{"id":34354,"date":"2025-07-11T15:13:17","date_gmt":"2025-07-11T09:43:17","guid":{"rendered":"https:\/\/www.verdantis.com\/?p=34354"},"modified":"2026-06-24T17:45:44","modified_gmt":"2026-06-24T12:15:44","slug":"nettoyage-des-donnees-mro","status":"publish","type":"post","link":"https:\/\/www.verdantis.com\/fr\/nettoyage-des-donnees-mro\/","title":{"rendered":"Guide des processus et solutions de nettoyage des donn\u00e9es MRO"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"34354\" class=\"elementor elementor-34354\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-abc727f e-flex e-con-boxed e-con e-parent\" data-id=\"abc727f\" 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-cd42f97 elementor-widget elementor-widget-text-editor\" data-id=\"cd42f97\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"762\" data-end=\"1152\">Les donn\u00e9es MRO (Maintenance, R\u00e9paration et Exploitation) d\u00e9signent les donn\u00e9es de r\u00e9f\u00e9rence relatives aux mat\u00e9riaux indirects, tels que les pi\u00e8ces de rechange, les consommables et les \u00e9quipements utilis\u00e9s pour l'entretien des actifs et des installations. Contrairement aux mat\u00e9riaux de production directs, les articles MRO sont souvent d\u00e9sign\u00e9s de mani\u00e8re incoh\u00e9rente, mal class\u00e9s ou d\u00e9pourvus de sp\u00e9cifications essentielles. Cela entra\u00eene un exc\u00e9dent de stocks, des pertes d'efficacit\u00e9 et des interruptions impr\u00e9vues de la maintenance.<\/p><p data-start=\"1199\" data-end=\"1304\">Disposer de donn\u00e9es MRO propres et normalis\u00e9es est essentiel pour les secteurs \u00e0 forte intensit\u00e9 d'actifs. Des donn\u00e9es de mauvaise qualit\u00e9 peuvent entra\u00eener :<\/p><ul data-start=\"1305\" data-end=\"1401\"><li data-start=\"1305\" data-end=\"1323\"><p data-start=\"1307\" data-end=\"1323\">Commandes en double<\/p><\/li><li data-start=\"1324\" data-end=\"1354\"><p data-start=\"1326\" data-end=\"1354\">Registres d'inventaire inexacts<\/p><\/li><li data-start=\"1355\" data-end=\"1382\"><p data-start=\"1357\" data-end=\"1382\">Une mauvaise planification de la maintenance<\/p><\/li><li data-start=\"1383\" data-end=\"1401\"><p data-start=\"1385\" data-end=\"1401\">Risques li\u00e9s \u00e0 la conformit\u00e9<\/p><\/li><\/ul><p data-start=\"1403\" data-end=\"1464\">Les entreprises sont souvent confront\u00e9es \u00e0 une fragmentation des donn\u00e9es MRO pour les raisons suivantes :<\/p><ul data-start=\"1465\" data-end=\"1583\"><li data-start=\"1465\" data-end=\"1491\"><p data-start=\"1467\" data-end=\"1491\">Fusions et acquisitions<\/p><\/li><li data-start=\"1492\" data-end=\"1525\"><p data-start=\"1494\" data-end=\"1525\">Plusieurs syst\u00e8mes ERP et syst\u00e8mes h\u00e9rit\u00e9s<\/p><\/li><li data-start=\"1526\" data-end=\"1583\"><p data-start=\"1528\" data-end=\"1583\">Installations d\u00e9centralis\u00e9es dot\u00e9es d'\u00e9quipements vari\u00e9s et ayant des ant\u00e9c\u00e9dents divers<\/p><\/li><\/ul><p data-start=\"1585\" data-end=\"1714\">D'un point de vue plus g\u00e9n\u00e9ral, le nettoyage MRO constitue un \u00e9l\u00e9ment essentiel de <a href=\"https:\/\/www.verdantis.com\/master-data-cleansing\/\">Nettoyage des donn\u00e9es de r\u00e9f\u00e9rence d'entreprise,<\/a> garantir la coh\u00e9rence non seulement au sein des services de maintenance et d'exploitation, mais aussi entre les syst\u00e8mes charg\u00e9s des achats, des finances et de la cha\u00eene d'approvisionnement.<\/p><p data-start=\"1585\" data-end=\"1714\">En int\u00e9grant des pratiques de gouvernance des donn\u00e9es dans le domaine des ressources documentaires, les organisations peuvent am\u00e9liorer l'efficacit\u00e9 \u00e0 l'\u00e9chelle de l'entreprise, r\u00e9duire les risques et optimiser la prise de d\u00e9cision tout au long du cycle de vie des actifs.<\/p>\t\t\t\t\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-5e22983 e-flex e-con-boxed e-con e-parent\" data-id=\"5e22983\" 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-4c3906e elementor-widget elementor-widget-heading\" data-id=\"4c3906e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"what-is-mro-data-cleansing\">Qu'est-ce que le nettoyage des donn\u00e9es MRO ?<\/h2>\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-eb9b47d e-flex e-con-boxed e-con e-parent\" data-id=\"eb9b47d\" 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-8e2c485 elementor-widget elementor-widget-text-editor\" data-id=\"8e2c485\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Le nettoyage des donn\u00e9es MRO consiste \u00e0 corriger, normaliser, enrichir et classer les donn\u00e9es de base des articles afin de garantir que toutes les pi\u00e8ces de rechange et tous les articles indirects soient repr\u00e9sent\u00e9s avec pr\u00e9cision sur les plateformes ERP, EAM et GMAO. Ce processus implique la normalisation, l'\u00e9limination des doublons et l'enrichissement des attributs \u00e0 l'aide de taxonomies normalis\u00e9es (par exemple, <span style=\"color: #333399;\"><a style=\"color: #333399;\" href=\"https:\/\/www.undp.org\/unspsc\" rel=\"nofollow noopener\" target=\"_blank\">UNSPSC<\/a>, <a style=\"color: #333399;\" href=\"https:\/\/eclass.eu\/\" rel=\"nofollow noopener\" target=\"_blank\">ECLASS<\/a>, <a style=\"color: #333399;\" href=\"https:\/\/pidx.org\/\" rel=\"nofollow noopener\" target=\"_blank\">PIDX<\/a><\/span>).<\/p><p>Lorsqu'ils sont correctement mis en \u0153uvre, les services de nettoyage et de normalisation des donn\u00e9es MRO permettent de r\u00e9duire les exc\u00e9dents de stock, d'\u00e9liminer les doublons et de faciliter une planification pr\u00e9cise de la maintenance.<\/p><p>Un processus complet de nettoyage du mat\u00e9riel MRO ne se limite pas au simple nettoyage des \u00e9l\u00e9ments. Il comprend :<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-72ba3cb e-grid e-con-full e-con e-child\" data-id=\"72ba3cb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5e9f963 elementor-widget elementor-widget-text-editor\" data-id=\"5e9f963\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>Normalisation des donn\u00e9es MRO afin d'harmoniser les unit\u00e9s et les formats<\/li><li>Nettoyage des donn\u00e9es MRO visant \u00e0 supprimer les enregistrements en double ou obsol\u00e8tes.<\/li><li>Enrichissement des donn\u00e9es MRO \u00e0 l'aide des sp\u00e9cifications des \u00e9quipementiers, des attributs et des donn\u00e9es de r\u00e9f\u00e9rence<\/li><li>D\u00e9duplication MRO \u2013 D\u00e9duplication de niveau 2 (L2) apr\u00e8s enrichissement, afin d'\u00e9liminer les doublons r\u00e9siduels et de garantir l'unicit\u00e9 des donn\u00e9es dans la fiche article.<\/li><li>MRO <span style=\"text-decoration: underline; color: #333399;\"><a style=\"color: #333399;\" href=\"https:\/\/www.verdantis.com\/materials-master-data-management\/\">gestion des donn\u00e9es de base des articles <\/a><\/span>et la classification \u00e0 l'aide de taxonomies globales<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b9a62ef elementor-widget elementor-widget-image\" data-id=\"b9a62ef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/20250715_1318_MRO-Data-Cleansing-Infographic_simple_compose_01k06gter8fpbswy7svqq25fed.png\" class=\"attachment-full size-full wp-image-34683\" alt=\"processus complet de nettoyage du mat\u00e9riel MRO\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/20250715_1318_MRO-Data-Cleansing-Infographic_simple_compose_01k06gter8fpbswy7svqq25fed.png 1536w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/20250715_1318_MRO-Data-Cleansing-Infographic_simple_compose_01k06gter8fpbswy7svqq25fed-300x200.png 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/20250715_1318_MRO-Data-Cleansing-Infographic_simple_compose_01k06gter8fpbswy7svqq25fed-1024x683.png 1024w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/20250715_1318_MRO-Data-Cleansing-Infographic_simple_compose_01k06gter8fpbswy7svqq25fed-768x512.png 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/20250715_1318_MRO-Data-Cleansing-Infographic_simple_compose_01k06gter8fpbswy7svqq25fed-18x12.png 18w\" sizes=\"(max-width: 1536px) 100vw, 1536px\" \/>\t\t\t\t\t\t\t\t\t\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-0adb4ff e-flex e-con-boxed e-con e-parent\" data-id=\"0adb4ff\" 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-1da2ff8 elementor-widget elementor-widget-heading\" data-id=\"1da2ff8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">N\u00e9cessit\u00e9 de services de nettoyage et de normalisation des donn\u00e9es MRO\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cab5faa elementor-widget elementor-widget-text-editor\" data-id=\"cab5faa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Pr\u00e9cis, normalis\u00e9 <span style=\"text-decoration: underline; color: #333399;\"><a style=\"color: #333399; text-decoration: underline;\" href=\"https:\/\/www.verdantis.com\/mro-category-management\/\"><span>Donn\u00e9es MRO<\/span> catalogage <\/a><\/span>est crucial pour les secteurs \u00e0 forte intensit\u00e9 d'actifs, mais nombre d'entre eux sont confront\u00e9s \u00e0 des probl\u00e8mes li\u00e9s \u00e0 des registres fragment\u00e9s et obsol\u00e8tes. Voici pourquoi le nettoyage des donn\u00e9es MRO est essentiel \u00e0 la r\u00e9ussite op\u00e9rationnelle et commerciale :<\/p>\t\t\t\t\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-ccbd3ad e-con-full e-flex e-con e-child\" data-id=\"ccbd3ad\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c01dc42 elementor-widget elementor-widget-heading\" data-id=\"c01dc42\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Dans le cadre d'une fusion ou d'une acquisition (M&amp;A) <\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d2d7b3b elementor-widget elementor-widget-text-editor\" data-id=\"d2d7b3b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Les fusions et acquisitions r\u00e9unissent des organisations dont les syst\u00e8mes ERP, les taxonomies et les pratiques en mati\u00e8re de donn\u00e9es de r\u00e9f\u00e9rence diff\u00e8rent. En l'absence d'une harmonisation ad\u00e9quate des donn\u00e9es, les int\u00e9grations issues de fusions et acquisitions se heurtent aux difficult\u00e9s suivantes :<\/p><ul><li>Des stocks sur\u00e9valu\u00e9s en raison de pi\u00e8ces en double non d\u00e9tect\u00e9es<\/li><li>Manque de visibilit\u00e9 sur les d\u00e9penses au sein des entit\u00e9s fusionn\u00e9es<\/li><li>Classifications MRO ou sp\u00e9cifications des pi\u00e8ces contradictoires d'un syst\u00e8me \u00e0 l'autre<\/li><li>La fusion de catalogues existants ou de bases de donn\u00e9es de fournisseurs implique un effort et des risques importants<\/li><\/ul><p>Le nettoyage et l'harmonisation des donn\u00e9es MRO au sein des entit\u00e9s acquises sont essentiels pour concr\u00e9tiser les synergies attendues des fusions-acquisitions, notamment dans les domaines des achats et des op\u00e9rations.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d2d149 elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"5d2d149\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-arrow-right-circle-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t<b>Exemple :<\/b> L'une des soci\u00e9t\u00e9s rachet\u00e9es utilise eCl@ss, tandis qu'une autre utilise l'UNSPSC. Sans harmonisation, l'analyse des d\u00e9penses et l'approvisionnement s'av\u00e8rent inefficaces.\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c095177 e-con-full e-flex e-con e-child\" data-id=\"c095177\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-196e515 elementor-widget elementor-widget-heading\" data-id=\"196e515\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Lors d'une mise \u00e0 niveau d'un progiciel de gestion int\u00e9gr\u00e9 (ERP) ou d'une transformation num\u00e9rique <\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-691b4eb elementor-widget elementor-widget-text-editor\" data-id=\"691b4eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Lorsque les entreprises migrent vers des plateformes ERP ou EAM modernes telles que SAP S\/4HANA, Oracle Cloud ou IBM Maximo, elles sont confront\u00e9es \u00e0 un d\u00e9fi crucial en mati\u00e8re de donn\u00e9es : \u00ab garbage in, garbage out \u00bb (si les donn\u00e9es d'entr\u00e9e sont erron\u00e9es, les donn\u00e9es de sortie le seront aussi).<\/p><p>La mauvaise qualit\u00e9 des donn\u00e9es MRO dans l'ancien syst\u00e8me entra\u00eene :<\/p><ul><li>\u00c9chec de la migration des donn\u00e9es ou augmentation des co\u00fbts de migration<\/li><li>Faible adoption du syst\u00e8me apr\u00e8s sa mise en service en raison d'un moteur de recherche et de fonctions de reporting peu fiables<\/li><li>Probl\u00e8mes au niveau des processus transactionnels, tels que les demandes d'achat ou la cr\u00e9ation d'ordres de travail<\/li><li>Opportunit\u00e9s manqu\u00e9es en mati\u00e8re d'automatisation, d'analyse de donn\u00e9es et de strat\u00e9gies de maintenance bas\u00e9es sur l'IA<\/li><\/ul><div>En vigueur <span style=\"text-decoration: underline;\"><span style=\"color: #333399;\"><a style=\"color: #333399; text-decoration: underline;\" href=\"https:\/\/www.verdantis.com\/sap-mdm\/\">Gestion des donn\u00e9es de r\u00e9f\u00e9rence SAP<\/a><\/span><\/span> et <a href=\"https:\/\/www.verdantis.com\/erp-master-data-management\/\"><span style=\"text-decoration: underline;\"><span style=\"color: #333399; text-decoration: underline;\">Gestion des donn\u00e9es ERP<\/span><\/span><\/a> sont essentielles pour garantir une transition en douceur et exploiter pleinement le potentiel des plateformes de nouvelle g\u00e9n\u00e9ration.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45cac86 elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"45cac86\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-arrow-right-circle-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t<b>Exemple :<\/b> La mise en service de SAP S\/4HANA ne permet pas d'atteindre le niveau d'automatisation escompt\u00e9, car les descriptions des pi\u00e8ces MRO pr\u00e9sentent trop d'incoh\u00e9rences pour permettre l'application des r\u00e8gles de recherche et de workflow.\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-abb9aef e-con-full e-flex e-con e-child\" data-id=\"abb9aef\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-41b33d8 elementor-widget elementor-widget-heading\" data-id=\"41b33d8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Maintenance pr\u00e9ventive ou pr\u00e9dictive inefficace<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-211dff9 elementor-widget elementor-widget-text-editor\" data-id=\"211dff9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Les syst\u00e8mes de GMAO (Gestion de la maintenance assist\u00e9e par ordinateur) ou d'EAM (Gestion des actifs d'entreprise) reposent sur des fiches articles pr\u00e9cises pour \u00e9tablir des liens entre les \u00e9quipements, les ordres de travail et les pi\u00e8ces de rechange.<\/p><p>Des donn\u00e9es erron\u00e9es entra\u00eenent :<\/p><ul><li>Entretien pr\u00e9ventif non effectu\u00e9 en raison de nomenclatures erron\u00e9es<\/li><li>Pannes de mat\u00e9riel dues \u00e0 l'utilisation de pi\u00e8ces inadapt\u00e9es ou incompatibles<\/li><li>Des indicateurs de fiabilit\u00e9 m\u00e9diocres et une augmentation des temps d'arr\u00eat impr\u00e9vus<\/li><\/ul><p>Des donn\u00e9es MRO fiables favorisent la maintenance conditionnelle et am\u00e9liorent la fiabilit\u00e9 des actifs.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c4164d4 elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"c4164d4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-arrow-right-circle-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t<b>Exemple :<\/b> La maintenance pr\u00e9ventive \u00e9choue car la nomenclature fait r\u00e9f\u00e9rence \u00e0 une r\u00e9f\u00e9rence de pi\u00e8ce erron\u00e9e ou obsol\u00e8te, ce qui entra\u00eene un retard dans l'entretien des machines essentielles.