es et contexte m\u00e9tier<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:281,&quot;335559739&quot;:281}\">\u00a0<\/span><\/h3><p><span data-contrast=\"auto\">Le principal probl\u00e8me des syst\u00e8mes actuels est souvent la fragmentation.\u00a0Les donn\u00e9es existent d\u2019un c\u00f4t\u00e9. Les documents de l\u2019autre. Les r\u00e8gles m\u00e9tier ailleurs.\u00a0Or, un utilisateur ne pense jamais en silos.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Lorsqu\u2019il pose une question, il attend une r\u00e9ponse capable de relier\u00a0des\u00a0donn\u00e9es,\u00a0des\u00a0documents,\u00a0des\u00a0r\u00e8gles,\u00a0des\u00a0d\u00e9finitions,\u00a0et\u00a0des usages op\u00e9rationnels.\u00a0Cette capacit\u00e9 de contextualisation devient l\u2019un des enjeux majeurs des prochaines ann\u00e9es.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><h3 aria-level=\"3\"><b><span data-contrast=\"none\">Elles int\u00e8grent la confiance dans les r\u00e9ponses<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:281,&quot;335559739&quot;:281}\">\u00a0<\/span><\/h3><p><span data-contrast=\"auto\">L\u2019un des risques majeurs des usages IA reste la perte de confiance.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Une r\u00e9ponse rapide mais fausse peut avoir un impact consid\u00e9rable sur\u00a0la\u00a0conformit\u00e9,\u00a0les\u00a0op\u00e9rations,\u00a0les\u00a0d\u00e9cisions,\u00a0ou\u00a0la relation client.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Les entreprises doivent donc \u00eatre capables de fournir\u00a0les\u00a0sources utilis\u00e9es,\u00a0le\u00a0niveau de confiance,\u00a0le\u00a0lin\u00e9age,\u00a0et\u00a0le contexte associ\u00e9 \u00e0 chaque r\u00e9ponse.\u00a0<\/span><\/p>\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<h2 class=\"elementor-heading-title elementor-size-default\">Evolution de la recherche documentaire<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f10dda4 elementor-widget elementor-widget-image\" data-id=\"f10dda4\" 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 fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"399\" src=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/06\/Schema-evolution-recherche-documentaire-1024x511.png\" class=\"attachment-large size-large wp-image-18745\" alt=\"Schema evolution recherche documentaire\" srcset=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/06\/Schema-evolution-recherche-documentaire-1024x511.png 1024w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/06\/Schema-evolution-recherche-documentaire-300x150.png 300w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/06\/Schema-evolution-recherche-documentaire-768x383.png 768w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/06\/Schema-evolution-recherche-documentaire-18x9.png 18w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/06\/Schema-evolution-recherche-documentaire.png 1178w\" 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-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\">La recherche documentaire devient un sujet de comp\u00e9titivit\u00e9<\/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<p>Les entreprises ont longtemps consid\u00e9r\u00e9 la documentation comme un sujet de support.\u00a0Avec l\u2019IA g\u00e9n\u00e9rative, elle devient progressivement un actif strat\u00e9gique.\u00a0Pourquoi ? Parce que la capacit\u00e9 \u00e0 acc\u00e9der rapidement \u00e0 la bonne connaissance influence d\u00e9sormais directement la vitesse d\u2019ex\u00e9cution, la qualit\u00e9 des d\u00e9cisions, l\u2019autonomie des m\u00e9tiers et la capacit\u00e9 \u00e0 industrialiser l\u2019IA.<\/p><p>Cette \u00e9volution va probablement transformer profond\u00e9ment les organisations dans les prochaines ann\u00e9es. Les entreprises qui cr\u00e9eront r\u00e9ellement de la valeur avec l\u2019IA ne seront pas forc\u00e9ment celles disposant des mod\u00e8les les plus avanc\u00e9s. Ce seront celles capables de rendre leur patrimoine de connaissances exploitable, contextualis\u00e9 et fiable.\u00a0Le sujet n\u2019est donc plus uniquement technologique. Il devient cognitif, organisationnel et strat\u00e9gique. L\u2019IA ne remplace pas la connaissance m\u00e9tier. Elle amplifie la capacit\u00e9 \u00e0 l\u2019exploiter.<\/p><p>Et c\u2019est pr\u00e9cis\u00e9ment pour cette raison que la gouvernance documentaire, le lin\u00e9age et la structuration des connaissances prennent aujourd\u2019hui une importance nouvelle. \u00c0 terme, la fronti\u00e8re entre moteur de recherche, catalogue de donn\u00e9es, base documentaire et assistant IA va progressivement dispara\u00eetre.<\/p><p>Les organisations les plus matures construiront non plus des outils s\u00e9par\u00e9s, mais de v\u00e9ritables syst\u00e8mes de connaissance capables de comprendre le contexte m\u00e9tier, d\u2019orchestrer plusieurs sources et de restituer une information exploitable imm\u00e9diatement.<\/p><p>Cette \u00e9volution marque probablement l\u2019une des transformations les plus importantes des usages data et IA en entreprise.<\/p>\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\">Vers une nouvelle g\u00e9n\u00e9ration de syst\u00e8mes de connaissance<\/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>Les moteurs de recherche documentaires traditionnels ont \u00e9t\u00e9 con\u00e7us pour retrouver des fichiers. Les nouveaux usages IA exigent d\u00e9sormais des syst\u00e8mes capables de comprendre, contextualiser et restituer la connaissance m\u00e9tier de mani\u00e8re exploitable.