{"id":7781,"date":"2019-09-09T15:09:07","date_gmt":"2019-09-09T13:09:07","guid":{"rendered":"https:\/\/www.sage.com\/fr-fr\/blog\/?p=7781"},"modified":"2024-02-20T16:42:58","modified_gmt":"2024-02-20T15:42:58","slug":"business-intelligence-big-data-differences","status":"publish","type":"post","link":"https:\/\/www.sage.com\/fr-fr\/blog\/business-intelligence-big-data-differences\/","title":{"rendered":"Business Intelligence et Big Data, quelles diff\u00e9rences ?"},"content":{"rendered":"<header class=\"entry-header has-dark-background-color entry-header--has-illustration entry-header--has-illustration--generic\">\n\t<div class=\"container\">\n\t\t<div class=\"entry-header__row row align-center\">\n\t\t\t<div class=\"col col-lg-7 col-xlg-6 entry-header__content\">\n\t\t\t\t\t\t\t<div class=\"component component-single-header\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"entry-header__misc text--subtitle text--uppercase text--small\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.sage.com\/fr-fr\/blog\/categorie\/digitalisation-et-tendances\/\" class=\"entry-header__link\">Digitalisation &amp; Tendances<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t<div class=\"entry-title-wrapper\">\n\t\t\t\t\t<h1 class=\"entry-title\">\n\t\t\t\t\t\tBusiness Intelligence et Big Data, quelles diff\u00e9rences ?\t\t\t\t\t<\/h1>\n\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t<p class=\"entry-header__description\">\n\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/div>\n\t\t<div class=\"single-post-details container\">\n\t\t<div class=\"col\">\n\t\t\t<span class=\"posted-on \"><time class=\"entry-date published\" datetime=\"2019-09-09T15:09:07+02:00\">9 septembre 2019<\/time><\/span><span class=\"reading-time\"> min de lecture<\/span>\n\t\t<button\n\t\t\ttype=\"button\"\n\t\t\tclass=\"social-share-button button button--icon button--secondary js-social-share-button\"\n\t\t\tdata-share-title=\"Business Intelligence et Big Data, quelles diff\u00e9rences ?\"\n\t\t\tdata-share-url=\"https:\/\/www.sage.com\/fr-fr\/blog\/business-intelligence-big-data-differences\/\"\n\t\t\tdata-share-text=\"Veuillez lire cet article int\u00e9ressant\"\n\t\t>\n\t\t\t<span class=\"social-share-button__share-label\">Partager<\/span>\n\t\t\t<span class=\"social-share-button__copy-label\" hidden>Copier le lien<\/span>\n\t\t\t<span class=\"social-share-button__copy-tooltip\" aria-hidden=\"true\" hidden>Copi\u00e9<\/span>\n\t\t<\/button>\n\n\t\t\t\t<\/div>\n\t<\/div>\n\t<\/header>\n\n\n<div class=\"wp-block-post-author has-dark-background-color alignfull\">\n\t<div class=\"container\">\n\t\t<div class=\"col\">\n\t\t\t\t\t\t\t<div class=\"co-authors\">\n\t\t\t\t\t\n\t\t<div class=\"entry-author-wrapper\">\n\t\t\t<a class=\"entry-author\" href=\"https:\/\/www.sage.com\/fr-fr\/blog\/author\/christopheadam\/\">\n\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"40\" height=\"40\" src=\"https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2024\/07\/Christophe-Adam-350x350.jpg\" class=\"entry-author__image\" alt=\"Christophe Adam\" srcset=\"https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2024\/07\/Christophe-Adam-350x350.jpg 350w, https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2024\/07\/Christophe-Adam-768x768.jpg 768w, https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2024\/07\/Christophe-Adam.jpg 800w\" sizes=\"auto, (max-width: 40px) 100vw, 40px\" \/>\t\t\t\t<span class=\"entry-author__name\">Christophe Adam<\/span>\n\t\t\t<\/a>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<p class=\"\">Vous en avez forc\u00e9ment d\u00e9j\u00e0 entendu parler, tant ces deux concepts sont aujourd\u2019hui pl\u00e9biscit\u00e9s. Pour autant savez-vous les diff\u00e9rencier ? Business intelligence (BI) et Big Data, quelle diff\u00e9rence, et surtout quel apport pour mon entreprise ? Tentatives de d\u00e9finition de deux notions finalement tr\u00e8s compl\u00e9mentaires.