\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7c73171 e-con-full e-flex e-con e-child\" data-id=\"7c73171\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5f70ded elementor-widget elementor-widget-heading\" data-id=\"5f70ded\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Approvisionnement et achats inefficaces<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d647f1e elementor-widget elementor-widget-text-editor\" data-id=\"d647f1e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Les \u00e9quipes charg\u00e9es des achats s'appuient sur des donn\u00e9es pr\u00e9cises concernant les articles pour n\u00e9gocier, regrouper et pr\u00e9voir leurs achats.<\/p><p>Causes des donn\u00e9es erron\u00e9es :<\/p><ul><li>Commande en double de pi\u00e8ces d\u00e9j\u00e0 en stock<\/li><li>Incapacit\u00e9 \u00e0 identifier les opportunit\u00e9s d'agr\u00e9gation de la demande<\/li><li>Co\u00fbts \u00e9lev\u00e9s li\u00e9s aux achats ponctuels et remises manqu\u00e9es<\/li><\/ul><p>Des donn\u00e9es fiables permettent de mettre en place des strat\u00e9gies d'approvisionnement plus efficaces et de renforcer la collaboration avec les fournisseurs.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d7e916 elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"3d7e916\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-arrow-right-circle-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t<b>Exemple :<\/b> Un acheteur ne parvient pas \u00e0 trouver \u00ab Cartouche filtrante - 5 microns \u00bb dans le syst\u00e8me, car celle-ci est enregistr\u00e9e sous la r\u00e9f\u00e9rence \u00ab Cart Filt 5u \u00bb ; il passe donc une nouvelle commande inutile, ce qui lui co\u00fbte des frais de transport suppl\u00e9mentaires et entra\u00eene un exc\u00e9dent de stock.\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-88a1333 e-flex e-con-boxed e-con e-parent\" data-id=\"88a1333\" 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-045c429 elementor-widget elementor-widget-text-editor\" data-id=\"045c429\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"76\" data-end=\"315\">La pr\u00e9cision des donn\u00e9es MRO est essentielle au bon fonctionnement et \u00e0 la continuit\u00e9 des op\u00e9rations industrielles. Chez Verdantis, nous savons que des donn\u00e9es obsol\u00e8tes ou incoh\u00e9rentes entra\u00eenent des exc\u00e9dents de stock, des achats en double, des temps d'arr\u00eat co\u00fbteux et une baisse des performances du syst\u00e8me.<\/p><p data-start=\"317\" data-end=\"483\">Sans un nettoyage ad\u00e9quat, les donn\u00e9es MRO compromettent le bon fonctionnement des syst\u00e8mes ERP et EAM tels que <span style=\"color: #333399;\"><a style=\"color: #333399;\" href=\"https:\/\/www.sap.com\/products\/erp\/s4hana.html\" rel=\"nofollow noopener\" target=\"_blank\">SAP S\/4HANA<\/a>, <a style=\"color: #333399;\" href=\"https:\/\/www.oracle.com\/\" rel=\"nofollow noopener\" target=\"_blank\">Oracle<\/a><\/span>, ou <a href=\"https:\/\/www.ibm.com\/products\/maximo\" rel=\"nofollow noopener\" target=\"_blank\"><span style=\"color: #333399;\">Maximo<\/span><\/a>. \u2013 ce qui met en p\u00e9ril la transformation num\u00e9rique, la conformit\u00e9 et la s\u00e9curit\u00e9.<\/p><p data-start=\"485\" data-end=\"667\" data-is-last-node=\"\" data-is-only-node=\"\">Les entreprises sp\u00e9cialis\u00e9es dans le nettoyage des donn\u00e9es MRO, telles que Verdantis, r\u00e9pondent \u00e0 ces d\u00e9fis en proposant des plateformes bas\u00e9es sur l'intelligence artificielle qui nettoient, classifient, enrichissent et g\u00e8rent les donn\u00e9es MRO \u00e0 grande \u00e9chelle, garantissant ainsi que les syst\u00e8mes m\u00e9tier critiques fonctionnent sur la base d'informations fiables.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d3f40fe e-con-full e-flex e-con e-child\" data-id=\"d3f40fe\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d0e4e88 e-grid e-con-full e-con e-child\" data-id=\"d0e4e88\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-263b836 e-grid e-con-full e-con e-child\" data-id=\"263b836\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a6144ea elementor-widget elementor-widget-text-editor\" data-id=\"a6144ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"color: #ffffff;\">Selon Gartner, les entreprises perdent environ <strong>$ 12,9 millions<\/strong> chaque ann\u00e9e en raison d'une qualit\u00e9 globalement m\u00e9diocre des donn\u00e9es, dont une grande partie concerne les donn\u00e9es de r\u00e9f\u00e9rence et de stock relatives \u00e0 la maintenance, aux r\u00e9parations et aux r\u00e9visions (MRO).<\/span><\/p><p style=\"text-align: center;\"><strong><a href=\"https:\/\/www.gartner.com\/en\/data-analytics\/topics\/data-quality\" rel=\"nofollow noopener\" target=\"_blank\"><span style=\"color: #ffffff;\">Source : Gartner<\/span><\/a><\/strong><\/p>\t\t\t\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\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-753aef0 elementor-widget elementor-widget-heading\" data-id=\"753aef0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"industries-roles-that-depend-on-mro-data-cleansing\">Secteurs et fonctions qui d\u00e9pendent du nettoyage des donn\u00e9es MRO<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-579df94 elementor-widget elementor-widget-text-editor\" data-id=\"579df94\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Disposer de donn\u00e9es MRO pr\u00e9cises et normalis\u00e9es est essentiel dans les secteurs \u00e0 forte intensit\u00e9 d'actifs, o\u00f9 les arr\u00eats impr\u00e9vus, les exc\u00e9dents de stock et une maintenance inefficace peuvent co\u00fbter des millions. Les entreprises des secteurs suivants s'appuient syst\u00e9matiquement sur le nettoyage des donn\u00e9es MRO pour atteindre l'excellence op\u00e9rationnelle :<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4415b24 e-con-full e-flex e-con e-child\" data-id=\"4415b24\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-a556780 e-grid e-con-full e-con e-child\" data-id=\"a556780\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-f41bf56 e-con-full e-flex e-con e-child\" data-id=\"f41bf56\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4973123 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"4973123\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" height=\"512\" viewbox=\"0 0 450 450\" width=\"512\"><g><g><g id=\"XMLID_1_\"><path d=\"m119.1 231.1-36.6 16.7 3.3-32z\"><\/path><path d=\"m162.9 251.1h-62.8l31.4-14.4z\"><\/path><path d=\"m177.2 215.8 3.3 32-36.6-16.7z\"><\/path><path d=\"m172.6 170.3 3 29.3-32.2-15.4z\"><\/path><path d=\"m169.5 208-38 17.4-38-17.4 38-18.1z\"><\/path><path d=\"m119.6 184.2-32.2 15.4 2.9-29.3z\"><\/path><path d=\"m131.5 141.5 34.6 20.5-34.6 16.5-34.6-16.5z\"><\/path><path d=\"m121.4 135.5-29.3 17.4 3.3-32.8z\"><\/path><path d=\"m167.6 120.1 3.3 32.8-29.3-17.4z\"><\/path><path d=\"m163.7 81 2.2 21.8-22.9-11.5z\"><\/path><path d=\"m161.2 111.9-29.7 17.6-29.7-17.6 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216.8h110.3v13.6h-110.3z\"><\/path><path d=\"m239.9 240.7h128.5v10.4h-128.5z\"><\/path><path d=\"m408.7 261.4c-.2 8.6-1.1 17.1-2.5 25.4-4.3 1.8-7.8 4.8-10.9 7.6-4 3.5-6.6 5.6-9 5.3-2-.3-6.5-2.8-14.1-15.9-6.6-11.4-18-18.6-25.5-22.4z\"><\/path><path d=\"m403.2 301.1c-3.9 15.6-9.8 30.4-17.4 44-19.2-13.6-38.7-14.1-55.4-1.3-.1 0-.1.1-.2.2s-15.3 13.1-32 13.2c-15.4.1-24.2 2.6-28.7 8.1-4.7 5.7-3.3 12.7-2 18.9 1 5.3 2 10.3-.5 14.1-2.1 3.3-5 3.5-10.6 3.8-4.9.2-10.9.5-16.6 4.3-5.9 3.9-13.3 10.6-14.6 20.1-.6 4.5.3 9 2.5 13.5-.9 0-1.8 0-2.6 0-20.2 0-39.6-3.3-57.8-9.3.4-1.7.8-3.7 1.2-5.8 4.5-20.9 12-55.8-11.5-65.6-.1 0-.2-.1-.3-.1-.2-.1-19-6.7-27.4-21.1-5.6-9.7-12-14.8-19.3-15.6-12.1-1.4-22.5 9.5-31.8 19-3.4 3.6-7.2 7.5-10.3 9.8-16-26.4-25.6-57.1-26.5-90h93.3c.3.6.5 1.2.7 1.8 8.6 21.1 19.4 47.4 35.3 51.1 1.3.3 2.6.5 4 .5 4.5 0 8.9-1.9 13.1-5.5.1-.1.2-.2.3-.3.2-.2 17.3-17.1 31.8-9.1 7.8 4.3 14.8 4.8 20.8 1.5 9-5 14.3-17.7 16.2-40h67.8c3.2 2.5 6.9 4.6 11 6.3.1 0 .2.1.3.1.2.1 19.1 6.8 27.4 21.1 7.8 13.3 14.4 19.7 21.4 20.8.8.1 1.5.2 2.3.2 6.1 0 10.9-4.1 15.1-7.9.3-.1.7-.5 1-.8z\"><\/path><path d=\"m380.5 354c-30.1 47.8-81.7 80.8-141.1 85.4-3.2-4.1-4.5-8-4-11.6.8-6 6.6-10.6 10-12.9 3.4-2.2 7.3-2.4 11.5-2.6 6.1-.3 13.6-.7 18.7-8.5 4.8-7.3 3.2-15.3 1.9-21.7-1-5.3-1.6-8.6-.1-10.4 1.3-1.6 5.7-4.2 20.8-4.3 19.8-.1 36.8-14.1 38.5-15.6 13.3-10 28-9.3 43.8 2.2z\"><\/path><path d=\"m246.4 261.4c-2.1 21.6-7 28.9-10.9 31-1 .5-4.1 2.2-10.9-1.5-20.6-11.3-41.6 8.6-43.8 10.8-3.8 3.2-6.3 3.1-7.9 2.7-10.3-2.5-20.7-26.9-27.3-43z\"><\/path><path d=\"m158.3 422.8c-.3 1.5-.6 3-.9 4.3-34.2-13.6-63.4-37.1-84-67.1 3.9-2.7 7.8-6.8 12.2-11.3 7.6-7.9 16.1-16.8 23.1-15.9 3.9.5 7.8 4 11.6 10.6 10 17 30.5 24.8 32.8 25.6 15.4 6.5 9 36.1 5.2 53.8z\"><\/path><\/g><\/g><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\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-7d65b78 elementor-widget elementor-widget-heading\" data-id=\"7d65b78\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.verdantis.com\/oil-gas\/\">P\u00e9trole et gaz<\/a><\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ca6759f e-con-full e-flex e-con e-child\" data-id=\"ca6759f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-39ef451 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"39ef451\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewbox=\"0 0 512 512\"><g><path d=\"m148.7 50.5h19.9c7.9 0 14.2 6.4 14.2 14.2v20c0 7.8-6.4 14.2-14.2 14.2h-19.9c-7.9 0-14.2-6.4-14.2-14.2v-20c0-7.8 6.4-14.2 14.2-14.2zm53.6 128h27c9.4 0 17.1 7.7 17.1 17.1v26.9c0 9.4-7.7 17.1-17.1 17.1h-27c-9.4 0-17.1-7.7-17.1-17.1v-26.9c-.1-9.4 7.6-17.1 17.1-17.1zm26.9 12.1h-27c-2.8 0-5.1 2.3-5.1 5.1v26.9c0 2.8 2.3 5.1 5.1 5.1h27c2.8 0 5.1-2.3 5.1-5.1v-26.9c0-2.9-2.3-5.1-5.1-5.1zm188.3 10.9v25.3h56.3c-2.7-5.2-8.5-10.2-16.2-14.4-11.1-6.1-25.6-10.2-40.1-10.9zm-70 53.2c-6-2.9-10.1-9-10.3-15.9h-63.9c-3.3 0-6-2.7-6-6.2.1-11.3 9.8-22.6 24.3-30.7 12.6-7.1 29-12 45.6-12.5.2-5.8 3.1-11.1 7.7-14.4-9.9-38.7-44.8-66.2-85.4-66.2-17.5 0-33.7 5.1-47.4 13.8-14.1 9-25.5 21.9-32.6 37.2-1.2 2.8-4.4 4.3-7.3 3.3-9.5-3.1-19.4-3.8-29.3-2.2v16.3c0 2.9-.7 5.6-2 8l13.7 13.7c1.2 1.2 1.8 2.7 1.8 4.3v39.1h6.9c14.9 0 27 12 27 27.5 0 5.4 4.4 9.8 9.8 9.8h77c11.1 0 20.2 9.1 20.2 20.2v6.7h16.2c14 0 22.7 12 18.8 25.8l-2.6 9c6.3-1.5 12.2-3.9 17.7-7.2v-79.4zm-10.3-27.9v-25.3c-14.5.5-28.8 4.8-39.7 10.9-7.7 4.3-13.6 9.4-16.4 14.4zm61.9-43.2h-43.5c-3.5 0-6.4 2.9-6.4 6.4v48.2c0 3.5 2.9 6.4 6.4 6.4h43.5c3.5 0 6.4-2.9 6.4-6.4v-48.2c0-3.5-2.9-6.4-6.4-6.4zm-3.9 73.5h-35.7v180.2h35.7zm-10.5-163.3h19.9c7.9 0 14.2 6.4 14.2 14.2v20c0 7.9-6.4 14.3-14.2 14.3h-19.9c-7.8 0-14.2-6.4-14.2-14.3v-20c0-7.8 6.4-14.2 14.2-14.2zm-284.4 281.2h205.6c.7 0 1.2.1 1.8.3l13.1-46.3c1.6-5.8-.9-10.5-7.3-10.5h-183.6c-7.5 0-15.4 6.5-17.5 13.7zm204.1 12h-207.5l-11.3 39.8c-1.6 5.7.9 10.5 7.2 10.5h183.8c7.5 0 15.4-6.5 17.4-13.8zm-118.9 17.6c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm79.6 0c3.3 0 6 2.7 6 6s-2.7 6-6 6h-18.4c-3.3 0-6-2.7-6-6s2.7-6 6-6zm-137.9 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm29.1 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm49.9-63c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm-58.3 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm29.1 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm-47.1-35.1h155.5v-6.7c0-4.5-3.7-8.2-8.2-8.2h-77c-12.1 0-21.8-9.7-21.8-22.3 0-8.2-6.7-15-15-15h-67.6c-8.2 0-15 6.8-15 15v130.7l20-71c3.5-12.3 16.3-22.5 29.1-22.5zm-61.1 28.4v-65.6c0-14.9 12.1-27 27-27h48.6v-36.7l-12.5-12.5c-1.9.8-4 1.2-6.2 1.2h-27c-.5 0-.9 0-1.3 0-3.2 6.4-5.3 13.3-6.2 20.5-.3 2.5-2.1 4.6-4.7 5.1-43.1 9.2-63.2 59.5-38.4 95.9 5.4 7.8 12.5 14.4 20.7 19.1zm56.9-189.8h-27c-2.8 0-5.1 2.3-5.1 5.1v27c0 2.8 2.3 5.1 5.1 5.1h27c2.8 0 5.1-2.3 5.1-5.1v-27c0-2.8-2.3-5.1-5.1-5.1z\"><\/path><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\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-1cf1d1d elementor-widget elementor-widget-heading\" data-id=\"1cf1d1d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">M\u00e9taux et exploitation mini\u00e8re<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6410ea8 e-con-full e-flex e-con e-child\" data-id=\"6410ea8\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f9124f0 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"f9124f0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"solid\" viewbox=\"0 0 32 32\"><path d=\"m26 19.25h-.25v-1.25c0-.96-.79-1.75-1.75-1.75h-2c-.96 0-1.75.79-1.75 1.75v1.25h-.25c-.96 0-1.75.79-1.75 1.75v9c0 .96.79 1.75 1.75 1.75h6c.96 0 1.75-.79 1.75-1.75v-9c0-.96-.79-1.75-1.75-1.75zm-1.29 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6.75-6.75 6.75 3.03 6.75 6.75c0 .35-.03.7-.09 1.04.41-.19.86-.29 1.34-.29h2c1.3 0 2.43.77 2.94 1.88l.18-.03c.36-.06.63-.37.63-.74v-3.72c0-.37-.27-.68-.63-.74z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\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-54d3499 elementor-widget elementor-widget-heading\" data-id=\"54d3499\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.verdantis.com\/energy-utility\/\">\u00c9nergie et services publics<\/a><\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f0c20ab e-con-full e-flex e-con e-child\" data-id=\"f0c20ab\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1bdbef7 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"1bdbef7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" data-name=\"Layer 1\" viewbox=\"0 0 512 512\"><path 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class=\"elementor-element elementor-element-902f5af elementor-widget elementor-widget-heading\" data-id=\"902f5af\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.verdantis.com\/manufacturing-master-data\/\">Fabrication<\/a><\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-93817a3 e-con-full e-flex e-con e-child\" data-id=\"93817a3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fb8343f elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"fb8343f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 64 64\" width=\"512\" height=\"512\"><g id=\"GLYPH\"><g id=\"_03-Valentine_copy_5\" data-name=\"03-Valentine copy 5\"><path 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class=\"elementor-element elementor-element-1375b2f elementor-widget elementor-widget-heading\" data-id=\"1375b2f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.verdantis.com\/food-beverage\/\">Alimentation et boissons<\/a><\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b80a30a e-con-full e-flex e-con e-child\" data-id=\"b80a30a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f5456ab elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"f5456ab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div 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elementor-widget elementor-widget-heading\" data-id=\"187438a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">P\u00e2te \u00e0 papier, papier et emballage<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9988f8e e-con-full e-flex e-con e-child\" data-id=\"9988f8e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0065210 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"0065210\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewbox=\"0 0 64 64\" data-name=\"Layer 1\"><path d=\"m5.47 53.24c.19.29.5.46.84.46h19.62v7.24c0 .55.45 1 1 1h31.18c.28 0 .53-.11.71-.29.04-.05.09-.1.12-.15.03-.04.06-.08.08-.13.02-.04.04-.09.05-.13.03-.1.05-.2.05-.3v-6.3c0-.03 0-.07-.01-.1v-18.8c0-.55-.44-1-1-1h-6.06c.71-2.47 1.55-6.48 1.55-11.44 0-7.42-1.86-13.02-2.41-14.54l2.33-5.36c.13-.31.1-.67-.08-.95-.19-.28-.5-.45-.84-.45h-31.08c-.34 0-.65.17-.84.45-.18.28-.21.64-.08.95l2.33 5.37c-.18.51-.52 1.49-.89 2.86h-15.73c-.34 0-.65.17-.84.45-.18.28-.22.64-.08.95l2.33 5.37c-.56 1.53-2.41 7.13-2.41 14.53 0 7.32 1.81 12.51 2.41 14l-2.33 5.37c-.14.31-.1.66.08.94zm20.46-4.9v3.36h-18.1l1.63-3.74h16.47zm5.2 5.3h-3.2v-4.3h3.2zm0-12.59h-3.2v-.559s0-.002 0-.003 0-.002 0-.003v-3.075s0-.002 0-.003 0-.002 0-.003v-.663h3.2v4.31zm2 12.59v-4.3h8.4v4.3zm13.59 6.3h-8.39v-4.3h8.39zm10.39 0h-8.38v-4.3h8.38zm0-6.3h-3.19v-4.3h3.19zm-3.19-16.9h3.19v4.31h-3.19zm-1 6.31h4.19v4.29h-8.38v-4.29zm-9.39-6.31h8.39v4.31h-8.39zm3.2 6.31v4.29h-8.4v-4.29zm-5.2-6.31v4.31h-8.4v-4.31zm-18.72-23.11h13.06l-1.62 3.74h-24.79l-1.63-3.74zm-15.5 19.3c0-6.62 1.59-11.82 2.19-13.56h24.71c.07.21.15.45.24.74.03.08.05.16.08.24.32 1.06.74 2.62 1.1 4.53.11.56.21 1.15.3 1.77.06.42.12.85.17 1.29.02.22.05.44.07.66.03.32.06.64.08.96.03.31.05.63.07.95.05.78.07 1.59.07 2.42 0 .36 0 .71-.02 1.07 0 .17-.01.35-.01.52-.01.07-.01.15-.02.22h-9.41c-.55 0-1 .45-1 1v.666h-11.029c-.553 0-1 .448-1 1s.447 