<\/p><p>Cette \u00e9volution marque une rupture importante dans la mani\u00e8re dont les entreprises abordent leur patrimoine informationnel.<\/p><p>Chez JEMS, nous accompagnons les organisations dans cette transformation en concevant des syst\u00e8mes capables de relier donn\u00e9es, documents, gouvernance et usages IA afin de rendre les connaissances r\u00e9ellement activables par les m\u00e9tiers.<\/p><p>L\u2019objectif n\u2019est plus simplement d\u2019acc\u00e9der \u00e0 l\u2019information, mais de permettre aux collaborateurs de dialoguer naturellement avec le patrimoine de connaissances de l\u2019entreprise gr\u00e2ce \u00e0 l\u2019IA.<\/p><p>Pour aller plus loin, d\u00e9couvrez \u00e9galement l\u2019approche IA DataKnowledge d\u00e9velopp\u00e9e par JEMS autour de l\u2019exploitation intelligente des connaissances d\u2019entreprise : <\/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\/gouvernance-des-donnees\/#contact-form\">\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\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-18738 post-18738 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\/marllus-fernando-vKwuWSQjq3U-unsplash-1024x683.webp\" class=\"attachment-large size-large wp-image-18743\" alt=\"recherche documentaire IA illustration\" srcset=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/06\/marllus-fernando-vKwuWSQjq3U-unsplash-1024x683.webp 1024w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/06\/marllus-fernando-vKwuWSQjq3U-unsplash-300x200.webp 300w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/06\/marllus-fernando-vKwuWSQjq3U-unsplash-768x512.webp 768w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/06\/marllus-fernando-vKwuWSQjq3U-unsplash-1536x1024.webp 1536w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/06\/marllus-fernando-vKwuWSQjq3U-unsplash-2048x1365.jpg 2048w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/06\/marllus-fernando-vKwuWSQjq3U-unsplash-18x12.jpg 18w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/06\/marllus-fernando-vKwuWSQjq3U-unsplash-scaled.webp 1920w\" 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\/recherche-documentaire-enjeu-strategique-ia\/\">Pourquoi la recherche documentaire devient un enjeu strat\u00e9gique pour l\u2019IA ?<\/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\/recherche-documentaire-enjeu-strategique-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-18717 post-18717 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\/05\/Catalogues-donnees-echouent.jpg\" class=\"attachment-large size-large wp-image-18719\" alt=\"Pourquoi les catalogues de donn\u00e9es \u00e9chouent ?\" srcset=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/05\/Catalogues-donnees-echouent.jpg 1000w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/05\/Catalogues-donnees-echouent-300x200.jpg 300w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/05\/Catalogues-donnees-echouent-768x512.jpg 768w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/05\/Catalogues-donnees-echouent-18x12.jpg 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\/pourquoi-projets-catalogue-donnees-echouent\/\">Pourquoi les projets de catalogue de donn\u00e9es \u00e9chouent encore ?<\/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\/pourquoi-projets-catalogue-donnees-echouent\/\">\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-18476 post-18476 post type-post status-publish format-standard has-post-thumbnail hentry 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/05\/AI-and-GenAI-1024x576.webp\" class=\"attachment-large size-large wp-image-18479\" alt=\"Illustration du data fabric reliant donn\u00e9es, usages et IA g\u00e9n\u00e9rative en entreprise\" srcset=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/05\/AI-and-GenAI-1024x576.webp 1024w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/05\/AI-and-GenAI-300x169.webp 300w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/05\/AI-and-GenAI-768x432.webp 768w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/05\/AI-and-GenAI-1536x864.webp 1536w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/05\/AI-and-GenAI-18x10.png 18w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/05\/AI-and-GenAI.webp 1672w\" 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\/metadonnees-actives-data-fabric-ia-generative-industrialisation\/\">M\u00e9tadonn\u00e9es actives, data fabric et IA g\u00e9n\u00e9rative : la base pour industrialiser l\u2019IA 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\/metadonnees-actives-data-fabric-ia-generative-industrialisation\/\">\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>Information retrieval is no longer just about accessing information. With the rise of generative AI, the ability to find, contextualise, and exploit corporate knowledge is becoming a key performance factor. Discover why traditional search engines are reaching their limits and how organisations are transforming their documentary heritage into a true knowledge system that can be leveraged by AI.<\/p>","protected":false},"author":5,"featured_media":18743,"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-18738","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 v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>La recherche documentaire devient un enjeu strat\u00e9gique pour l\u2019IA<\/title>\n<meta name=\"description\" content=\"Pourquoi la recherche documentaire devient-elle essentielle \u00e0 l\u2019IA ? 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