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-la-business-intelligence\">La Business intelligence<\/h2>\n\n\n\n<p class=\"\"><strong>La <a href=\"https:\/\/www.sage.com\/fr-fr\/blog\/tag\/bi-business-intelligence\/\">Business intelligence<\/a><\/strong> (BI) ou Informatique d\u00e9cisionnelle ou encore decision support system (DSS) est l\u2019ensemble des outils et moyens informatiques qui permet aux d\u00e9cideurs (DG, Direction strat\u00e9gique, DirProd, DAF, \u2026) de collecter, consolider, mod\u00e9liser, restituer et diffuser les donn\u00e9es de l\u2019entreprise pour prendre les meilleures d\u00e9cisions possibles, de la mani\u00e8re la plus \u00e9clair\u00e9e gr\u00e2ce notamment \u00e0 l\u2019utilisation de tableaux de bord \u00e9quip\u00e9s de fonctions d&rsquo;analyses multidimensionnelles.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-comment-ca-marche\">Comment \u00e7a marche ?<\/h2>\n\n\n\n<p class=\"\">Les donn\u00e9es op\u00e9rationnelles sont d\u2019abord extraites de sources h\u00e9t\u00e9rog\u00e8nes : bases de donn\u00e9es, fichiers Excel, etc. puis stock\u00e9es dans un entrep\u00f4t de donn\u00e9es. Elles sont ensuite restructur\u00e9es, enrichies, agr\u00e9g\u00e9es, reformat\u00e9es pour \u00eatre pr\u00e9sent\u00e9es \u00e0 l&rsquo;utilisateur sous la forme d\u2019une vue m\u00e9tier ayant un sens pour lui : sch\u00e9mas, rapports param\u00e9trables, tableaux de bord synth\u00e9tiques et interactifs, &#8230;<br>Enfin, les donn\u00e9es sont diffus\u00e9es aux divers domaines fonctionnels de l\u2019entreprise (Direction strat\u00e9gique, finance, production, comptabilit\u00e9, RH,\u2026) \u00e0 travers un magasin de donn\u00e9es s\u00e9curis\u00e9 ou Datamart afin d\u2019\u00eatre consult\u00e9es, explor\u00e9es, analys\u00e9es, et peuvent \u00e9galement nourrir un syst\u00e8me d&rsquo;alertes pr\u00e9d\u00e9finies.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-le-big-data-c-est-quoi\">Le Big data, c\u2019est quoi ?<\/h2>\n\n\n\n<p class=\"\">Litt\u00e9ralement, le terme signifie m\u00e9ga donn\u00e9es, ou donn\u00e9es massives. <a href=\"https:\/\/www.sage.com\/fr-fr\/blog\/tag\/donnees\/\">Le Big Data<\/a> d\u00e9signe un ensemble tellement volumineux de donn\u00e9es qu\u2019aucun outil classique de gestion de base de donn\u00e9es ou de gestion de l\u2019information ne permet d\u2019exploiter.<br>Selon le Group Gartner, le Big Data r\u00e9pond \u00e0 une triple probl\u00e9matique dite r\u00e8gle des 3V pour :<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>un <strong>Volume<\/strong> de donn\u00e9es consid\u00e9rable \u00e0 traiter ;<\/li>\n\n\n\n<li>une grande <strong>Vari\u00e9t\u00e9<\/strong> d\u2019informations, venant de diverses sources (non-structur\u00e9es, organis\u00e9es, Open\u2026) ;<\/li>\n\n\n\n<li>un niveau de <strong>V\u00e9locit\u00e9<\/strong> \u00e0 atteindre, c\u2019est \u00e0 dire de fr\u00e9quence de cr\u00e9ation, de collecte et de partage de ces donn\u00e9es.<\/li>\n<\/ul>\n\n\n\n<p class=\"\">Les perspectives de traitement du Big Data sont infinies, et pour partie encore insoup\u00e7onn\u00e9es : exploration de l&rsquo;information, \u00e9valuation, analyse tendancielle et prospective , gestion des risques industriels ou naturels&#8230; le tout effectu\u00e9 en temps-r\u00e9el.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-quelles-differences-avec-la-bi\">Quelles diff\u00e9rences avec la BI ?<\/h2>\n\n\n\n<p class=\"\">Le Big Data se diff\u00e9rencie de la Business Intelligence par <strong>le type de donn\u00e9es r\u00e9colt\u00e9es et trait\u00e9es<\/strong> ainsi que par <strong>leur utilisation<\/strong>. L\u2019Informatique d\u00e9cisionnelle utilise en effet <strong>des statistiques descriptives<\/strong>, avec des donn\u00e9es \u00e0 forte densit\u00e9 en information afin de mesurer des ph\u00e9nom\u00e8nes ou d\u00e9tecter des tendances<br>Le Big Data, lui, utilise <strong>des statistiques \u00ab inf\u00e9rentielles \u00bb<\/strong> et r\u00e9alise des sondages sur des \u00e9chantillons de donn\u00e9es \u00e0 faible densit\u00e9 en information, dont le grand volume permet d\u2019en d\u00e9duire des lois, donnant ainsi au Big Data <strong>des capacit\u00e9s pr\u00e9dictives<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-big-data-et-ia-l-avenir-de-la-bi\">Big Data et IA, l\u2019avenir de la BI ?