1 1 1h11.029v1.082h-8.181c-.553 0-1 .448-1 1s.447 1 1 1h8.181v4.472h-16.45c-.61-1.63-2.17-6.47-2.17-13.03z\"><\/path><path d=\"m13.8 34.34h16.11c1.37 0 2.48-1.11 2.48-2.48v-7.06c0-1.36-1.11-2.47-2.48-2.47h-16.11c-1.36 0-2.47 1.11-2.47 2.47v7.06c0 1.37 1.11 2.48 2.47 2.48zm-.47-9.54c0-.26.21-.47.47-.47h16.11c.26 0 .48.21.48.47v7.06c0 .27-.22.48-.48.48h-16.11c-.26 0-.47-.21-.47-.48z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\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-69050be elementor-widget elementor-widget-heading\" data-id=\"69050be\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Mat\u00e9riaux de construction<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5403127 e-con-full e-flex e-con e-child\" data-id=\"5403127\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5938b4c elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"5938b4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-wind\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M156.7 256H16c-8.8 0-16 7.2-16 16v32c0 8.8 7.2 16 16 16h142.2c15.9 0 30.8 10.9 33.4 26.6 3.3 20-12.1 37.4-31.6 37.4-14.1 0-26.1-9.2-30.4-21.9-2.1-6.3-8.6-10.1-15.2-10.1H81.6c-9.8 0-17.7 8.8-15.9 18.4 8.6 44.1 47.6 77.6 94.2 77.6 57.1 0 102.7-50.1 95.2-108.6C249 291 205.4 256 156.7 256zM16 224h336c59.7 0 106.8-54.8 93.8-116.7-7.6-36.2-36.9-65.5-73.1-73.1-55.4-11.6-105.1 24.9-114.9 75.5-1.9 9.6 6.1 18.3 15.8 18.3h32.8c6.7 0 13.1-3.8 15.2-10.1C325.9 105.2 337.9 96 352 96c19.4 0 34.9 17.4 31.6 37.4-2.6 15.7-17.4 26.6-33.4 26.6H16c-8.8 0-16 7.2-16 16v32c0 8.8 7.2 16 16 16zm384 32H243.7c19.3 16.6 33.2 38.8 39.8 64H400c26.5 0 48 21.5 48 48s-21.5 48-48 48c-17.9 0-33.3-9.9-41.6-24.4-2.9-5-8.7-7.6-14.5-7.6h-33.8c-10.9 0-19 10.8-15.3 21.1 17.8 50.6 70.5 84.8 129.4 72.3 41.2-8.7 75.1-41.6 84.7-82.7C526 321.5 470.5 256 400 256z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\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-8206871 elementor-widget elementor-widget-heading\" data-id=\"8206871\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.verdantis.com\/natural-resources\/\">Ressources naturelles<\/a><\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-da21800 e-con-full e-flex e-con e-child\" data-id=\"da21800\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-49cdac2 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"49cdac2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewbox=\"0 0 64 64\"><g><path d=\"m12.8041992 21.2264442h10.375c.5522461 0 1-.4477539 1-1v-3.0496826c0-.5523071-.4477539-1-1-1h-10.375c-.5523071 0-1 .4476929-1 1v3.0496826c0 .5522461.4476929 1 1 1z\"><\/path><path d=\"m21.7800293 36.380619h-14.3500366v12.419983h14.3500366zm-5.960022 9.1900025c-1.0200195 1.0200195-2.6799927 1.0200195-3.7000122 0s-1.0200195-2.6699829 0-3.7000122l.4273682-.4273682c.0012817.0012817.0016479.0031128.0029297.0043945l3.6963501 3.6963501zm2.2700196-2.2700195-.4293213.4293213-3.6963501-3.6963501c-.0012817-.0012817-.0031128-.0016479-.0043945-.0029297l.4300537-.4299927c1.0199585-1.0200195 2.6799927-1.0200195 3.7000122 0 .5099487.5099487.7699585 1.1900024.7699585 1.8499756 0 .6699829-.2600098 1.3400268-.7699585 1.8499756z\"><\/path><path d=\"m22.7833252 23.2264442h-9.583313v4.8641968l-5.7700195 4.6900024v1.5999756h15.3500366c.5599976 0 1 .4500122 1 1v14.419983c0 .5500488-.4400024 1-1 1h-15.3500366v1.2300415c0 1.0999756.8900146 2 2 2h17.1199951c1.1099854 0 2-.9000244 2-2v-19.25l-5.7666626-4.6873169z\"><\/path><path d=\"m39.0773926 22.8547401c-.5523071 0-1 .4477539-1 1v2.3461914c0 .5523071.4476929 1 1 1h11.1637573c.5523071 0 1-.4476929 1-1v-2.3461914c0-.5522461-.4476929-1-1-1z\"><\/path><path d=\"m45.1900024 40.5006142c4.710022 2.7800293 8.7299805 1 10.5100098-.1099854-1.1400146-2.8599854-3.3699951-5.1599731-6.1600342-6.4099731v-4.7800293h-9.7599487v4.7800293c-2.3800049 1.0699463-4.3400269 2.8899536-5.5900269 5.1599731 2.6099854-.8099975 6.6300049-1.2199707 11 1.3599854z\"><\/path><path d=\"m56.289978 42.3306313c-1.3599854.7600098-3.4799805 1.6300049-6.0199585 1.6300049-1.8500366 0-3.9200439-.4500122-6.1000366-1.7399902-4.8099976-2.8300171-9.1599731-1.4000244-11-.5300293-.2799683 1-.4299927 2.0599976-.4299927 3.1500244 0 3.8599854 1.8400269 7.3099976 4.7000122 9.4799805h14.4299927c2.8599854-2.1699829 4.7000122-5.6199951 4.7000122-9.4799805 0-.8599854-.0900268-1.7000123-.2800293-2.5100098z\"><\/path><circle cx=\"48.17\" cy=\"16.305\" r=\"3.672\"><\/circle><circle cx=\"37.818\" cy=\"12.634\" r=\"2.953\"><\/circle><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\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-beee785 elementor-widget elementor-widget-heading\" data-id=\"beee785\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Produits chimiques <\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-24654ba e-con-full e-flex e-con e-child\" data-id=\"24654ba\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8244823 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"8244823\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"icofont icofont-industries-5\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\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-4f177bd elementor-widget elementor-widget-heading\" data-id=\"4f177bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.verdantis.com\/supply-chain-master-data\/\">Cha\u00eene d'approvisionnement<\/a><\/span>\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\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a5c084c elementor-widget elementor-widget-heading\" data-id=\"a5c084c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"key-stakeholders-in-mro-data-cleansing\">Principales parties prenantes dans le nettoyage des donn\u00e9es MRO<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69a14f0 elementor-widget elementor-widget-text-editor\" data-id=\"69a14f0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Disposer de donn\u00e9es MRO propres et normalis\u00e9es ne se r\u00e9sume pas \u00e0 une simple am\u00e9lioration des processus en arri\u00e8re-plan : c'est un v\u00e9ritable levier pour les \u00e9quipes de terrain. Les fonctions suivantes jouent un r\u00f4le central dans la maintenance, les achats et les op\u00e9rations, et s'appuient fortement sur des donn\u00e9es pr\u00e9cises pour r\u00e9duire les temps d'arr\u00eat, ma\u00eetriser les co\u00fbts et optimiser les performances.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7a4ec8c e-con-full e-flex e-con e-child\" data-id=\"7a4ec8c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-ab4b9b2 e-con-full e-flex e-con e-child\" data-id=\"ab4b9b2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9b11b20 elementor-view-stacked elementor-widget__width-initial elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"9b11b20\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-person-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tResponsables et planificateurs de la maintenance\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tpour une identification pr\u00e9cise des pi\u00e8ces et une gestion efficace des ordres de travail\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\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-89e487f elementor-view-stacked elementor-widget__width-initial elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"89e487f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-person-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tProfessionnels des achats et de la cha\u00eene d'approvisionnement\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tpour \u00e9viter les doublons et garantir un approvisionnement dans les d\u00e9lais\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\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-e93cb2f elementor-view-stacked elementor-widget__width-initial elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"e93cb2f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-person-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tIng\u00e9nieurs d'usine et gestionnaires d'actifs\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tpour garantir l'exactitude de la nomenclature et des sp\u00e9cifications techniques\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\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-f41d0ab elementor-view-stacked elementor-widget__width-initial elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"f41d0ab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-person-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tResponsables de l'informatique et de la transformation num\u00e9rique\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tpour garantir la coh\u00e9rence des donn\u00e9es entre les syst\u00e8mes ERP, EAM et GMAO\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\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-d4f043e elementor-view-stacked elementor-widget__width-initial elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"d4f043e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-person-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t\u00c9quipes charg\u00e9es des stocks et de l'entrep\u00f4t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tpour am\u00e9liorer la pr\u00e9cision de l'inventaire et r\u00e9duire les exc\u00e9dents\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\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-53a50cd elementor-view-stacked elementor-widget__width-initial elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"53a50cd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-person-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tResponsables de la fiabilit\u00e9 et des op\u00e9rations\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tpour r\u00e9duire les temps d'arr\u00eat impr\u00e9vus et am\u00e9liorer les performances des actifs gr\u00e2ce \u00e0 des donn\u00e9es fiables\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\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<\/div>\n\t\t<div class=\"elementor-element elementor-element-185e14e e-con-full form1 e-flex e-con e-child\" data-id=\"185e14e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-49ef302 e-con-full form1 e-flex e-con e-child\" data-id=\"49ef302\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-4d96943 e-con-full e-flex e-con e-child\" data-id=\"4d96943\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cfb7b59 elementor-widget elementor-widget-heading\" data-id=\"cfb7b59\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Assurez-vous que vos donn\u00e9es MRO soient pr\u00e9cises et bien organis\u00e9es pour am\u00e9liorer les r\u00e9sultats de votre entreprise<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c0a0be8 elementor-widget elementor-widget-heading\" data-id=\"c0a0be8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">D\u00e9couvrez comment la normalisation et l'enrichissement automatis\u00e9s am\u00e9liorent la pr\u00e9cision et le contr\u00f4le<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-450f7c9 e-con-full e-flex e-con e-child\" data-id=\"450f7c9\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1828772 elementor-widget elementor-widget-heading\" data-id=\"1828772\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Prenez rendez-vous pour un entretien t\u00e9l\u00e9phonique sans engagement avec notre \u00e9quipe de mise en \u0153uvre afin d'aborder les d\u00e9fis li\u00e9s \u00e0 la gestion des donn\u00e9es de r\u00e9f\u00e9rence<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71605dc elementor-widget elementor-widget-template\" data-id=\"71605dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"container\" data-elementor-id=\"35768\" class=\"elementor elementor-35768\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t<div class=\"elementor-element elementor-element-10b489b1 e-con-full e-flex e-con e-child\" data-id=\"10b489b1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-196cdd1d elementor-button-align-stretch elementor-widget elementor-widget-form\" data-id=\"196cdd1d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;step_next_label&quot;:&quot;Next&quot;,&quot;step_previous_label&quot;:&quot;Previous&quot;,&quot;button_width&quot;:&quot;100&quot;,&quot;step_type&quot;:&quot;number_text&quot;,&quot;step_icon_shape&quot;:&quot;circle&quot;}\" data-widget_type=\"form.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<form class=\"elementor-form\" method=\"post\" name=\"New Form\" action=\"\">\n\t\t\t<input type=\"hidden\" name=\"post_id\" value=\"35768\"\/>\n\t\t\t<input type=\"hidden\" name=\"form_id\" value=\"196cdd1d\"\/>\n\t\t\t<input type=\"hidden\" name=\"referer_title\" value=\"Spare Parts Tracker: Functions, Accuracy, and Common Failures\" \/>\n\n\t\t\t\t\t\t\t<input type=\"hidden\" name=\"queried_id\" value=\"45004\"\/>\n\t\t\t\n\t\t\t<div class=\"elementor-form-fields-wrapper elementor-labels-above\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-name elementor-col-100\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-name\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tNom\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[name]\" id=\"form-field-name\" class=\"elementor-field elementor-size-lg  elementor-field-textual\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-telephone elementor-field-group elementor-column elementor-field-group-Contact elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-Contact\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tNum\u00e9ro de t\u00e9l\u00e9phone\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t<input dir=\"ltr\" type=\"text\" name=\"change_name_Contact\" id=\"form-field-Contact\" class=\"elementor-field elementor-size-lg  elementor-field-telephone elementor-field-textual yee-ltr\" required=\"required\" data-auto=\"yes\" data-pre=\"\" data-excludecountries=\"\" data-onlyct=\"\" data-defcountry=\"\" data-hide_flag=\"\" data-hide_code=\"\" data-validation=\"yes\" data-name=\"Contact\" data-telephone_search=\"yes\" >\n\t\t<input onkeydown=\"return \/[0-9]|\\(|\\)|\\+|-|BACKSPACE\/i.test(event.key)\" type=\"hidden\" class=\"phone_check\" name=\"form_fields[Contact_check]\" value=\"\" >\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-Company elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-Company\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tNom de l'entreprise\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[Company]\" id=\"form-field-Company\" class=\"elementor-field elementor-size-lg  elementor-field-textual\" required=\"required\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-email elementor-field-group elementor-column elementor-field-group-email elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-email\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tE-mail professionnel\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"email\" name=\"form_fields[email]\" id=\"form-field-email\" class=\"elementor-field elementor-size-lg  elementor-field-textual\" required=\"required\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-group elementor-column elementor-field-type-submit elementor-col-100 e-form__buttons\">\n\t\t\t\t\t<button class=\"elementor-button elementor-size-sm\" type=\"submit\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">PRENDRE RENDEZ-VOUS<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/button>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<input type=\"hidden\" name=\"trp-form-language\" value=\"fr\"\/><\/form>\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-11d386b6 elementor-widget elementor-widget-heading\" data-id=\"11d386b6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Prenez rendez-vous pour un entretien t\u00e9l\u00e9phonique sans engagement avec notre \u00e9quipe de mise en \u0153uvre afin d'aborder les d\u00e9fis li\u00e9s \u00e0 la gestion des donn\u00e9es de r\u00e9f\u00e9rence<\/span>\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\t\t<\/div>\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<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c59a11b e-con-full e-flex e-con e-child\" data-id=\"c59a11b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c26226e elementor-widget elementor-widget-heading\" data-id=\"c26226e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Reconnu par les leaders du secteur \u00e0 travers le monde<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2973825 elementor-widget elementor-widget-image-carousel\" data-id=\"2973825\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;slides_to_show&quot;:&quot;4&quot;,&quot;navigation&quot;:&quot;none&quot;,&quot;lazyload&quot;:&quot;yes&quot;,&quot;autoplay_speed&quot;:100,&quot;speed&quot;:5000,&quot;image_spacing_custom&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:50,&quot;sizes&quot;:[]},&quot;slides_to_show_tablet&quot;:&quot;4&quot;,&quot;slides_to_show_mobile&quot;:&quot;3&quot;,&quot;image_spacing_custom_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:15,&quot;sizes&quot;:[]},&quot;autoplay&quot;:&quot;yes&quot;,&quot;pause_on_hover&quot;:&quot;yes&quot;,&quot;pause_on_interaction&quot;:&quot;yes&quot;,&quot;infinite&quot;:&quot;yes&quot;,&quot;image_spacing_custom_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"image-carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-image-carousel-wrapper swiper\" role=\"region\" aria-roledescription=\"carousel\" aria-label=\"Carrousel d&#039;images\" dir=\"ltr\">\n\t\t\t<div class=\"elementor-image-carousel swiper-wrapper\" aria-live=\"off\">\n\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"1 sur 6\" data-no-translation-aria-label=\"\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/1.webp\" alt=\"1\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"2 sur 6\" data-no-translation-aria-label=\"\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/2.webp\" alt=\"2\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"3 sur 6\" data-no-translation-aria-label=\"\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/3.webp\" alt=\"3\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"4 sur 6\" data-no-translation-aria-label=\"\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/4-1.webp\" alt=\"4-1\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"5 sur 6\" data-no-translation-aria-label=\"\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/5.webp\" alt=\"5\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"6 sur 6\" data-no-translation-aria-label=\"\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/6.webp\" alt=\"6\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div>\t\t\t<\/div>\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<\/div>\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-070db0d e-flex e-con-boxed e-con e-parent\" data-id=\"070db0d\" 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-b674dc3 elementor-widget elementor-widget-heading\" data-id=\"b674dc3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"verdantis-approach-to-mro-data-cleansing\">L'approche de Verdantis en mati\u00e8re de nettoyage des donn\u00e9es MRO\u200b<\/h2>\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-6781d5a e-flex e-con-boxed e-con e-parent\" data-id=\"6781d5a\" 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-8d473dd elementor-widget elementor-widget-text-editor\" data-id=\"8d473dd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Verdantis adopte une approche sophistiqu\u00e9e et globale du nettoyage des donn\u00e9es MRO, en ciblant plus particuli\u00e8rement les consommables et les pi\u00e8ces de rechange. Notre m\u00e9thodologie associe des outils de pointe \u00e0 des bonnes pratiques \u00e9prouv\u00e9es afin de garantir l'int\u00e9grit\u00e9 des donn\u00e9es et l'efficacit\u00e9 op\u00e9rationnelle. Les piliers fondamentaux de notre processus sont les suivants :<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5c2fd96 e-con-full e-grid e-con e-child\" data-id=\"5c2fd96\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-b4a5e98 e-con-full e-flex e-con e-child\" data-id=\"b4a5e98\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c48b785 elementor-widget elementor-widget-heading\" data-id=\"c48b785\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Profilage holistique des donn\u00e9es<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f31925 elementor-widget elementor-widget-text-editor\" data-id=\"5f31925\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Comprendre l'\u00e9tat actuel de vos donn\u00e9es MRO afin d'identifier les domaines n\u00e9cessitant un nettoyage et des am\u00e9liorations.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-776a21d e-con-full e-flex e-con e-child\" data-id=\"776a21d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c62bf3d elementor-widget elementor-widget-heading\" data-id=\"c62bf3d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Validation int\u00e9gr\u00e9e des donn\u00e9es<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7870c39 elementor-widget elementor-widget-text-editor\" data-id=\"7870c39\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>V\u00e9rification de l'exactitude et de l'exhaustivit\u00e9 de vos donn\u00e9es MRO gr\u00e2ce \u00e0 des processus de validation rigoureux.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c487971 e-con-full e-flex e-con e-child\" data-id=\"c487971\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1fd6b81 elementor-widget elementor-widget-heading\" data-id=\"1fd6b81\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">D\u00e9duplication compl\u00e8te<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d466901 elementor-widget elementor-widget-text-editor\" data-id=\"d466901\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Suppression des entr\u00e9es en double afin de cr\u00e9er une base de donn\u00e9es MRO propre et optimis\u00e9e.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-28b37dc e-con-full e-flex e-con e-child\" data-id=\"28b37dc\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a6ba70b elementor-widget elementor-widget-heading\" data-id=\"a6ba70b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Expertise sectorielle<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c148809 elementor-widget elementor-widget-text-editor\" data-id=\"c148809\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Normaliser les formats et les structures des donn\u00e9es afin de garantir la coh\u00e9rence et la compatibilit\u00e9 entre vos syst\u00e8mes.<\/p>\t\t\t\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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5702a75 e-flex e-con-boxed e-con e-parent\" data-id=\"5702a75\" 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-b94aff8 elementor-widget elementor-widget-heading\" data-id=\"b94aff8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"step-by-step-process-for-mro-data-cleansing-process-from-scratch\">Proc\u00e9dure \u00e9tape par \u00e9tape pour le nettoyage des donn\u00e9es MRO, \u00e0 partir de z\u00e9ro<\/h2>\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-c63073d e-flex e-con-boxed e-con e-parent\" data-id=\"c63073d\" 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-be5413d elementor-widget elementor-widget-text-editor\" data-id=\"be5413d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Le nettoyage des donn\u00e9es MRO ne se limite pas \u00e0 la correction des fautes de frappe ou \u00e0 la suppression des doublons. Il s'agit d'un processus technique structur\u00e9 qui transforme des donn\u00e9es h\u00e9rit\u00e9es et incoh\u00e9rentes en un ensemble de donn\u00e9es standardis\u00e9 et de haute qualit\u00e9, destin\u00e9 \u00e0 alimenter les syst\u00e8mes de maintenance, de gestion des stocks et d'approvisionnement. Vous trouverez ci-dessous la proc\u00e9dure \u00e9tape par \u00e9tape permettant de nettoyer les donn\u00e9es MRO en partant de z\u00e9ro.<\/p>\t\t\t\t\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-7f22c75 e-con-full pointer e-flex e-con e-child\" data-id=\"7f22c75\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7207fa8 elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"7207fa8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewbox=\"0 0 512 512\" data-name=\"Layer 1\"><path d=\"m254.625 220.496c-13.89 3.855-40.621 12.019-44.674 28.743l-.283 43.767h-185.726v-64.233c0-42.18 34.753-68.797 78.605-79.824 13.748 10.006 30.699 15.931 49.039 15.931s35.263-5.924 49.04-15.931c38.92 9.808 70.668 31.89 77.301 66.246-7.965 1.474-15.789 3.203-23.301 5.301zm-103.04-67.606c39.345 0 71.433-32.088 71.433-71.433s-32.087-71.433-71.432-71.433-71.433 32.088-71.433 71.433 32.088 71.433 71.433 71.433zm106.243 79.172c-22.479 6.236-36.397 13.918-36.397 21.543s13.918 15.335 36.397 21.572c24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572s-13.918-15.307-36.397-21.543c-24.69-6.86-58.932-11.083-96.917-11.083s-72.227 4.224-96.917 11.083zm96.917 210.019c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.884-25.398-8.788-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.883-25.398-8.759-33.222-14.4v53.234c0 7.625 13.918 15.307 36.397 21.543 24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.543v-53.234c-7.824 5.641-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.394-100.091-11.537-14.06-3.912-25.398-8.787-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.488-33.222 14.4-25.71 7.144-61.115 11.537-100.091 11.537zm-166.167 92.523v18.68c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.045-3.43 9.978-6.038 14.655l6.066 10.488c1.474 2.551 1.049 5.698-1.021 7.767l-13.209 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7.767l-13.209 13.209c-2.069 2.069-5.188 2.494-7.739 1.02l-10.517-6.066c-4.677 2.608-9.581 4.621-14.655 6.038l-3.118 11.736c-.765 2.863-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.899-6.236-4.762l-3.118-11.736c-5.074-1.417-9.978-3.43-14.655-6.038l-10.517 6.066c-2.551 1.474-5.669 1.049-7.739-1.02l-13.209-13.209c-2.098-2.098-2.523-5.216-1.021-7.767l6.066-10.517c-2.636-4.677-4.649-9.581-6.066-14.627l-11.735-3.146c-2.835-.765-4.762-3.26-4.762-6.208zm40.507-9.354c0 23.102 18.737 41.811 41.811 41.811s41.811-18.709 41.811-41.811-18.709-41.811-41.811-41.811-41.811 18.737-41.811 41.811zm41.811 29.82c16.469 0 29.821-13.351 29.821-29.82s-13.351-29.792-29.821-29.792-29.792 13.323-29.792 29.792 13.323 29.82 29.792 29.82z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t\u00c9tape 1 : Extraction des donn\u00e9es \u2013 Harmonisation de sources disparates \u00e0 l'aide d'AutoDoc AI\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-79beddd e-grid e-con-boxed e-con e-child\" data-id=\"79beddd\" 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-863652f elementor-widget elementor-widget-text-editor\" data-id=\"863652f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Objectif :<\/strong> Extraire les donn\u00e9es brutes relatives \u00e0 la gestion des actifs (MRO) de toutes les sources internes et externes pertinentes avant de proc\u00e9der au profilage et au nettoyage des donn\u00e9es.<\/p><p>\u00a0<strong>Comment \u00e7a marche :<\/strong><\/p><ul><li>Utilisation de <strong>AutoDoc AI, <\/strong>un <span style=\"text-decoration: underline;\"><span style=\"color: #333399; text-decoration: underline;\"><a style=\"color: #333399; text-decoration: underline;\" href=\"https:\/\/www.verdantis.com\/intelligent-document-processing\/\">agent de traitement intelligent des documents,<\/a><\/span><\/span> Les donn\u00e9es sont automatiquement extraites de :\u00a0<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d6e02d2 elementor-widget elementor-widget-video\" data-id=\"d6e02d2\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/a_-fodr0ccY&quot;,&quot;start&quot;:4,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\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\t\t<div class=\"elementor-element elementor-element-4bcfdcd elementor-widget elementor-widget-text-editor\" data-id=\"4bcfdcd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li style=\"list-style-type: none;\"><ul><li><strong>Nomenclatures (BOM)<\/strong><\/li><li><strong>Manuels techniques<\/strong><\/li><li><strong>Plans techniques<\/strong><\/li><li><strong>Feuilles de calcul, catalogues h\u00e9rit\u00e9s et syst\u00e8mes d'approvisionnement<\/strong><\/li><li><strong>Plateformes ERP et EAM<\/strong> (par exemple, SAP, Oracle, Maximo)<\/li><\/ul><\/li><\/ul><ul><li>Cet outil analyse des documents structur\u00e9s et non structur\u00e9s afin d'en extraire les descriptions de pi\u00e8ces, les caract\u00e9ristiques techniques et les r\u00e9f\u00e9rences des fabricants.<\/li><li>Les outils de profilage des donn\u00e9es \u00e9valuent ensuite :\u00a0<\/li><\/ul><ul><li style=\"list-style-type: none;\"><ul><li>Exhaustivit\u00e9 des informations (par exemple, r\u00e9f\u00e9rences ou caract\u00e9ristiques techniques manquantes)<\/li><li>Incoh\u00e9rences de format (par exemple, \u00ab KG \u00bb vs \u00ab kg \u00bb)<\/li><li>Fr\u00e9quence et r\u00e9partition des valeurs des attributs<\/li><li>Identification initiale des doublons \u00e0 l'aide d'algorithmes de correspondance par jetons et de correspondance approximative<\/li><\/ul><\/li><\/ul><p><strong>R\u00e9sultat :<\/strong><br \/>Un ensemble de donn\u00e9es MRO consolid\u00e9, profil\u00e9 et structur\u00e9, pr\u00eat \u00e0 \u00eatre nettoy\u00e9 et transform\u00e9.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-baf1dc6 e-con-full pointer e-flex e-con 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0-5.471-1.899-6.236-4.762l-3.118-11.736c-5.074-1.417-9.978-3.43-14.655-6.038l-10.517 6.066c-2.551 1.474-5.669 1.049-7.739-1.02l-13.209-13.209c-2.098-2.098-2.523-5.216-1.021-7.767l6.066-10.517c-2.636-4.677-4.649-9.581-6.066-14.627l-11.735-3.146c-2.835-.765-4.762-3.26-4.762-6.208zm40.507-9.354c0 23.102 18.737 41.811 41.811 41.811s41.811-18.709 41.811-41.811-18.709-41.811-41.811-41.811-41.811 18.737-41.811 41.811zm41.811 29.82c16.469 0 29.821-13.351 29.821-29.82s-13.351-29.792-29.821-29.792-29.792 13.323-29.792 29.792 13.323 29.82 29.792 29.82z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t\u00c9tape 2 : Classification \u2013 Structuration de la base de donn\u00e9es \u00e0 l'aide de l'IA AutoClass\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\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-77eac17 elementor-widget elementor-widget-text-editor\" data-id=\"77eac17\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Objectif :<\/strong> Regroupez toutes les fiches d'articles selon une taxonomie coh\u00e9rente et logique des articles MRO afin d'assurer une identification structur\u00e9e.<\/p><p><strong>Comment \u00e7a marche :<\/strong><\/p><ul><li><strong>AutoTrans IA<\/strong> <span style=\"text-decoration: underline;\"><span style=\"color: #333399; text-decoration: underline;\"><a style=\"color: #333399; text-decoration: underline;\" href=\"https:\/\/www.verdantis.com\/ai-multilingual-translation\/\">traduit les descriptions multilingues relatives \u00e0 la maintenance, \u00e0 la r\u00e9paration et \u00e0 l'entretien (MRO)<\/a><\/span><\/span> (par exemple, l'arabe, l'espagnol, le chinois) vers l'anglais afin de permettre une classification normalis\u00e9e.<\/li><li><strong>Agent IA AutoClass<\/strong> descriptions traduites des processus :\u00a0<\/li><\/ul><ul><li style=\"list-style-type: none;\"><ul><li>Tokenise et interpr\u00e8te s\u00e9mantiquement des descriptions telles que<br \/><strong><span style=\"color: #000080;\"><em>\u00ab Vis \u00e0 t\u00eate hexagonale SS 1\/2-13UNC x 2,0 \u00bb<\/em><\/span><\/strong><br \/><em><span style=\"color: #000080;\">\u2192 mat\u00e9riau : acier inoxydable, forme : t\u00eate hexagonale, type : boulon, filetage : 13UNC<\/span><\/em><\/li><\/ul><\/li><li>Les articles sont class\u00e9s dans les taxonomies appropri\u00e9es (par exemple, UNSPSC, eCl@ss ou des sch\u00e9mas personnalis\u00e9s)<\/li><li>Utilise la reconnaissance de formes et la vectorisation pour une mise en correspondance intelligente, m\u00eame lorsque les donn\u00e9es d'entr\u00e9e pr\u00e9sentent des variations linguistiques ou structurelles<\/li><\/ul><p><strong>R\u00e9sultat :<\/strong><br \/>Tous les \u00e9l\u00e9ments sont class\u00e9s avec pr\u00e9cision, toutes langues et tous formats confondus, et sont pr\u00eats \u00e0 \u00eatre affect\u00e9s \u00e0 des mod\u00e8les et \u00e0 faire l'objet d'un traitement en aval.