<\/h2>\n\n\n\n<p class=\"\">Coupl\u00e9 \u00e0 l\u2019<a href=\"https:\/\/www.sage.com\/fr-fr\/blog\/tag\/intelligence-artificielle\/\">intelligence artificielle<\/a> et \u00e0 ses algorithmes capables d\u2019apprendre par eux-m\u00eames, le Big Data est pour l\u2019entreprise l&rsquo;une des grandes perspectives, et l\u2019un des grands d\u00e9fis \u00e0 venir en mati\u00e8re d\u2019aide \u00e0 la d\u00e9cision. Il fait d\u00e9j\u00e0 partie des priorit\u00e9s R&amp;D de nombreux g\u00e9ants des technologies de l\u2019information. Big Data et IA pourraient notamment aider les entreprises, de toute taille, \u00e0 r\u00e9duire leurs risques, \u00e0 faciliter la prise de d\u00e9cision, \u00e0 cr\u00e9er la diff\u00e9rence gr\u00e2ce \u00e0 l&rsquo;analyse pr\u00e9dictive ou encore \u00e0 proposer une \u00ab exp\u00e9rience client \u00bb plus personnalis\u00e9e et contextualis\u00e9e.<\/p>\n\n\n<div class=\"single-cta\">\n\t<div class=\"single-cta__positioner\">\n\t\t<div class=\"single-cta__wrapper has-dark-background-color\">\n\t\t\t<div class=\"single-cta__content\">\n\t\t\t\t\t\t\t\t<h2 class=\"single-cta__title h3\">Inscrivez-vous \u00e0 la e-newsletter mensuelle<\/h2>\n\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a\n\t\t\t\t\t\thref=\"#gate-a947ade1-e692-455f-94ce-a275d72a9a11\"\n\t\t\t\t\t\tclass=\"single-cta__button button button--primary\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t>Je m&#039;abonne<\/a>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"779\" src=\"https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2021\/05\/spreadsheets-1024x779-1.jpg\" class=\"single-cta__image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2021\/05\/spreadsheets-1024x779-1.jpg 1024w\" sizes=\"auto, (min-width: 48em) 33vw, 100vw\" \/>\t\t\t<\/div>\n<\/div>\n\n<section class=\"more-topics alignfull has-grey-light-background-color wp-block-sage-post-topics\">\n\t<div class=\"container\">\n\t\t<div class=\"row\">\n\t\t\t<div class=\"col col-12 col-lg-4\">\n\t\t\t\t<h3 class=\"more-topics__title h2\">Parcourir plus de sujets depuis cet article<\/h3>\n\t\t\t<\/div>\n\t\t\t<div class=\"col col-12 col-lg-8\">\n\t\t\t\t<ul class=\"post-tags__list\">\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"post-tags__item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.sage.com\/fr-fr\/blog\/tag\/bi-business-intelligence\/\" class=\"post-tags__link button button--secondary\">\n\t\t\t\t\t\t\t\tBI &#8211; Business Intelligence\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"post-tags__item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.sage.com\/fr-fr\/blog\/tag\/donnees\/\" class=\"post-tags__link button button--secondary\">\n\t\t\t\t\t\t\t\tData &#8211; stockage &#8211; collecte et traitement\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"post-tags__item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.sage.com\/fr-fr\/blog\/tag\/intelligence-artificielle\/\" class=\"post-tags__link button button--secondary\">\n\t\t\t\t\t\t\t\tIntelligence Artificielle\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n\n<div class=\"alignfull wp-block-sage-related-posts\">\n\t<section class=\"related-posts card-grid has-dark-background-color\">\n\t<div class=\"container\">\n\t\t\t\t\t<div class=\"row\">\n\t\t\t\t<div class=\"col\">\n\t\t\t\t\t<h2 class=\"related-posts__heading related-posts__heading--featured h1\">Explorez plus d&#039;articles<\/h2>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"row related-posts__featured\">\n\t\t\t\t<div class=\"col card-grid__item\">\n\t\t\t\t\t<article\n\t\tclass=\"card-post related-post related-post-0 post-29772 post type-post status-publish format-standard has-post-thumbnail hentry category-digitalisation-et-tendances tag-comptabilite tag-donnees tag-ia-digitalisation business_type-artisans-et-petites-entreprises business_type-petites-et-moyennes-entreprises business_type-expertise-comptable industry-btp industry-industrie