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bfc49de e-con-full pointer e-flex e-con e-child\" data-id=\"bfc49de\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8e2486f elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"8e2486f\" 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36.397-13.918 36.397-21.572s-13.918-15.307-36.397-21.543c-24.69-6.86-58.932-11.083-96.917-11.083s-72.227 4.224-96.917 11.083zm96.917 210.019c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.884-25.398-8.788-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.883-25.398-8.759-33.222-14.4v53.234c0 7.625 13.918 15.307 36.397 21.543 24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.543v-53.234c-7.824 5.641-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.394-100.091-11.537-14.06-3.912-25.398-8.787-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.488-33.222 14.4-25.71 7.144-61.115 11.537-100.091 11.537zm-166.167 92.523v18.68c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.045-3.43 9.978-6.038 14.655l6.066 10.488c1.474 2.551 1.049 5.698-1.021 7.767l-13.209 13.209c-2.098 2.098-5.216 2.494-7.767 1.021l-10.517-6.066c-4.677 2.608-9.581 4.621-14.627 6.066l-3.146 11.735c-.765 2.834-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.928-6.236-4.762l-3.118-11.735c-5.046-1.417-9.978-3.458-14.655-6.066l-10.516 6.066c-2.551 1.474-5.669 1.077-7.739-1.021l-13.209-13.209c-2.098-2.098-2.494-5.216-1.02-7.767l6.066-10.488c-2.636-4.677-4.649-9.61-6.066-14.655l-11.736-3.146c-2.835-.766-4.762-3.26-4.762-6.208v-18.68c0-2.948 1.927-5.443 4.762-6.208l11.736-3.146c1.417-5.046 3.43-9.95 6.066-14.627l-6.066-10.517c-1.474-2.551-1.077-5.669 1.02-7.767l13.209-13.209c2.069-2.069 5.188-2.495 7.739-1.021l10.516 6.066c4.677-2.608 9.61-4.62 14.655-6.066l3.118-11.707c.765-2.863 3.26-4.762 6.236-4.762h18.68c2.948 0 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13.209c2.098 2.069 2.523 5.187 1.049 7.739l-6.066 10.517c2.608 4.677 4.62 9.609 6.038 14.655l11.735 3.118c2.863.765 4.762 3.26 4.762 6.236v18.681c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.046-3.43 9.95-6.038 14.627l6.066 10.517c1.474 2.551 1.049 5.669-1.049 7.767l-13.209 13.209c-2.069 2.069-5.188 2.494-7.739 1.02l-10.517-6.066c-4.677 2.608-9.581 4.621-14.655 6.038l-3.118 11.736c-.765 2.863-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.899-6.236-4.762l-3.118-11.736c-5.074-1.417-9.978-3.43-14.655-6.038l-10.517 6.066c-2.551 1.474-5.669 1.049-7.739-1.02l-13.209-13.209c-2.098-2.098-2.523-5.216-1.021-7.767l6.066-10.517c-2.636-4.677-4.649-9.581-6.066-14.627l-11.735-3.146c-2.835-.765-4.762-3.26-4.762-6.208zm40.507-9.354c0 23.102 18.737 41.811 41.811 41.811s41.811-18.709 41.811-41.811-18.709-41.811-41.811-41.811-41.811 18.737-41.811 41.811zm41.811 29.82c16.469 0 29.821-13.351 29.821-29.82s-13.351-29.792-29.821-29.792-29.792 13.323-29.792 29.792 13.323 29.82 29.792 29.82z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t\u00c9tape 3 : D\u00e9finition de la fiche technique\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\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-a5a36f2 elementor-widget elementor-widget-text-editor\" data-id=\"a5a36f2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Objectif : <\/strong>D\u00e9terminez les attributs techniques requis en fonction de la classe d'article.<\/p><p><strong>Comment \u00e7a marche :<\/strong><\/p><ul><li>Sur la base de la classification \u00e9tablie \u00e0 l'\u00e9tape 2, chaque \u00e9l\u00e9ment est associ\u00e9 \u00e0 l'une des plus de 3 700 fiches techniques normalis\u00e9es (mod\u00e8les d'attributs).<\/li><li>Chaque fiche technique correspond \u00e0 une classe d'articles sp\u00e9cifique et contient un ensemble pr\u00e9d\u00e9fini d'attributs propres \u00e0 cette classe.<\/li><li>Ces attributs d\u00e9finissent les informations techniques, commerciales et relatives \u00e0 la conformit\u00e9 n\u00e9cessaires \u00e0 l'utilisation, \u00e0 l'approvisionnement et \u00e0 la maintenance de l'article.<\/li><\/ul><p><strong>Exemple :<\/strong><\/p><ul><li>Article classifi\u00e9 : <strong><span style=\"color: #003366;\"><em>\u00ab Pompe centrifuge \u00e0 aspiration axiale \u00bb<\/em><\/span><\/strong><\/li><li>Fiche technique attribu\u00e9e : \u00ab Pompes \u2013 Centrifuges \u2013 \u00c0 aspiration axiale \u2013 Horizontales \u00bb<\/li><li>Attributs d\u00e9finis :\u00a0<\/li><\/ul><ul><li style=\"list-style-type: none;\"><ul><li>D\u00e9bit (par ex. 150 GPM)<\/li><li>Hauteur de refoulement (par ex. 100 pieds)<\/li><li>Mat\u00e9riau du corps (par exemple, fonte)<\/li><li>Mat\u00e9riau de la roue (par exemple, bronze)<\/li><li>Diam\u00e8tre d'aspiration et de refoulement<\/li><li>Alimentation \u00e9lectrique requise<\/li><li>Nom et mod\u00e8le du fabricant d'\u00e9quipement d'origine (OEM)<\/li><\/ul><\/li><\/ul><p><strong>R\u00e9sultat :<br \/><\/strong>Chaque \u00e9l\u00e9ment est d\u00e9sormais associ\u00e9 \u00e0 un mod\u00e8le technique correspondant, ce qui garantit qu'il est d\u00e9crit \u00e0 l'aide d'un ensemble de champs coh\u00e9rent, complet et normalis\u00e9.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-689eb40 e-con-full pointer e-flex e-con e-child\" data-id=\"689eb40\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-78ca154 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0-74.353-4.394-100.091-11.537-14.06-3.912-25.398-8.787-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.488-33.222 14.4-25.71 7.144-61.115 11.537-100.091 11.537zm-166.167 92.523v18.68c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.045-3.43 9.978-6.038 14.655l6.066 10.488c1.474 2.551 1.049 5.698-1.021 7.767l-13.209 13.209c-2.098 2.098-5.216 2.494-7.767 1.021l-10.517-6.066c-4.677 2.608-9.581 4.621-14.627 6.066l-3.146 11.735c-.765 2.834-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.928-6.236-4.762l-3.118-11.735c-5.046-1.417-9.978-3.458-14.655-6.066l-10.516 6.066c-2.551 1.474-5.669 1.077-7.739-1.021l-13.209-13.209c-2.098-2.098-2.494-5.216-1.02-7.767l6.066-10.488c-2.636-4.677-4.649-9.61-6.066-14.655l-11.736-3.146c-2.835-.766-4.762-3.26-4.762-6.208v-18.68c0-2.948 1.927-5.443 4.762-6.208l11.736-3.146c1.417-5.046 3.43-9.95 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9.581-4.649 14.655-6.066l3.118-11.735c.765-2.835 3.26-4.762 6.236-4.762h18.68c2.948 0 5.443 1.927 6.208 4.762l3.118 11.735c5.074 1.417 9.978 3.43 14.655 6.066l10.517-6.066c2.551-1.474 5.669-1.077 7.739 1.021l13.209 13.209c2.098 2.069 2.523 5.187 1.049 7.739l-6.066 10.517c2.608 4.677 4.62 9.609 6.038 14.655l11.735 3.118c2.863.765 4.762 3.26 4.762 6.236v18.681c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.046-3.43 9.95-6.038 14.627l6.066 10.517c1.474 2.551 1.049 5.669-1.049 7.767l-13.209 13.209c-2.069 2.069-5.188 2.494-7.739 1.02l-10.517-6.066c-4.677 2.608-9.581 4.621-14.655 6.038l-3.118 11.736c-.765 2.863-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.899-6.236-4.762l-3.118-11.736c-5.074-1.417-9.978-3.43-14.655-6.038l-10.517 6.066c-2.551 1.474-5.669 1.049-7.739-1.02l-13.209-13.209c-2.098-2.098-2.523-5.216-1.021-7.767l6.066-10.517c-2.636-4.677-4.649-9.581-6.066-14.627l-11.735-3.146c-2.835-.765-4.762-3.26-4.762-6.208zm40.507-9.354c0 23.102 18.737 41.811 41.811 41.811s41.811-18.709 41.811-41.811-18.709-41.811-41.811-41.811-41.811 18.737-41.811 41.811zm41.811 29.82c16.469 0 29.821-13.351 29.821-29.82s-13.351-29.792-29.821-29.792-29.792 13.323-29.792 29.792 13.323 29.82 29.792 29.82z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t\u00c9tape 4 : Extraction d'attributs \u2013 Transformer du texte en donn\u00e9es structur\u00e9es gr\u00e2ce \u00e0 AutoSpec AI\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-68973ef e-grid e-con-full e-con e-child\" data-id=\"68973ef\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c042f4 elementor-widget elementor-widget-text-editor\" data-id=\"3c042f4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Objectif :<\/strong> Extraire des sp\u00e9cifications d\u00e9taill\u00e9es \u00e0 partir de textes non structur\u00e9s et d'artefacts num\u00e9riques.<\/p><p><strong>Comment \u00e7a marche :<\/strong><\/p><ul><li><strong>AutoSpec AI, <\/strong><span style=\"text-decoration: underline;\"><span style=\"color: #333399; text-decoration: underline;\"><a style=\"color: #333399; text-decoration: underline;\" href=\"https:\/\/www.verdantis.com\/attribute-extraction-data-mapping-automated-specification\/\">agent d'extraction d'attributs et de mise en correspondance des donn\u00e9es pour les donn\u00e9es MRO<\/a>,<\/span><\/span> analyse les descriptions des articles, les fiches techniques, les plans et l'historique des commandes<\/li><li>Les attributs sont analys\u00e9s et affect\u00e9s aux champs d\u00e9finis dans la fiche technique :<ul><li><strong><span style=\"color: #003366;\">\u00ab Vis \u00e0 t\u00eate hexagonale SS 1\/2 x 2 pouces, classe 5 \u00bb <\/span><\/strong><\/li><li><strong><span style=\"color: #003366;\">\u2192 Mat\u00e9riau : acier inoxydable<\/span><\/strong><br \/><strong><span style=\"color: #003366;\">Dimensions : 1\/2 pouce x 2 pouces<\/span><\/strong><br \/><strong><span style=\"color: #003366;\">Niveau : 5e<\/span><\/strong><\/li><\/ul><\/li><\/ul><p><strong>R\u00e9sultat :<\/strong><br \/>Les descriptions sont transform\u00e9es en entr\u00e9es de donn\u00e9es structur\u00e9es et consultables, conformes \u00e0 des mod\u00e8les d'attributs.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-be030ce elementor-widget elementor-widget-image\" data-id=\"be030ce\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"620\" height=\"620\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/03\/Untitled-design-2.png\" class=\"attachment-large size-large wp-image-27553\" alt=\"AutoSpec\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/03\/Untitled-design-2.png 620w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/03\/Untitled-design-2-300x300.png 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/03\/Untitled-design-2-150x150.png 150w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/03\/Untitled-design-2-24x24.png 24w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/03\/Untitled-design-2-48x48.png 48w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/03\/Untitled-design-2-96x96.png 96w\" sizes=\"(max-width: 620px) 100vw, 620px\" \/>\t\t\t\t\t\t\t\t\t\t\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<div 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2.863-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.899-6.236-4.762l-3.118-11.736c-5.074-1.417-9.978-3.43-14.655-6.038l-10.517 6.066c-2.551 1.474-5.669 1.049-7.739-1.02l-13.209-13.209c-2.098-2.098-2.523-5.216-1.021-7.767l6.066-10.517c-2.636-4.677-4.649-9.581-6.066-14.627l-11.735-3.146c-2.835-.765-4.762-3.26-4.762-6.208zm40.507-9.354c0 23.102 18.737 41.811 41.811 41.811s41.811-18.709 41.811-41.811-18.709-41.811-41.811-41.811-41.811 18.737-41.811 41.811zm41.811 29.82c16.469 0 29.821-13.351 29.821-29.82s-13.351-29.792-29.821-29.792-29.792 13.323-29.792 29.792 13.323 29.82 29.792 29.82z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t\u00c9tape 5 : Normalisation \u2013 Harmonisation des formats et des unit\u00e9s avec AutoNorm AI\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\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-8ec41cb elementor-widget elementor-widget-text-editor\" data-id=\"8ec41cb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Objectif :<\/strong> Veillez \u00e0 ce que toutes les valeurs et unit\u00e9s soient exprim\u00e9es de mani\u00e8re coh\u00e9rente.<\/p><p><strong>Comment \u00e7a marche :<\/strong><\/p><ul><li>D\u00e9veloppement des abr\u00e9viations : <span style=\"color: #000080;\"><strong>\u00ab SS \u00bb \u2192 \u00ab acier inoxydable \u00bb ; \u00ab BRG \u00bb \u2192 \u00ab roulement \u00bb<\/strong><\/span><\/li><li>Conversion d'unit\u00e9s : <span style=\"color: #000080;\"><strong>mm \u2194 pouces, livres \u2194 kg<\/strong><\/span><\/li><li>Coh\u00e9rence du format : <span style=\"color: #000080;\"><strong>\u00ab RPM1800 \u00bb \u2192 \u00ab 1 800 tr\/min \u00bb ; \u00ab Dia 1 \u00bb \u2192 \u00ab Diam\u00e8tre 1,00 mm \u00bb<\/strong><\/span><\/li><\/ul><p><strong>R\u00e9sultat :<\/strong><br \/>Les donn\u00e9es respectent des normes harmonis\u00e9es, ce qui permet d'\u00e9liminer les divergences et d'am\u00e9liorer l'interop\u00e9rabilit\u00e9 entre les syst\u00e8mes.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8408881 e-con-full pointer e-flex e-con e-child\" data-id=\"8408881\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fae0e42 elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"fae0e42\" 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fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t\u00c9tape 6 : Enrichissement \u2013 Combler les lacunes dans les donn\u00e9es \u00e0 l'aide de l'IA AutoEnrich\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7d22669 e-grid e-con-full e-con e-child\" data-id=\"7d22669\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ef0b74f elementor-widget elementor-widget-text-editor\" data-id=\"ef0b74f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Objectif : <\/strong>Compl\u00e9ter les attributs manquants \u00e0 l'aide de la logique interne, des enregistrements de r\u00e9f\u00e9rence et des sources de donn\u00e9es externes.<\/p><p><strong>Comment \u00e7a marche :<\/strong><\/p><ul><li>AutoEnrich AI pour <span style=\"text-decoration: underline;\"><span style=\"color: #333399; text-decoration: underline;\"><a style=\"color: #333399; text-decoration: underline;\" href=\"https:\/\/www.verdantis.com\/automated-ai-enrichment-data-cleansing\/\">extraction et mise en correspondance automatis\u00e9es des attributs<\/a><\/span><\/span>, r\u00e9f\u00e9rences crois\u00e9es :<\/li><\/ul><ul><li style=\"list-style-type: none;\"><ul><li>Catalogues et fiches techniques des \u00e9quipementiers<\/li><li>Portails fournisseurs.<\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e4fba5 elementor-widget elementor-widget-video\" data-id=\"4e4fba5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/wlZAahVApwY&quot;,&quot;start&quot;:82,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-59346b1 e-grid e-con-full e-con e-child\" data-id=\"59346b1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b4e6656 elementor-widget elementor-widget-text-editor\" data-id=\"b4e6656\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li style=\"list-style-type: none;\"><ul><li>\u00c9l\u00e9ments internes pr\u00e9c\u00e9demment enrichis appartenant \u00e0 la m\u00eame classe<\/li><li>Mod\u00e8les standard et biblioth\u00e8ques de conformit\u00e9<\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e496533 elementor-widget elementor-widget-text-editor\" data-id=\"e496533\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>L'enrichissement peut \u00eatre direct (issu de sources faisant autorit\u00e9) ou d\u00e9duit (pr\u00e9dit \u00e0 partir d'enregistrements similaires).<\/li><\/ul><p><span style=\"text-decoration: underline;\"><strong>Exemple 1 : Enrichissement direct<\/strong><\/span><\/p><ul><li>Enregistrement original : <em>\u00ab Pompe centrifuge, 5 HP \u00bb<\/em> avec le champ \u00ab Mat\u00e9riau de la volute \u00bb manquant<\/li><li>AutoEnrich consulte le catalogue du constructeur pour rechercher le m\u00eame mod\u00e8le et trouve : <em>\u00ab Mat\u00e9riau de la volute : fonte \u00bb<\/em><\/li><\/ul><p><strong><span style=\"text-decoration: underline;\">Exemple 2 : Inf\u00e9rence contextuelle<\/span><\/strong><\/p><ul><li>Les enregistrements relatifs \u00e0 la pompe centrifuge interne 5HP 95% indiquent que <em>\u00ab Type de ch\u00e2ssis : TEFC \u00bb<\/em><\/li><li>AutoEnrich propose \u00ab TEFC \u00bb comme valeur par d\u00e9faut, avec une note de confiance.<\/li><\/ul><p><span style=\"text-decoration: underline;\"><strong>Exemple 3 : Approvisionnement sur Internet<\/strong><\/span><\/p><ul><li>AutoEnrich AI extrait les caract\u00e9ristiques techniques du \u00ab moteur ABB M3BP 180MLA 4 \u00bb du catalogue mondial d'ABB, en compl\u00e9tant les valeurs manquantes telles que :\u00a0<\/li><\/ul><ul><li style=\"list-style-type: none;\"><ul><li>Classe d'efficacit\u00e9 \u00e9nerg\u00e9tique : IE3<\/li><li>Classe d'isolation : F<\/li><li>Indice de protection : IP55<\/li><\/ul><\/li><\/ul><p><strong>R\u00e9sultat :<\/strong><br \/>Le syst\u00e8me compl\u00e8te les champs auparavant vides avec des informations valid\u00e9es et fiables, ce qui permet d'obtenir des fiches compl\u00e8tes et techniquement rigoureuses pouvant \u00eatre utilis\u00e9es en toute confiance dans le cadre des processus de maintenance, d'approvisionnement et de conformit\u00e9.