industry-negoce industry-services card-post--is-clickable\"\n>\n\t<div class=\"card-post__media-wrapper\">\n\t\t<figure class=\"card-post__media\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1215\" height=\"810\" src=\"https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2023\/09\/GettyImages-1397606538-1215x810.jpg\" class=\"card-post__image\" alt=\"IA Sage donn\u00e9es contextuelles\" loading=\"lazy\" srcset=\"https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2023\/09\/GettyImages-1397606538-684x384.jpg 684w, https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2023\/09\/GettyImages-1397606538-768x512.jpg 768w, https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2023\/09\/GettyImages-1397606538-1215x810.jpg 1215w\" sizes=\"auto, (min-width: 48em) 250px, (min-width: 30em) 100vw, 100vw\" \/>\t\t\t\n\t\t\t\n\t\t\t\t\t<\/figure>\n\t<\/div>\n\n\t<div class=\"card-post__content\">\n\t\t\t\t\t<div class=\"card-post__label\">Recommand\u00e9<\/div>\n\t\t\n\t\t\t\t\t<div class=\"card-post__meta\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"card-post__meta-text\"><span class=\"posted-on \"><time class=\"entry-date published\" datetime=\"2026-05-13T18:44:37+02:00\">13 mai 2026<\/time><\/span><\/span>\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"card-post__meta-text\"><span class=\"reading-time\">4 min de lecture<\/span><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\n\t\t<p class=\"card-post__title h3\">\n\t\t\t\t\t\t\t<a\n\t\t\t\t\tclass=\"card-post__title-link\"\n\t\t\t\t\thref=\"https:\/\/www.sage.com\/fr-fr\/blog\/connectee-a-100-des-donnees-contextuelles-ia-universelle\/\"\n\t\t\t\t>\n\t\t\t\n\t\t\tConnect\u00e9e \u00e0 100 % des donn\u00e9es contextuelles\u00a0: vers une IA universelle\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/p>\n\n\t\t\n\t\t\t\t\t<p class=\"card-post__description\">\n\t\t\t\tL\u2019intelligence artificielle d\u2019entreprise a su s\u2019affranchir de la plupart des contraintes et \u00e9chappe au risque d\u2019erreur (hallucinations). Un dernier pas reste cependant \u00e0 franchir pour pr\u00e9tendre \u00e0 la pleine connaissance des situations : l\u2019acc\u00e8s aux donn\u00e9es contextuelles stock\u00e9es ailleurs que dans la solution de gestion de l\u2019entreprise. Avec le connecteur universel MCP, le verrou va bient\u00f4t sauter ! \t\t\t<\/p>\n\t\t\n\t\t\t<\/div>\n\n\t<\/article>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<div class=\"row related-posts__non-featured\">\n\t\t\t\t<div class=\"col col-12\">\n\t\t\t\t\t<h2 class=\"related-posts__heading related-posts__heading--more h4\">En savoir plus sur ce sujet<\/h2>\n\t\t\t\t<\/div>\n\n\t\t\t\t\n\t\t\t\t\t<div class=\"col col-6 col-lg-3 card-grid__item\">\n\t\t\t\t\t\t<article\n\t\tclass=\"card-post related-post related-post-1 post-29660 post type-post status-publish format-standard has-post-thumbnail hentry category-interviews-clients tag-comptabilite tag-daf-directeur-administratif-financier tag-donnees tag-temoignages-clients business_type-petites-et-moyennes-entreprises industry-services\"\n>\n\t\t\t<a\n\t\t\tclass=\"card-post__link\"\n\t\t\thref=\"https:\/\/www.sage.com\/fr-fr\/blog\/la-lpga-mesure-sa-perfomance-en-temps-reel-temoignage\/\"\n\t\t\t\t\t>\n\t\t\t<figure class=\"card-post__media\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"684\" height=\"384\" src=\"https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2026\/04\/ladies-pro-golf-assoc-lpga-sage-intacct-temoignage-article-684x384.jpg\" class=\"card-post__image\" alt=\"La LPGA organise le golf professionnel au f\u00e9minin aux \u00c9tats-Unis. Avec Sage Intacct, l\u2019association franchit un cap et se projette sereinement dans l\u2019avenir.\" loading=\"lazy\" srcset=\"https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2026\/04\/ladies-pro-golf-assoc-lpga-sage-intacct-temoignage-article-684x384.jpg 684w, https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2026\/04\/ladies-pro-golf-assoc-lpga-sage-intacct-temoignage-article-768x432.jpg 768w, https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2026\/04\/ladies-pro-golf-assoc-lpga-sage-intacct-temoignage-article-1440x810.jpg 1440w\" sizes=\"auto, (min-width: 48em) 250px, (min-width: 30em) 100vw, 100vw\" \/>\t\t\t\n\t\t\t\n\t\t\t\t\t<\/figure>\n\n\t\t\n\t\t\t\t\t<div class=\"card-post__meta\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"card-post__meta-text\"><span class=\"posted-on \"><time class=\"entry-date published\" datetime=\"2026-04-29T11:45:57+02:00\">29 avril 2026<\/time><\/span><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"card-post__meta-text\"><span class=\"reading-time\">5 min de lecture<\/span><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\n\t\t<p class=\"card-post__title h5\">\n\t\t\tLa LPGA mesure sa performance en temps r\u00e9el\u00a0\t\t<\/p>\n\n\t\t\t<\/a>\n\t\n\t\n\t\t\n\t\n\t<\/article>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t<div class=\"col col-6 col-lg-3 card-grid__item\">\n\t\t\t\t\t\t<article\n\t\tclass=\"card-post related-post related-post-2 post-29501 post type-post status-publish format-standard has-post-thumbnail hentry category-interviews-clients tag-erp tag-ia-digitalisation tag-intelligence-artificielle tag-temoignages-clients business_type-artisans-et-petites-entreprises industry-services\"\n>\n\t\t\t<a\n\t\t\tclass=\"card-post__link\"\n\t\t\thref=\"https:\/\/www.sage.com\/fr-fr\/blog\/aftral-integre-ia-a-son-erp-temoignage\/\"\n\t\t\t\t\t>\n\t\t\t<figure class=\"card-post__media card-post__media--video\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"684\" height=\"384\" src=\"https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2026\/03\/aftral-sage-x3-ia-article-temoignage-684x384.jpg\" class=\"card-post__image\" alt=\"AFTRAL : booster son efficacit\u00e9 avec l\u2019IA int\u00e9gr\u00e9e \u00e0 son ERP I Sage Advice France\" loading=\"lazy\" srcset=\"https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2026\/03\/aftral-sage-x3-ia-article-temoignage-684x384.jpg 684w, https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2026\/03\/aftral-sage-x3-ia-article-temoignage-768x432.jpg 768w, https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2026\/03\/aftral-sage-x3-ia-article-temoignage-1440x810.jpg 1440w\" sizes=\"auto, (min-width: 48em) 250px, (min-width: 30em) 100vw, 100vw\" \/>\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"card-post__play-video\">\n\t\t\t\t\t\t<svg role=\"presentation\" aria-hidden=\"true\" focusable=\"false\" class=\"card-post__play-icon svg-icon\" width=\"28\" height=\"28\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 33 36\"><path d=\"M3.947.936C1.889 1.016 0 2.661 0 4.878v27.11c0 2.956 3.36 4.896 5.999 3.463l24.965-13.555c2.715-1.474 2.715-5.451 0-6.925L6 1.416a3.96 3.96 0 0 0-2.052-.48Zm.032 2.6c.232-.001.475.058.713.187L29.66 17.28c.986.535.986 1.774 0 2.309L4.692 33.144c-.952.517-1.999-.088-1.999-1.155V4.878c0-.533.261-.95.642-1.17.19-.11.411-.171.644-.172\" \/><\/svg>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\n\t\t\t\t\t<\/figure>\n\n\t\t\n\t\t\t\t\t<div class=\"card-post__meta\">\n\t\t\t\t\t\t\t\t\t<svg role=\"presentation\" aria-hidden=\"true\" focusable=\"false\" width=\"24\" height=\"24\" class=\"card-post__meta-icon svg-icon\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 24 24\"><path d=\"M5.25 3C3.74 3 2.5 4.24 2.5 5.75v12.5C2.5 19.76 3.74 21 5.25 21h14c1.51 0 2.75-1.24 2.75-2.75V5.75C22 4.24 20.76 3 19.25 3zm0 1.5h14c.699 0 1.25.551 1.25 1.25v12.5a1.24 1.24 0 0 1-1.25 1.25h-14A1.24 1.24 0 0 1 4 18.25V5.75c0-.699.551-1.25 1.25-1.25m.25.75a.5.5 0 0 0-.5.5v.5a.5.5 0 0 0 .5.5H6a.5.5 0 0 0 .5-.5v-.5a.5.5 0 0 0-.5-.5zm13 0a.5.5 0 0 0-.5.5v.5a.5.5 0 0 0 .5.5h.5a.5.5 0 0 0 .5-.5v-.5a.5.5 0 0 0-.5-.5zm-8.25 2.751A1.248 1.248 0 0 0 9 9.251v5.5c0 .442.231.849.613 1.074.389.231.846.237 1.239.021l5.001-2.751c.396-.219.646-.639.646-1.094s-.25-.876-.646-1.095l-.001-.001-5.002-2.751a1.25 1.25 0 0 0-.601-.153zM5.5 8.25a.5.5 0 0 0-.5.5v.5a.5.5 0 0 0 .5.5H6a.5.5 0 0 0 .5-.5v-.5a.5.5 0 0 0-.5-.5zm13 0a.5.5 0 0 0-.5.5v.5a.5.5 0 0 0 .5.5h.5a.5.5 0 0 0 .5-.5v-.5a.5.5 0 0 0-.5-.5zm-8 1.423L14.731 12 10.5 14.328zm-5 