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2c9ceb9 e-con-full pointer e-flex e-con e-child\" data-id=\"2c9ceb9\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-523ed8b elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget 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29.821-29.82s-13.351-29.792-29.821-29.792-29.792 13.323-29.792 29.792 13.323 29.82 29.792 29.82z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t\u00c9tape 7 : Gestion des pi\u00e8ces obsol\u00e8tes avec SpareSeek AI\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2de3eef e-grid e-con-full e-con e-child\" data-id=\"2de3eef\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f46d38e elementor-widget elementor-widget-text-editor\" data-id=\"f46d38e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Objectif :<\/strong> Identifier et g\u00e9rer les documents obsol\u00e8tes ou inactifs.<\/p><p><strong>Comment \u00e7a marche :<\/strong><\/p><ul><li><span style=\"color: #000000;\">SpareSeek IA<\/span> <span style=\"text-decoration: underline;\"><span style=\"color: #333399;\"><a style=\"color: #333399; text-decoration: underline;\" href=\"https:\/\/www.verdantis.com\/parts-obsolescence-management\/\">signale les pi\u00e8ces obsol\u00e8tes<\/a><\/span><\/span> par :\u00a0<\/li><\/ul><ul><li style=\"list-style-type: none;\"><ul><li>V\u00e9rification crois\u00e9e des r\u00e9f\u00e9rences des \u00e9quipementiers<\/li><li>Identification des r\u00e9f\u00e9rences retir\u00e9es de la vente<\/li><li>Marquage des normes obsol\u00e8tes ou des mat\u00e9riaux interdits<\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65cd616 elementor-widget elementor-widget-video\" data-id=\"65cd616\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/tWhAeaVJgx8&quot;,&quot;start&quot;:82,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\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<div class=\"elementor-element elementor-element-43187b4 elementor-widget elementor-widget-text-editor\" data-id=\"43187b4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li style=\"list-style-type: none;\"><ul><li>Proposer des \u00e9quivalents modernes ou des substituts recommand\u00e9s<\/li><\/ul><\/li><\/ul><p><strong>Exemple :<\/strong><br \/><span style=\"color: #000080;\"><strong>\u00ab Moteur GE, 2 HP, 208 V \u00bb signal\u00e9 comme obsol\u00e8te \u2192 Remplacement sugg\u00e9r\u00e9 : \u00ab Moteur GE, 2 HP, 230 V \u00bb<\/strong><\/span><\/p><p><strong>R\u00e9sultat :<\/strong><br \/>Les articles obsol\u00e8tes sont retir\u00e9s ou remplac\u00e9s, ce qui permet d'optimiser les stocks et de r\u00e9duire les risques.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c1ff666 e-con-full pointer e-flex e-con e-child\" data-id=\"c1ff666\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-742b49d elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget 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14.655 6.066l10.517-6.066c2.551-1.474 5.669-1.077 7.739 1.021l13.209 13.209c2.098 2.069 2.523 5.187 1.049 7.739l-6.066 10.517c2.608 4.677 4.62 9.609 6.038 14.655l11.735 3.118c2.863.765 4.762 3.26 4.762 6.236v18.681c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.046-3.43 9.95-6.038 14.627l6.066 10.517c1.474 2.551 1.049 5.669-1.049 7.767l-13.209 13.209c-2.069 2.069-5.188 2.494-7.739 1.02l-10.517-6.066c-4.677 2.608-9.581 4.621-14.655 6.038l-3.118 11.736c-.765 2.863-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.899-6.236-4.762l-3.118-11.736c-5.074-1.417-9.978-3.43-14.655-6.038l-10.517 6.066c-2.551 1.474-5.669 1.049-7.739-1.02l-13.209-13.209c-2.098-2.098-2.523-5.216-1.021-7.767l6.066-10.517c-2.636-4.677-4.649-9.581-6.066-14.627l-11.735-3.146c-2.835-.765-4.762-3.26-4.762-6.208zm40.507-9.354c0 23.102 18.737 41.811 41.811 41.811s41.811-18.709 41.811-41.811-18.709-41.811-41.811-41.811-41.811 18.737-41.811 41.811zm41.811 29.82c16.469 0 29.821-13.351 29.821-29.82s-13.351-29.792-29.821-29.792-29.792 13.323-29.792 29.792 13.323 29.82 29.792 29.82z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t\u00c9tape 8 : D\u00e9duplication \u2013 \u00c9limination des redondances \u00e0 deux niveaux\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\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-bd94be1 elementor-widget elementor-widget-text-editor\" data-id=\"bd94be1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Objectif :<\/strong> Identifier et regrouper les doublons, tant au niveau de la correspondance exacte qu'au niveau s\u00e9mantique.<\/p><p><strong>Comment \u00e7a marche :<\/strong><\/p><ul><li><strong>L1 :<\/strong> Correspondance exacte\/approximative <span style=\"color: #000080;\"><strong>(par exemple, \u00ab Pompe 5 HP \u00bb vs \u00ab Pompe de 5 HP \u00bb)<\/strong><\/span><\/li><li><strong>L2 :<\/strong> Regroupement s\u00e9mantique \u00e0 l'aide d'embeddings issus du traitement du langage naturel et de la corr\u00e9lation d'attributs<\/li><li>Les scores de confiance facilitent la fusion ou la validation manuelle<\/li><\/ul><p><strong>R\u00e9sultat :<\/strong><br \/>Une liste principale d'articles all\u00e9g\u00e9e et d\u00e9dupliqu\u00e9e, pr\u00eate \u00e0 \u00eatre utilis\u00e9e pour une planification et un approvisionnement pr\u00e9cis.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5e3d34c e-con-full pointer e-flex e-con e-child\" data-id=\"5e3d34c\" data-element_type=\"container\" data-e-type=\"container\" 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1.077-7.739-1.021l-13.209-13.209c-2.098-2.098-2.494-5.216-1.02-7.767l6.066-10.488c-2.636-4.677-4.649-9.61-6.066-14.655l-11.736-3.146c-2.835-.766-4.762-3.26-4.762-6.208v-18.68c0-2.948 1.927-5.443 4.762-6.208l11.736-3.146c1.417-5.046 3.43-9.95 6.066-14.627l-6.066-10.517c-1.474-2.551-1.077-5.669 1.02-7.767l13.209-13.209c2.069-2.069 5.188-2.495 7.739-1.021l10.516 6.066c4.677-2.608 9.61-4.62 14.655-6.066l3.118-11.707c.765-2.863 3.26-4.762 6.236-4.762h18.68c2.948 0 5.442 1.899 6.208 4.762l3.146 11.707c5.046 1.446 9.949 3.458 14.627 6.066l10.517-6.066c2.551-1.474 5.669-1.049 7.767 1.021l13.209 13.209c2.069 2.098 2.495 5.216 1.021 7.767l-6.066 10.517c2.608 4.677 4.621 9.581 6.038 14.627l11.735 3.146c2.863.765 4.762 3.26 4.762 6.208zm-40.507 9.354c0-23.102-18.709-41.811-41.811-41.811s-41.811 18.709-41.811 41.811 18.737 41.782 41.811 41.782 41.811-18.708 41.811-41.782zm-41.811-29.821c-16.469 0-29.792 13.351-29.792 29.821s13.323 29.792 29.792 29.792 29.821-13.323 29.821-29.792-13.351-29.821-29.821-29.821zm166.167-268.611v-18.681c0-2.976 1.927-5.471 4.762-6.208l11.735-3.146c1.417-5.046 3.43-9.978 6.066-14.655l-6.066-10.517c-1.502-2.551-1.077-5.669 1.021-7.739l13.209-13.209c2.069-2.098 5.188-2.494 7.739-1.021l10.517 6.066c4.677-2.608 9.581-4.649 14.655-6.066l3.118-11.735c.765-2.835 3.26-4.762 6.236-4.762h18.68c2.948 0 5.443 1.927 6.208 4.762l3.118 11.735c5.074 1.417 9.978 3.43 14.655 6.066l10.517-6.066c2.551-1.474 5.669-1.077 7.739 1.021l13.209 13.209c2.098 2.069 2.523 5.187 1.049 7.739l-6.066 10.517c2.608 4.677 4.62 9.609 6.038 14.655l11.735 3.118c2.863.765 4.762 3.26 4.762 6.236v18.681c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.046-3.43 9.95-6.038 14.627l6.066 10.517c1.474 2.551 1.049 5.669-1.049 7.767l-13.209 13.209c-2.069 2.069-5.188 2.494-7.739 1.02l-10.517-6.066c-4.677 2.608-9.581 4.621-14.655 6.038l-3.118 11.736c-.765 2.863-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.899-6.236-4.762l-3.118-11.736c-5.074-1.417-9.978-3.43-14.655-6.038l-10.517 6.066c-2.551 1.474-5.669 1.049-7.739-1.02l-13.209-13.209c-2.098-2.098-2.523-5.216-1.021-7.767l6.066-10.517c-2.636-4.677-4.649-9.581-6.066-14.627l-11.735-3.146c-2.835-.765-4.762-3.26-4.762-6.208zm40.507-9.354c0 23.102 18.737 41.811 41.811 41.811s41.811-18.709 41.811-41.811-18.709-41.811-41.811-41.811-41.811 18.737-41.811 41.811zm41.811 29.82c16.469 0 29.821-13.351 29.821-29.82s-13.351-29.792-29.821-29.792-29.792 13.323-29.792 29.792 13.323 29.82 29.792 29.82z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t\u00c9tape 9 : Pr\u00e9paration des donn\u00e9es de sortie et int\u00e9gration au syst\u00e8me ERP \t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\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-3995ae3 elementor-widget elementor-widget-text-editor\" data-id=\"3995ae3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Objectif :<\/strong> D\u00e9ployez les donn\u00e9es nettoy\u00e9es sur les syst\u00e8mes de production, dans la langue locale et au format requis.<\/p><p><strong>Comment \u00e7a marche :<\/strong><\/p><ul><li>Les documents en anglais sont retraduits dans la langue d'origine \u00e0 l'aide de <span style=\"color: #000000;\">AutoTrans IA<\/span> pour un d\u00e9ploiement dans des environnements multilingues<\/li><li>Fichiers finaux nettoy\u00e9s export\u00e9s aux formats ERP\/EAM (SAP, Maximo, Oracle)<\/li><li>Des flux de travail int\u00e9gr\u00e9s permettent de valider et d'approuver les enregistrements en temps r\u00e9el via <span style=\"color: #000000;\">Verdantis Int\u00e9grit\u00e9<\/span><\/li><\/ul><p><strong>R\u00e9sultat :<\/strong><br \/>Les donn\u00e9es compatibles avec les progiciels de gestion int\u00e9gr\u00e9e (ERP) sont en temps r\u00e9el, localis\u00e9es et soumises \u00e0 un cadre de gouvernance, ce qui facilite les op\u00e9rations, la conformit\u00e9 et la planification strat\u00e9gique.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4fcd1ac e-flex e-con-boxed e-con e-parent\" data-id=\"4fcd1ac\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-0662acc e-grid e-con-full e-con e-child\" data-id=\"0662acc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-b1280e6 e-grid e-con-full e-con e-child\" data-id=\"b1280e6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-12dffa5 elementor-widget elementor-widget-heading\" data-id=\"12dffa5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">D\u00e9couvrez la plateforme : optimisation en temps r\u00e9el des donn\u00e9es MRO<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9c54804 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"9c54804\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM0ODk2IiwidG9nZ2xlIjpmYWxzZX0%3D\">\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\">Regardez la plateforme en direct d\u00e8s maintenant<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d94415f elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"d94415f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;start&quot;:5,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/Classification-Revised.mp4#t=5\" controls=\"\" preload=\"metadata\" controlslist=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\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-a1a91fc e-flex e-con-boxed e-con e-parent\" data-id=\"a1a91fc\" 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-eb371e9 elementor-widget elementor-widget-heading\" data-id=\"eb371e9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Suite de nettoyage des donn\u00e9es MRO de Verdantis<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3528227 elementor-widget elementor-widget-text-editor\" data-id=\"3528227\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>La solution de nettoyage des donn\u00e9es MRO de Verdantis se distingue des offres traditionnelles des fournisseurs gr\u00e2ce \u00e0 ses fonctionnalit\u00e9s avanc\u00e9es bas\u00e9es sur l'intelligence artificielle :<\/p><table><thead><tr><td><p>Fonctionnalit\u00e9<\/p><\/td><td><p>Verdantis<\/p><\/td><td><p>Fournisseurs traditionnels<\/p><\/td><\/tr><\/thead><tbody><tr><td><p>Bas\u00e9 sur l'IA <span style=\"color: #000000;\">Classification des donn\u00e9es MRO <\/span>via AutoEnrichAI<\/p><\/td><td><p>Oui (moteur propri\u00e9taire)<\/p><\/td><td><p>Limit\u00e9<\/p><\/td><\/tr><tr><td><p>Prise en charge des taxonomies mondiales (UNSPSC, eCl@ss, NIGP)<\/p><\/td><td><p>Exhaustif<\/p><\/td><td><p>Limit\u00e9<\/p><\/td><\/tr><tr><td><p>Nettoyage multilingue (arabe, espagnol, chinois et autres)<\/p><\/td><td><p>Prise en charge<\/p><\/td><td><p>centr\u00e9 sur l'anglais<\/p><\/td><\/tr><tr><td><p>Workflows de gouvernance en temps r\u00e9el<\/p><\/td><td><p>Oui<\/p><\/td><td><p>Par lots<\/p><\/td><\/tr><tr><td><p>Int\u00e9grations API transparentes avec les syst\u00e8mes ERP\/EAM (SAP, Maximo, Oracle)<\/p><\/td><td><p>Sous r\u00e9serve que<\/p><\/td><td><p>Limit\u00e9e\/Manuelle<\/p><\/td><\/tr><tr><td><p>Logique des flux de travail automatis\u00e9s des entreprises sp\u00e9cialis\u00e9es dans l'enrichissement des donn\u00e9es MRO<\/p><\/td><td><p>Oui<\/p><\/td><td><p>Manuel \/ Sur tableur<\/p><\/td><\/tr><tr><td><p>Logiciel de gestion des donn\u00e9es MRO adapt\u00e9 aux exigences de gouvernance<\/p><\/td><td><p>Complet, int\u00e9gr\u00e9 tout au long du processus<\/p><\/td><td><p>Souvent cloisonn\u00e9s ou r\u00e9actifs<\/p><\/td><\/tr><\/tbody><\/table>\t\t\t\t\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-7ab889d e-flex e-con-boxed e-con e-parent\" data-id=\"7ab889d\" 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-3e93b49 elementor-widget elementor-widget-heading\" data-id=\"3e93b49\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"business-consequences-of-bad-quality-data\">Cons\u00e9quences commerciales d'une mauvaise qualit\u00e9 des donn\u00e9es<\/h2>\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-b4ca7f7 e-flex e-con-boxed e-con e-parent\" data-id=\"b4ca7f7\" 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-4d5e4d9 elementor-widget elementor-widget-text-editor\" data-id=\"4d5e4d9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"107\" data-end=\"236\">La gestion des donn\u00e9es MRO est complexe et peut avoir un impact significatif sur l'efficacit\u00e9 op\u00e9rationnelle et la rentabilit\u00e9 dans les secteurs \u00e0 forte intensit\u00e9 d'actifs.<\/p><ul data-start=\"1140\" data-end=\"1627\"><li data-start=\"1140\" data-end=\"1277\"><p data-start=\"1142\" data-end=\"1277\"><strong data-start=\"1142\" data-end=\"1175\">Surstock et co\u00fbts \u00e9lev\u00e9s<\/strong>: Des donn\u00e9es inexactes entra\u00eenent un surstockage, des stocks cach\u00e9s, ainsi qu'une augmentation de l'obsolescence et des co\u00fbts de stockage.<\/p><\/li><li data-start=\"1278\" data-end=\"1382\"><p data-start=\"1280\" data-end=\"1382\"><strong data-start=\"1280\" data-end=\"1312\">Temps d'arr\u00eat et perte de productivit\u00e9<\/strong>: Des donn\u00e9es manquantes ou erron\u00e9es retardent les r\u00e9parations et augmentent les temps d'arr\u00eat des machines.<\/p><\/li><li data-start=\"1383\" data-end=\"1494\"><p data-start=\"1385\" data-end=\"1494\"><strong data-start=\"1385\" data-end=\"1412\">Passation de march\u00e9s inefficace<\/strong>: La fragmentation des donn\u00e9es nuit \u00e0 l'approvisionnement, fait grimper les co\u00fbts et entrave le respect des r\u00e9glementations.<\/p><\/li><li data-start=\"1495\" data-end=\"1627\"><p data-start=\"1497\" data-end=\"1627\"><strong data-start=\"1497\" data-end=\"1519\">D\u00e9penses non ma\u00eetris\u00e9es<\/strong>: Sans donn\u00e9es claires, les entreprises ne peuvent pas suivre l'utilisation, optimiser leurs d\u00e9penses ni n\u00e9gocier de meilleures conditions aupr\u00e8s de leurs fournisseurs.<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2bea082 elementor-widget elementor-widget-image\" data-id=\"2bea082\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"528\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Challenges-with-MRO-Data-e1752670196693.jpg\" class=\"attachment-large size-large wp-image-34883\" alt=\"Les d\u00e9fis li\u00e9s aux donn\u00e9es MRO\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Challenges-with-MRO-Data-e1752670196693.jpg 915w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Challenges-with-MRO-Data-e1752670196693-300x198.jpg 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Challenges-with-MRO-Data-e1752670196693-768x507.jpg 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Challenges-with-MRO-Data-e1752670196693-18x12.