1.577a.5.5 0 0 0-.5.5v.5a.5.5 0 0 0 .5.5H6a.5.5 0 0 0 .5-.5v-.5a.5.5 0 0 0-.5-.5zm13 0a.5.5 0 0 0-.5.5v.5a.5.5 0 0 0 .5.5h.5a.5.5 0 0 0 .5-.5v-.5a.5.5 0 0 0-.5-.5zm-13 3a.5.5 0 0 0-.5.5v.5a.5.5 0 0 0 .5.5H6a.5.5 0 0 0 .5-.5v-.5a.5.5 0 0 0-.5-.5zm13 0a.5.5 0 0 0-.5.5v.5a.5.5 0 0 0 .5.5h.5a.5.5 0 0 0 .5-.5v-.5a.5.5 0 0 0-.5-.5zm-13 3a.5.5 0 0 0-.5.5v.5a.5.5 0 0 0 .5.5H6a.5.5 0 0 0 .5-.5v-.5a.5.5 0 0 0-.5-.5zm13 0a.5.5 0 0 0-.5.5v.5a.5.5 0 0 0 .5.5h.5a.5.5 0 0 0 .5-.5v-.5a.5.5 0 0 0-.5-.5z\" \/><\/svg>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"card-post__meta-text\"><span class=\"posted-on \"><time class=\"entry-date published\" datetime=\"2026-04-03T09:00:00+02:00\">3 avril 2026<\/time><\/span><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"card-post__meta-text\"><span class=\"reading-time\">4 min de lecture<\/span><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\n\t\t<p class=\"card-post__title h5\">\n\t\t\tAFTRAL : booster son efficacit\u00e9 avec l\u2019IA int\u00e9gr\u00e9e \u00e0 son ERP\t\t<\/p>\n\n\t\t\t<\/a>\n\t\n\t\n\t\t\n\t\n\t<\/article>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t<div class=\"col col-6 col-lg-3 card-grid__item\">\n\t\t\t\t\t\t<article\n\t\tclass=\"card-post related-post related-post-3 post-25778 post type-post status-publish format-standard has-post-thumbnail hentry category-digitalisation-et-tendances tag-facture-electronique tag-ia-digitalisation tag-intelligence-artificielle business_type-petites-et-moyennes-entreprises business_type-expertise-comptable industry-btp industry-industrie industry-negoce industry-services\"\n>\n\t\t\t<a\n\t\t\tclass=\"card-post__link\"\n\t\t\thref=\"https:\/\/www.sage.com\/fr-fr\/blog\/lacturation-electronique-une-porte-ouverte-vers-lia-pour-les-entreprises\/\"\n\t\t\t\t\t>\n\t\t\t<figure class=\"card-post__media card-post__media--video\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"684\" height=\"384\" src=\"https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2023\/09\/GettyImages-1464824741-684x384.jpg\" class=\"card-post__image\" alt=\"Une jeune femme au bureau travaille. sur une tablette\" loading=\"lazy\" srcset=\"https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2023\/09\/GettyImages-1464824741-684x384.jpg 684w, https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2023\/09\/GettyImages-1464824741-768x512.jpg 768w, https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2023\/09\/GettyImages-1464824741-1215x810.jpg 1215w\" sizes=\"auto, (min-width: 48em) 250px, (min-width: 30em) 100vw, 100vw\" \/>\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"card-post__play-video\">\n\t\t\t\t\t\t<svg role=\"presentation\" aria-hidden=\"true\" focusable=\"false\" class=\"card-post__play-icon svg-icon\" width=\"28\" height=\"28\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 33 36\"><path d=\"M3.947.936C1.889 1.016 0 2.661 0 4.878v27.11c0 2.956 3.36 4.896 5.999 3.463l24.965-13.555c2.715-1.474 2.715-5.451 0-6.925L6 1.416a3.96 3.96 0 0 0-2.052-.48Zm.032 2.6c.232-.001.475.058.713.187L29.66 17.28c.986.535.986 1.774 0 2.309L4.692 33.144c-.952.517-1.999-.088-1.999-1.155V4.878c0-.533.261-.95.642-1.17.19-.11.411-.171.644-.172\" \/><\/svg>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\n\t\t\t\t\t<\/figure>\n\n\t\t\n\t\t\t\t\t<div class=\"card-post__meta\">\n\t\t\t\t\t\t\t\t\t<svg role=\"presentation\" aria-hidden=\"true\" focusable=\"false\" width=\"24\" height=\"24\" class=\"card-post__meta-icon svg-icon\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 24 24\"><path d=\"M5.25 3C3.74 3 2.5 4.24 2.5 5.75v12.5C2.5 19.76 3.74 21 5.25 21h14c1.51 0 2.75-1.24 2.75-2.75V5.75C22 4.24 20.76 3 19.25 3zm0 1.5h14c.699 0 1.25.551 1.25 1.25v12.5a1.24 1.24 0 0 1-1.25 1.25h-14A1.24 1.24 0 0 1 4 18.25V5.75c0-.699.551-1.25 1.25-1.25m.25.75a.5.5 0 0 0-.5.5v.5a.5.5 0 0 0 .5.5H6a.5.5 0 0 0 .5-.5v-.5a.5.5 0 0 0-.5-.5zm13 0a.5.5 0 0 0-.5.5v.5a.5.5 0 0 0 .5.5h.5a.5.5 0 0 0 .5-.5v-.5a.5.5 0 0 0-.5-.5zm-8.25 2.751A1.248 1.248 0 0 0 9 9.251v5.5c0 .442.231.849.613 1.074.389.231.846.237 1.239.021l5.001-2.751c.396-.219.646-.639.646-1.094s-.25-.876-.646-1.095l-.001-.001-5.002-2.751a1.25 1.25 0 0 0-.601-.153zM5.5 8.25a.5.5 0 0 0-.5.5v.5a.5.5 0 0 0 .5.5H6a.5.5 0 0 0 .5-.5v-.5a.5.5 0 0 0-.5-.5zm13 0a.5.5 0 0 0-.5.5v.5a.5.5 0 0 0 .5.5h.5a.5.5 0 0 0 .5-.5v-.5a.5.5 0 0 0-.5-.5zm-8 1.423L14.731 12 10.5 14.328zm-5 1.577a.5.5 0 0 0-.5.5v.5a.5.5 0 0 0 .5.5H6a.5.5 0 0 0 .5-.5v-.5a.5.5 0 0 0-.5-.5zm13 0a.5.5 0 0 0-.5.5v.5a.5.5 0 0 0 .5.5h.5a.5.5 0 0 0 .5-.5v-.5a.5.5 0 0 0-.5-.5zm-13 3a.5.5 0 0 0-.5.5v.5a.5.5 0 0 0 .5.5H6a.5.5 0 0 0 .5-.5v-.5a.5.5 0 0 0-.5-.5zm13 0a.5.5 0 0 0-.5.5v.5a.5.5 0 0 0 .5.5h.5a.5.5 0 0 0 .5-.5v-.5a.5.5 0 0 0-.5-.5zm-13 3a.5.5 0 0 0-.5.5v.5a.5.5 0 0 0 .5.5H6a.5.5 0 0 0 .5-.5v-.5a.5.5 0 0 0-.5-.5zm13 0a.5.5 0 0 0-.5.5v.5a.5.5 0 0 0 .5.5h.5a.5.5 0 0 0 .5-.5v-.5a.5.5 0 0 0-.5-.5z\" \/><\/svg>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"card-post__meta-text\"><span class=\"posted-on \"><time class=\"entry-date published\" datetime=\"2025-10-07T07:45:00+02:00\">7 octobre 2025<\/time><\/span><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"card-post__meta-text\"><span class=\"reading-time\">5 min de lecture<\/span><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\n\t\t<p class=\"card-post__title h5\">\n\t\t\tLa facturation \u00e9lectronique, une porte ouverte vers l\u2019IA pour les entreprises\t\t<\/p>\n\n\t\t\t<\/a>\n\t\n\t\n\t\t\n\t\n\t<\/article>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t<div class=\"col col-6 col-lg-3 card-grid__item\">\n\t\t\t\t\t\t<article\n\t\tclass=\"card-post related-post related-post-4 post-23321 post type-post status-publish format-standard has-post-thumbnail hentry category-guides-et-modeles-gratuits tag-bi-business-intelligence tag-ia-digitalisation tag-tpe-petite-entreprise business_type-artisans-et-petites-entreprises industry-btp industry-industrie industry-negoce industry-services\"\n>\n\t\t\t<a\n\t\t\tclass=\"card-post__link\"\n\t\t\thref=\"https:\/\/www.sage.com\/fr-fr\/blog\/ia-automatisation-tpe-guide\/\"\n\t\t\t\t\t>\n\t\t\t<figure class=\"card-post__media\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"684\" height=\"384\" src=\"https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2022\/04\/GettyImages-1145612339-684x384.jpg\" class=\"card-post__image\" alt=\"Une femme travaille dans un hangar. Elle a un scan \u00e0 la main. IA\" loading=\"lazy\" srcset=\"https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2022\/04\/GettyImages-1145612339-684x384.jpg 684w, https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2022\/04\/GettyImages-1145612339-768x432.jpg 768w, https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2022\/04\/GettyImages-1145612339-1440x810.jpg 1440w\" sizes=\"auto, (min-width: 48em) 250px, (min-width: 30em) 100vw, 100vw\" \/>\t\t\t\n\t\t\t\n\t\t\t\t\t<\/figure>\n\n\t\t\n\t\t\t\t\t<div class=\"card-post__meta\">\n\t\t\t\t\t\t\t\t\t<svg role=\"presentation\" aria-hidden=\"true\" focusable=\"false\" width=\"24\" height=\"24\" class=\"card-post__meta-icon svg-icon\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 24 24\"><path d=\"M11.988 2.989a.75.75 0 0 0-.739.761v10.689l-1.72-1.72a.75.75 0 0 0-.957-.099.75.75 0 0 0-.315.776c.031.146.104.28.211.384l3 3a.75.75 0 0 0 1.06 0l3-3a.76.76 0 0 0 .231-.533.74.74 0 0 0-.22-.538q-.108-.106-.247-.164c-.139-.058-.191-.057-.291-.056s-.198.022-.29.061-.174.097-.243.169l-1.72 1.72V3.75a.76.76 0 0 0-.22-.541.76.76 0 0 0-.542-.22zM5.75 8.5C4.24 8.5 3 9.74 3 11.25v7C3 19.76 4.24 21 5.75 21h12.5c1.51 0 2.75-1.24 2.75-2.75v-7c0-1.51-1.24-2.75-2.75-2.75h-3a.76.76 0 0 0-.537.216.74.74 0 0 0-.223.535.76.76 0 0 0 .223.535.74.74 0 0 0 .537.216h3c.699 0 1.25.551 1.25 1.25v7a1.24 1.24 0 0 1-1.25 1.25H5.75a1.24 1.24 0 0 1-1.25-1.25v-7c0-.699.551-1.25 1.25-1.25h3a.76.76 0 0 0 .537-.216.74.74 0 0 0 .223-.535.76.76 0 0 0-.223-.535.75.75 0 0 0-.537-.216z\" \/><\/svg>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"card-post__meta-text\"><span class=\"posted-on \"><time class=\"entry-date published\" datetime=\"2025-03-26T09:15:00+01:00\">26 mars 2025<\/time><\/span><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"card-post__meta-text\"><span