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>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0d087f2 e-flex e-con-boxed e-con e-parent\" data-id=\"0d087f2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2500508 e-grid e-con-full e-con e-child\" data-id=\"2500508\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-c15d6fe e-grid e-con-full e-con e-child\" data-id=\"c15d6fe\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ff1248f elementor-widget elementor-widget-text-editor\" data-id=\"ff1248f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"color: #ffffff;\">Une \u00e9tude de cas client d'EY indique qu'en nettoyant ses donn\u00e9es de r\u00e9f\u00e9rence MRO, une entreprise du secteur de l'\u00e9nergie pr\u00e9voit de r\u00e9aliser des \u00e9conomies de <strong>~10%<\/strong> des d\u00e9penses annuelles li\u00e9es \u00e0 la maintenance, aux r\u00e9parations et \u00e0 l'entretien (MRO) sur trois ans, gr\u00e2ce \u00e0 la r\u00e9duction des co\u00fbts et \u00e0 l'optimisation des stocks<\/span><\/p><p style=\"text-align: center;\"><strong><a href=\"https:\/\/www.ey.com\/en_us\/insights\/energy-resources\/oil-gas\/transforming-mro-material-master-data-case-study\" rel=\"nofollow noopener\" target=\"_blank\"><span style=\"color: #ffffff;\">Source : EY<\/span><\/a><\/strong><\/p>\t\t\t\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\t\t<div class=\"elementor-element elementor-element-4ea1132 elementor-widget elementor-widget-heading\" data-id=\"4ea1132\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\"> Les cons\u00e9quences d'une mauvaise qualit\u00e9 des donn\u00e9es MRO<\/div>\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-5f36881 e-flex e-con-boxed e-con e-parent\" data-id=\"5f36881\" 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-d3d1672 elementor-widget elementor-widget-text-editor\" data-id=\"d3d1672\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"89\" data-end=\"301\">Les actifs MRO sont essentiels \u00e0 la production et <span style=\"color: #333399;\"><a style=\"color: #333399;\" href=\"https:\/\/www.verdantis.com\/equipment-maintenance-management\/\">la maintenance dans les secteurs \u00e0 forte intensit\u00e9 d'\u00e9quipements<\/a><\/span>. Si les syst\u00e8mes de maintenance tels que les CMMS\/EAM automatisent les processus et facilitent la planification, leur efficacit\u00e9 repose sur des donn\u00e9es fiables et pr\u00e9cises.<\/p><p data-start=\"303\" data-end=\"606\">Malheureusement, la mauvaise qualit\u00e9 des donn\u00e9es MRO \u2014 souvent non classifi\u00e9es, obsol\u00e8tes ou erron\u00e9es \u2014 compromet l'efficacit\u00e9 de ces syst\u00e8mes. Ce probl\u00e8me trouve son origine d\u00e8s la cr\u00e9ation des donn\u00e9es et se propage \u00e0 l'ensemble de l'entreprise, ce qui a des r\u00e9percussions sur <a href=\"https:\/\/www.verdantis.com\/mro-inventory-management\/\">Gestion des stocks MRO<\/a>, la maintenance pr\u00e9ventive, la conformit\u00e9, etc. Cons\u00e9quence : des temps d'arr\u00eat des \u00e9quipements, des pertes d'efficacit\u00e9 et une baisse du chiffre d'affaires.<\/p><p data-start=\"608\" data-end=\"690\">Un sc\u00e9nario typique de \u00ab panne de ligne \u00bb illustre comment des donn\u00e9es erron\u00e9es peuvent entra\u00eener des perturbations co\u00fbteuses.<\/p>\t\t\t\t\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-97afe63 e-flex e-con-boxed e-con e-parent\" data-id=\"97afe63\" 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-609d2f2 elementor-widget elementor-widget-be-timeline\" data-id=\"609d2f2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"be-timeline.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"be-pack timeline\"><li class=\"timeline-inverted\"> \n\t\t\t<div class=\"tl-circ\"><\/div>\n\t\t <div class=\"timeline-panel\">\n\t\t   <div class=\"tl-heading\">\n\t\t\t <div class=\"tl-content\">\n\n\t\t\t\n\t\t\t    \n\t\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"be-desc\">\n\t\t\t\t\t\t\t<span class=\"be-title\">\u00c9checs de la maintenance pr\u00e9ventive : <\/span>\t\t\t\t\t\t\t<div class=\"be-content\"><p>Ce sc\u00e9nario trouve souvent son origine dans l'absence d'une maintenance pr\u00e9ventive efficace. Les syst\u00e8mes de maintenance contiennent des donn\u00e9es essentielles (par exemple, la fr\u00e9quence de remplacement, la dur\u00e9e de vie des \u00e9quipements, les rapports d'inspection). Cependant, en l'absence d'un cadre solide pour la cr\u00e9ation de ces donn\u00e9es techniques, celles-ci restent incoh\u00e9rentes et impr\u00e9cises.<\/p><p><strong>Cela entra\u00eene un fonctionnement de la machine au-del\u00e0 de sa dur\u00e9e de vie, la rupture inopin\u00e9e d'un composant interne et l'arr\u00eat complet de la cha\u00eene de production. L'impact imm\u00e9diat se traduit par une perte de production et un gain de temps pendant que les ing\u00e9nieurs s'emploient \u00e0 diagnostiquer le probl\u00e8me.<\/strong><\/p><\/div>\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\n\t\t\t\t<\/div>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t<\/li>\n\t\t\t<li class=\"timeline-right\"> \n\t\t\t<div class=\"tl-circ\"><\/div>\n\t\t <div class=\"timeline-panel\">\n\t\t   <div class=\"tl-heading\">\n\t\t\t <div class=\"tl-content\">\n\n\t\t\t\n\t\t\t    \n\t\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"be-desc\">\n\t\t\t\t\t\t\t<span class=\"be-title\">\u00c9checs de la recherche de pi\u00e8ces : <\/span>\t\t\t\t\t\t\t<div class=\"be-content\"><p>Une fois que l'ing\u00e9nieur a identifi\u00e9 la pi\u00e8ce n\u00e9cessaire \u00e0 partir de la documentation du constructeur d'\u00e9quipement d'origine (OEM), sa recherche dans le syst\u00e8me de maintenance s'av\u00e8re difficile en raison de descriptions impr\u00e9cises des articles de maintenance, de r\u00e9parations et de r\u00e9vision (MRO), d'entr\u00e9es obscures et d'un manque d'informations essentielles sur les caract\u00e9ristiques. M\u00eame si une pi\u00e8ce apparemment correcte est trouv\u00e9e, le caract\u00e8re incomplet des donn\u00e9es est source d'incertitude.<\/p><p><strong>Cela peut entra\u00eener des demandes d'approvisionnement pour la mauvaise pi\u00e8ce (par exemple, la bonne pi\u00e8ce, mais la mauvaise taille), des retards suppl\u00e9mentaires et la n\u00e9cessit\u00e9 de passer des commandes urgentes lorsque la pi\u00e8ce ad\u00e9quate ne peut pas \u00eatre localis\u00e9e rapidement dans le stock, m\u00eame si elle se trouve \u00e0 proximit\u00e9.<\/strong><\/p><\/div>\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\n\t\t\t\t<\/div>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t<\/li>\n\t\t\t<li class=\"timeline-inverted\"> \n\t\t\t<div class=\"tl-circ\"><\/div>\n\t\t <div class=\"timeline-panel\">\n\t\t   <div class=\"tl-heading\">\n\t\t\t <div class=\"tl-content\">\n\n\t\t\t\n\t\t\t    \n\t\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"be-desc\">\n\t\t\t\t\t\t\t<span class=\"be-title\">\u00c9checs en mati\u00e8re d'approvisionnement et de gestion des d\u00e9penses : <\/span>\t\t\t\t\t\t\t<div class=\"be-content\"><p>Une commande urgente est pass\u00e9e aupr\u00e8s du service des achats. L'acheteur se heurte aux m\u00eames difficult\u00e9s de recherche, ce qui l'oblige \u00e0 effectuer des recherches physiques \u00e0 plusieurs reprises. Sous une pression extr\u00eame, l'acheteur s'adresse directement au fabricant d'\u00e9quipement d'origine (OEM) pour se procurer la pi\u00e8ce, sans passer par des alternatives moins co\u00fbteuses, les distributeurs privil\u00e9gi\u00e9s ni une proc\u00e9dure d'appel d'offres.<\/p><p><strong>Cela se traduit par des achats \u00e0 une marge \u00e9lev\u00e9e, car le fabricant d'\u00e9quipement d'origine peut se contenter de s'approvisionner et de revendre le composant, ce qui \u00e9limine toute possibilit\u00e9 de n\u00e9gociation sur les prix ou d'obtention de remises.<\/strong><\/p><\/div>\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\n\t\t\t\t<\/div>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t<\/li>\n\t\t\t<li class=\"timeline-right\"> \n\t\t\t<div class=\"tl-circ\"><\/div>\n\t\t <div class=\"timeline-panel\">\n\t\t   <div class=\"tl-heading\">\n\t\t\t <div class=\"tl-content\">\n\n\t\t\t\n\t\t\t    \n\t\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"be-desc\">\n\t\t\t\t\t\t\t<span class=\"be-title\">\u00c9chec du traitement d'une transaction : <\/span>\t\t\t\t\t\t\t<div class=\"be-content\"><p>Comme le fabricant d'\u00e9quipement d'origine (OEM) n'est pas forc\u00e9ment un fournisseur agr\u00e9\u00e9, la transaction doit \u00eatre trait\u00e9e manuellement, ce qui entra\u00eene une fragmentation des donn\u00e9es relatives aux d\u00e9penses. Une nouvelle fiche fournisseur, souvent incompl\u00e8te, doit alors \u00eatre cr\u00e9\u00e9e \u00e0 la h\u00e2te.<\/p><p><strong>Cela peut entra\u00eener des retards dans le paiement des factures, la perte de remises pour paiement anticip\u00e9 et des frais d'int\u00e9r\u00eat. De plus, des tarifs major\u00e9s sont appliqu\u00e9s pour le transport express afin de r\u00e9duire au minimum les temps d'arr\u00eat, et les \u00e9quipes commerciales doivent ajuster les dates de livraison des commandes concern\u00e9es, ce qui a des r\u00e9percussions sur les engagements pris envers les clients.<\/strong><\/p><\/div>\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\n\t\t\t\t<\/div>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t<\/li>\n\t\t\t<li class=\"timeline-inverted\"> \n\t\t\t<div class=\"tl-circ\"><\/div>\n\t\t <div class=\"timeline-panel\">\n\t\t   <div class=\"tl-heading\">\n\t\t\t <div class=\"tl-content\">\n\n\t\t\t\n\t\t\t    \n\t\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"be-desc\">\n\t\t\t\t\t\t\t<span class=\"be-title\">Erreurs d'inventaire : <\/span>\t\t\t\t\t\t\t<div class=\"be-content\"><p>Sous la pression d'une panne, il arrive souvent que des pi\u00e8ces de rechange pour des machines similaires soient command\u00e9es inutilement, ce qui entra\u00eene des co\u00fbts d'approvisionnement et de transport plus \u00e9lev\u00e9s, ainsi que des frais li\u00e9s \u00e0 la r\u00e9ception et au traitement des stocks superflus. Surtout, comme la nouvelle fiche article est cr\u00e9\u00e9e dans l'urgence, elle risque \u00e0 nouveau d'\u00eatre inexacte.<\/p><p><strong>Cela perp\u00e9tue le cercle vicieux, ce qui fait que les pi\u00e8ces MRO risquent de ne pas \u00eatre r\u00e9pertori\u00e9es lors de l'inventaire plusieurs ann\u00e9es plus tard, lorsqu'une autre machine similaire tombera en panne, \u00e9ventuellement dans un<\/strong> <strong>une autre plante.<\/strong><\/p><\/div>\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\n\t\t\t\t<\/div>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t<\/li>\n\t\t\t \n      <\/ul>\n\n\t\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-4758c5a e-flex e-con-boxed e-con e-parent\" data-id=\"4758c5a\" 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-a161912 elementor-widget elementor-widget-text-editor\" data-id=\"a161912\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Ce sc\u00e9nario de panne illustre clairement comment des donn\u00e9es MRO de mauvaise qualit\u00e9 engendrent des co\u00fbts ind\u00e9sirables importants, des risques op\u00e9rationnels et des comportements source de perte de temps tout au long du cycle de vie de la production, laissant ainsi la porte ouverte \u00e0 des d\u00e9faillances similaires \u00e0 l\u2019avenir. Des donn\u00e9es sur les articles MRO pr\u00e9cises, propres, enrichies et class\u00e9es, harmonis\u00e9es selon des taxonomies standard, sont essentielles pour comprendre et g\u00e9rer efficacement les mod\u00e8les de consommation MRO ; elles constituent le fondement d\u2019une v\u00e9ritable gestion de la demande. Ces d\u00e9fis soulignent le besoin crucial de solutions de gestion des donn\u00e9es de r\u00e9f\u00e9rence.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0d6e50c e-con-full e-flex e-con e-child\" data-id=\"0d6e50c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-49b0deb elementor-cta--skin-cover thecta elementor-widget elementor-widget-call-to-action\" data-id=\"49b0deb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-cta\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/05\/drawing-wind-turbine-with-word-energy-it-scaled.jpg);\" role=\"img\" aria-label=\"Analyse des d\u00e9penses MRO\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__title elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\tCommencez d\u00e8s aujourd'hui \u00e0 optimiser vos d\u00e9penses MRO\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\tB\u00e9n\u00e9ficiez d'une analyse personnalis\u00e9e, adapt\u00e9e aux besoins de votre organisation.\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__button-wrapper elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t<a class=\"elementor-cta__button elementor-button elementor-size-\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjMyOTMyIiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\tObtenir une analyse des d\u00e9penses\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\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-1f4bfac e-flex e-con-boxed e-con e-parent\" data-id=\"1f4bfac\" 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-6112e64 elementor-widget elementor-widget-heading\" data-id=\"6112e64\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"the-business-impact-of-reliable-mro-data\">L'impact commercial de donn\u00e9es MRO fiables<\/h2>\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-18cd785 e-flex e-con-boxed e-con e-parent\" data-id=\"18cd785\" 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-f499d98 elementor-widget elementor-widget-text-editor\" data-id=\"f499d98\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>La mise en \u0153uvre d'une solution de nettoyage des donn\u00e9es MRO bas\u00e9e sur l'IA transforme les op\u00e9rations de maintenance, les achats, la gestion des stocks et les r\u00e9sultats en mati\u00e8re de fonds de roulement. Voici les r\u00e9sultats obtenus par les grandes entreprises :<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f27b419 e-con-full e-grid e-con e-child\" data-id=\"f27b419\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-1aec41c e-con-full e-flex e-con e-child\" data-id=\"1aec41c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7316ef3 elementor-widget elementor-widget-heading\" data-id=\"7316ef3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Optimisation des stocks et lib\u00e9ration de fonds de roulement<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad24d78 elementor-widget elementor-widget-text-editor\" data-id=\"ad24d78\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><strong>R\u00e9duction 10\u201325%<\/strong> les stocks exc\u00e9dentaires et obsol\u00e8tes<\/li><li><strong>$5M\u2013$50M+ lib\u00e9r\u00e9<\/strong> provenant du fonds de roulement immobilis\u00e9 (en fonction de l'ampleur de l'activit\u00e9)<\/li><li>Une meilleure visibilit\u00e9 sur les pi\u00e8ces permet de r\u00e9duire les commandes en double et les achats de derni\u00e8re minute<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a3fbb8f e-con-full e-flex e-con e-child\" data-id=\"a3fbb8f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-452e309 elementor-widget elementor-widget-heading\" data-id=\"452e309\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Am\u00e9lioration de la maintenance <br> Efficacit\u00e9<br><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-76418f2 elementor-widget elementor-widget-text-editor\" data-id=\"76418f2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><strong>20\u201330% : ex\u00e9cution plus rapide des ordres de travail<\/strong> gr\u00e2ce \u00e0 des donn\u00e9es pr\u00e9cises et consultables sur les pi\u00e8ces de rechange<\/li><li>R\u00e9duction des temps d'arr\u00eat impr\u00e9vus gr\u00e2ce \u00e0 <strong>identification plus rapide des pi\u00e8ces de rechange essentielles<\/strong><\/li><li>Am\u00e9lioration de la maintenance pr\u00e9ventive (MP) gr\u00e2ce \u00e0 la mise en relation des pi\u00e8ces et des \u00e9quipements<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-142b7c4 e-con-full e-flex e-con e-child\" data-id=\"142b7c4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4245144 elementor-widget elementor-widget-heading\" data-id=\"4245144\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Co\u00fbt d'acquisition \n<br> \n\u00c9conomies<br><br>\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ccb27b elementor-widget elementor-widget-text-editor\" data-id=\"8ccb27b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><strong>R\u00e9duction de 15\u201320%<\/strong> r\u00e9duire les co\u00fbts d'approvisionnement en pi\u00e8ces de rechange gr\u00e2ce \u00e0 :<ul><li>Suppression des doublons<\/li><li>Regroupement des fournisseurs<\/li><li>Approvisionnement strat\u00e9gique fond\u00e9 sur des donn\u00e9es fiables relatives aux d\u00e9penses<\/li><\/ul><\/li><li>Des cycles d'approvisionnement plus courts gr\u00e2ce \u00e0 des cahiers des charges plus d\u00e9taill\u00e9s et \u00e0 des donn\u00e9es plus compl\u00e8tes fournies par les fabricants<\/li><\/ul>\t\t\t\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\t\t<div class=\"elementor-element elementor-element-78917d1 elementor-widget elementor-widget-image\" data-id=\"78917d1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"539\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Challenges-with-MRO-Data-1-e1753084581327.jpg\" class=\"attachment-large size-large wp-image-35176\" alt=\"Impact commercial du nettoyage des donn\u00e9es MRO\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Challenges-with-MRO-Data-1-e1753084581327.jpg 940w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Challenges-with-MRO-Data-1-e1753084581327-300x202.jpg 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Challenges-with-MRO-Data-1-e1753084581327-768x517.jpg 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Challenges-with-MRO-Data-1-e1753084581327-18x12.