class=\"reading-time\">3 min de lecture<\/span><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\n\t\t<p class=\"card-post__title h5\">\n\t\t\tL\u2019IA et l\u2019automatisation pour travailler vite et bien [Guide]\t\t<\/p>\n\n\t\t\t<\/a>\n\t\n\t\n\t\t\n\t\n\t<\/article>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n<\/section>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Vous en avez forc\u00e9ment d\u00e9j\u00e0 entendu parler, tant ces deux concepts sont aujourd\u2019hui pl\u00e9biscit\u00e9s. Pour autant savez-vous les diff\u00e9rencier ? Business intelligence (BI) et Big Data, quelle diff\u00e9rence, et surtout quel apport pour mon entreprise ? Tentatives de d\u00e9finition de deux notions finalement tr\u00e8s compl\u00e9mentaires. La Business intelligence La Business intelligence (BI) ou Informatique d\u00e9cisionnelle [&hellip;]<\/p>\n","protected":false},"author":710,"featured_media":7782,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_sage_video":false,"post_featured_image_hide":false,"sage_hide_published_date":false,"sage_hide_read_time":false,"sage_hide_share_buttons":false,"footnotes":""},"categories":[16],"tags":[275,239,842],"business_type":[8,9],"lilypad":[],"context":[],"industry":[],"persona":[34],"imagine_tag":[450,456,462,460,459],"coauthors":[906],"class_list":["post-7781","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-digitalisation-et-tendances","tag-bi-business-intelligence","tag-donnees","tag-intelligence-artificielle","business_type-artisans-et-petites-entreprises","business_type-petites-et-moyennes-entreprises"],"sage_meta":{"region":"fr-fr","author_name":"Christophe Adam","featured_image":"https:\/\/www.sage.com\/fr-fr\/blog\/wp-content\/uploads\/sites\/4\/2019\/09\/business-intelligence-big-data-collaborateurs.jpg","imagine_tags":{"450":"ERP","456":"Gestion Commerciale","462":"Grandes Entreprises","460":"Petites Entreprises","459":"Petites et Moyennes Entreprises"}},"distributor_meta":false,"distributor_terms":false,"distributor_media":false,"distributor_original_site_name":"Sage Advice France","distributor_original_site_url":"https:\/\/www.sage.com\/fr-fr\/blog","push-errors":false,"_links":{"self":[{"href":"https:\/\/www.sage.com\/fr-fr\/blog\/api\/wp\/v2\/posts\/7781","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.sage.com\/fr-fr\/blog\/api\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.sage.com\/fr-fr\/blog\/api\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.sage.com\/fr-fr\/blog\/api\/wp\/v2\/users\/710"}],"replies":[{"embeddable":true,"href":"https:\/\/www.sage.com\/fr-fr\/blog\/api\/wp\/v2\/comments?post=7781"}],"version-history":[{"count":0,"href":"https:\/\/www.sage.com\/fr-fr\/blog\/api\/wp\/v2\/posts\/7781\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.sage.com\/fr-fr\/blog\/api\/wp\/v2\/media\/7782"}],"wp:attachment":[{"href":"https:\/\/www.sage.com\/fr-fr\/blog\/api\/wp\/v2\/media?parent=7781"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.sage.com\/fr-fr\/blog\/api\/wp\/v2\/categories?post=7781"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.sage.com\/fr-fr\/blog\/api\/wp\/v2\/tags?post=7781"},{"taxonomy":"business_type","embeddable":true,"href":"https:\/\/www.sage.com\/fr-fr\/blog\/api\/wp\/v2\/business_type?post=7781"},{"taxonomy":"lilypad","embeddable":true,"href":"https:\/\/www.sage.com\/fr-fr\/blog\/api\/wp\/v2\/lilypad?post=7781"},{"taxonomy":"context","embeddable":true,"href":"https:\/\/www.sage.com\/fr-fr\/blog\/api\/wp\/v2\/context?post=7781"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/www.sage.com\/fr-fr\/blog\/api\/wp\/v2\/industry?post=7781"},{"taxonomy":"persona","embeddable":true,"href":"https:\/\/www.sage.com\/fr-fr\/blog\/api\/wp\/v2\/persona?post=7781"},{"taxonomy":"imagine_tag","embeddable":true,"href":"https:\/\/www.sage.com\/fr-fr\/blog\/api\/wp\/v2\/imagine_tag?post=7781"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.sage.com\/fr-fr\/blog\/api\/wp\/v2\/coauthors?post=7781"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}