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>\n\t\t<div class=\"elementor-element elementor-element-cfa2945 e-con-full e-grid e-con e-child\" data-id=\"cfa2945\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-ed07e95 e-con-full e-flex e-con e-child\" data-id=\"ed07e95\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b645178 elementor-widget elementor-widget-heading\" data-id=\"b645178\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Am\u00e9lioration de la prise de d\u00e9cision fond\u00e9e sur les donn\u00e9es<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ec37716 elementor-widget elementor-widget-text-editor\" data-id=\"ec37716\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>Acc\u00e8s \u00e0 <strong>donn\u00e9es MRO nettoy\u00e9es, class\u00e9es et enrichies<\/strong> pour des analyses plus pr\u00e9cises<\/li><li>Taxonomie normalis\u00e9e des donn\u00e9es MRO<br \/>(par exemple, UNSPSC, eCl@ss) permet d'\u00e9tablir des rapports pr\u00e9cis sur les d\u00e9penses, les stocks et l'utilisation<\/li><li>Am\u00e9lioration des pr\u00e9visions et de la planification dans l'ensemble des usines et des divisions<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c4f50b3 e-con-full e-flex e-con e-child\" data-id=\"c4f50b3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-96eaed7 elementor-widget elementor-widget-heading\" data-id=\"96eaed7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Am\u00e9lioration du retour sur investissement des syst\u00e8mes ERP et EAM<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-81114ba elementor-widget elementor-widget-text-editor\" data-id=\"81114ba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>Des donn\u00e9es propres permettent d'optimiser les performances des syst\u00e8mes ERP, EAM (tels que Maximo ou SAP PM) et GMAO.<\/li><li>Contribue \u00e0 la r\u00e9alisation d'objectifs de transformation num\u00e9rique tels que <strong>S\/4HANA<\/strong> mises \u00e0 niveau ou <strong>Maintenance pr\u00e9dictive (PdM)<\/strong><\/li><li>Int\u00e9gration transparente des fiches articles entre les diff\u00e9rentes fonctions de l'entreprise<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0cfe423 e-con-full e-flex e-con e-child\" data-id=\"0cfe423\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c17732e elementor-widget elementor-widget-heading\" data-id=\"c17732e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Renforcement de la gouvernance et de la conformit\u00e9<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-910d27f elementor-widget elementor-widget-text-editor\" data-id=\"910d27f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>Les flux de travail automatis\u00e9s garantissent <strong>cr\u00e9ation et modification contr\u00f4l\u00e9es<\/strong> des donn\u00e9es de r\u00e9f\u00e9rence MRO<\/li><li>Gestion centralis\u00e9e avec r\u00e8gles de validation int\u00e9gr\u00e9es = <strong>qualit\u00e9 des donn\u00e9es \u00e0 la source<\/strong><\/li><li>Respect des conventions de nommage des documents de l'entreprise et des politiques relatives aux m\u00e9tadonn\u00e9es<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8734e3a e-con-full e-flex e-con e-child\" data-id=\"8734e3a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-291fce7 elementor-widget elementor-widget-heading\" data-id=\"291fce7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">R\u00e9duction du risque op\u00e9rationnel<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14b3af7 elementor-widget elementor-widget-text-editor\" data-id=\"14b3af7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>R\u00e9duction des pannes d'\u00e9quipement dues \u00e0 l'utilisation de pi\u00e8ces inadapt\u00e9es<\/li><li>Incidents de s\u00e9curit\u00e9 \u00e9vit\u00e9s gr\u00e2ce \u00e0 l'utilisation d'\u00e9quipements obsol\u00e8tes ou incompatibles<\/li><li>Une meilleure tra\u00e7abilit\u00e9 et une meilleure auditabilit\u00e9 pour r\u00e9pondre aux exigences r\u00e9glementaires<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7a84a88 e-con-full e-flex e-con e-child\" data-id=\"7a84a88\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-24c6589 elementor-widget elementor-widget-heading\" data-id=\"24c6589\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Am\u00e9lioration de la productivit\u00e9 et du moral des employ\u00e9s<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad8627e elementor-widget elementor-widget-text-editor\" data-id=\"ad8627e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><strong>R\u00e9duction pouvant atteindre 40%<\/strong> en temps consacr\u00e9 \u00e0 la recherche de pi\u00e8ces<\/li><li>Des descriptions claires et normalis\u00e9es permettent d'\u00e9viter toute confusion au niveau des magasins, de la maintenance et des achats.<\/li><li>Les employ\u00e9s se concentrent sur des t\u00e2ches \u00e0 valeur ajout\u00e9e plut\u00f4t que sur la gestion des urgences<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-76b611f e-con-full e-flex e-con e-child\" data-id=\"76b611f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dfce6c0 elementor-widget elementor-widget-heading\" data-id=\"dfce6c0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Une gestion MRO \u00e9volutive et p\u00e9renne<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a08ee61 elementor-widget elementor-widget-text-editor\" data-id=\"a08ee61\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>Les plateformes bas\u00e9es sur l'IA et l'apprentissage automatique, telles que <strong>Verdantis Harmonize<\/strong>\u00a0s'am\u00e9liorer et se d\u00e9velopper en permanence<\/li><li>Permet <strong>la gouvernance des donn\u00e9es \u00e0 l'\u00e9chelle de l'entreprise<\/strong> dans toutes les r\u00e9gions et toutes les langues<\/li><li>Prend en charge les jumeaux num\u00e9riques, la gestion intelligente des actifs et les syst\u00e8mes bas\u00e9s sur l'IoT<\/li><\/ul>\t\t\t\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\t\t<div class=\"elementor-element elementor-element-c9069fb elementor-widget elementor-widget-heading\" data-id=\"c9069fb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Impact sur le r\u00e9sultat net<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-688d901 elementor-widget elementor-widget-image\" data-id=\"688d901\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"533\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Challenges-with-MRO-Data-2-e1753084347991.jpg\" class=\"attachment-large size-large wp-image-35166\" alt=\"Impact sur le r\u00e9sultat net de donn\u00e9es MRO fiables\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Challenges-with-MRO-Data-2-e1753084347991.jpg 976w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Challenges-with-MRO-Data-2-e1753084347991-300x200.jpg 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Challenges-with-MRO-Data-2-e1753084347991-768x511.jpg 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Challenges-with-MRO-Data-2-e1753084347991-18x12.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>\n\t\t\t\t<div class=\"elementor-element elementor-element-6654765 elementor-widget elementor-widget-text-editor\" data-id=\"6654765\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"1529\" data-end=\"1571\"><strong data-start=\"1533\" data-end=\"1571\">Principaux avantages du nettoyage des donn\u00e9es MRO<\/strong><\/p><ul data-start=\"1572\" data-end=\"2460\"><li data-start=\"1572\" data-end=\"1694\"><p data-start=\"1574\" data-end=\"1694\"><strong data-start=\"1574\" data-end=\"1595\">Pr\u00e9cision am\u00e9lior\u00e9e<\/strong>: D\u00e9tecte et corrige les erreurs (par exemple, les r\u00e9f\u00e9rences de pi\u00e8ces incompatibles), ce qui permet de prendre des d\u00e9cisions en toute confiance.<\/p><\/li><li data-start=\"1695\" data-end=\"1821\"><p data-start=\"1697\" data-end=\"1821\"><strong data-start=\"1697\" data-end=\"1720\">Gestion optimis\u00e9e des stocks<\/strong>: \u00c9limine les doublons et les articles obsol\u00e8tes, ce qui permet de r\u00e9duire les exc\u00e9dents et de garantir la disponibilit\u00e9 des stocks essentiels.<\/p><\/li><li data-start=\"1822\" data-end=\"1951\"><p data-start=\"1824\" data-end=\"1951\"><strong data-start=\"1824\" data-end=\"1863\">Am\u00e9lioration de la gestion du cycle de vie des actifs<\/strong>: Des donn\u00e9es fiables sur les pi\u00e8ces et la maintenance permettent d'optimiser la planification des actifs et la maintenance pr\u00e9dictive.<\/p><\/li><li data-start=\"1952\" data-end=\"2048\"><p data-start=\"1954\" data-end=\"2048\"><strong data-start=\"1954\" data-end=\"1983\">Optimisation de la cha\u00eene logistique<\/strong>: Les donn\u00e9es nettoy\u00e9es permettent de rationaliser les processus, de l'approvisionnement \u00e0 la consommation.<\/p><\/li><li data-start=\"2049\" data-end=\"2157\"><p data-start=\"2051\" data-end=\"2157\"><strong data-start=\"2051\" data-end=\"2086\">R\u00e9duction des d\u00e9penses et optimisation de l'approvisionnement<\/strong>: Les vues consolid\u00e9es facilitent les n\u00e9gociations avec les fournisseurs et la planification de la demande.<\/p><\/li><li data-start=\"2158\" data-end=\"2242\"><p data-start=\"2160\" data-end=\"2242\"><strong data-start=\"2160\" data-end=\"2183\">Renforcement de la conformit\u00e9<\/strong>: La standardisation des donn\u00e9es et des processus permet d'am\u00e9liorer le respect des directives.<\/p><\/li><li data-start=\"2243\" data-end=\"2339\"><p data-start=\"2245\" data-end=\"2339\"><strong data-start=\"2245\" data-end=\"2275\">Visibilit\u00e9 \u00e0 l'\u00e9chelle de l'entreprise<\/strong>: Une source unique d'informations fiables permet de r\u00e9duire les risques et de faciliter la gouvernance.<\/p><\/li><li data-start=\"2340\" data-end=\"2460\"><p data-start=\"2342\" data-end=\"2460\"><strong data-start=\"2342\" data-end=\"2363\">Une strat\u00e9gie \u00e9clair\u00e9e<\/strong>: Des donn\u00e9es MRO de qualit\u00e9 permettent de r\u00e9aliser des analyses avanc\u00e9es, d'optimiser la planification de la maintenance et de favoriser une croissance strat\u00e9gique.<\/p><\/li><\/ul>\t\t\t\t\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-8a3fbac e-flex e-con-boxed e-con e-parent\" data-id=\"8a3fbac\" 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-d09b417 elementor-widget elementor-widget-heading\" data-id=\"d09b417\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"common-use-cases-and-client-successes-with-verdantis-mro-data-cleansing\">Cas d'utilisation courants et r\u00e9ussites des clients avec la solution de nettoyage des donn\u00e9es MRO de Verdantis<\/h2>\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-a38d069 e-flex e-con-boxed e-con e-parent\" data-id=\"a38d069\" 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-ecc1f4e elementor-widget elementor-widget-text-editor\" data-id=\"ecc1f4e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Les logiciels d'entreprise de nettoyage des donn\u00e9es MRO de Verdantis permettent aux clients issus de divers secteurs \u00e0 forte intensit\u00e9 d'actifs de r\u00e9aliser des am\u00e9liorations op\u00e9rationnelles significatives.<\/p><ul><li><strong><span style=\"text-decoration: underline;\"><span style=\"color: #333399; text-decoration: underline;\"><a style=\"color: #333399; text-decoration: underline;\" href=\"https:\/\/www.verdantis.com\/mro-inventory-management\/\">Gestion optimis\u00e9e des stocks<\/a><\/span><\/span>:<\/strong> \u00c9limine les pi\u00e8ces en double ou obsol\u00e8tes, r\u00e9duit l'exc\u00e8s de stock et les co\u00fbts de stockage, garantissant ainsi des niveaux de stock optimaux.<\/li><li><strong>Am\u00e9lioration de la planification de la maintenance et de la fiabilit\u00e9 des actifs :<\/strong> Harmonise les donn\u00e9es MRO afin de garantir la pr\u00e9cision des ordres de travail et des nomenclatures, ce qui permet une maintenance pr\u00e9ventive efficace et une r\u00e9duction des temps d'arr\u00eat.<\/li><li><strong>Am\u00e9lioration de l'efficacit\u00e9 des achats et r\u00e9duction des co\u00fbts :<\/strong> Permet une meilleure rationalisation et une meilleure visibilit\u00e9 sur les fournisseurs, ce qui \u00e9vite les achats redondants et garantit des \u00e9conomies.<\/li><li><strong>Mises en \u0153uvre r\u00e9ussies de syst\u00e8mes ERP\/EAM et transformation num\u00e9rique :<\/strong> Fournit des donn\u00e9es de r\u00e9f\u00e9rence MRO fiables pour faciliter les migrations de syst\u00e8mes, favoriser l'adoption et garantir la fiabilit\u00e9 des analyses.<\/li><li><strong>Gouvernance des donn\u00e9es et conformit\u00e9 rigoureuses :<\/strong> Mise en place de normes claires en mati\u00e8re de donn\u00e9es, de flux de travail en temps r\u00e9el et de pistes d'audit afin de garantir la qualit\u00e9 des donn\u00e9es en permanence et de r\u00e9duire les risques li\u00e9s \u00e0 la conformit\u00e9.<\/li><li><strong>Rationalisation des op\u00e9rations entre les diff\u00e9rents services :<\/strong> Permet de cr\u00e9er une source unique et fiable pour les donn\u00e9es MRO, ce qui am\u00e9liore la collaboration entre les services et l'efficacit\u00e9.<\/li><\/ul><p>La suite logicielle d'entreprise de Verdantis aide les organisations internationales \u00e0 nettoyer, enrichir et g\u00e9rer leurs donn\u00e9es relatives \u00e0 la maintenance, aux r\u00e9parations et aux op\u00e9rations (MRO) ainsi qu'aux consommables indirects \u00e0 grande \u00e9chelle. D\u00e9ploy\u00e9es au sein d'\u00e9cosyst\u00e8mes ERP et EAM complexes, les solutions Verdantis AutoEnrich AI, AutoClass AI, AutoTrans AI et Integrity g\u00e9n\u00e8rent une valeur ajout\u00e9e mesurable dans de nombreux secteurs d'activit\u00e9.<\/p>\t\t\t\t\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-1e58ef4 e-grid e-con-full e-con e-child\" data-id=\"1e58ef4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-777fe27 e-con-full e-flex e-con e-child\" data-id=\"777fe27\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5119847 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"5119847\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" height=\"512\" viewbox=\"0 0 450 450\" width=\"512\"><g><g><g id=\"XMLID_1_\"><path d=\"m119.1 231.1-36.6 16.7 3.3-32z\"><\/path><path d=\"m162.9 251.1h-62.8l31.4-14.4z\"><\/path><path d=\"m177.2 215.8 3.3 32-36.6-16.7z\"><\/path><path d=\"m172.6 170.3 3 29.3-32.2-15.4z\"><\/path><path d=\"m169.5 208-38 17.4-38-17.4 38-18.1z\"><\/path><path d=\"m119.6 184.2-32.2 15.4 2.9-29.3z\"><\/path><path d=\"m131.5 141.5 34.6 20.5-34.6 16.5-34.6-16.5z\"><\/path><path d=\"m121.4 135.5-29.3 17.4 3.3-32.8z\"><\/path><path d=\"m167.6 120.1 3.3 32.8-29.3-17.4z\"><\/path><path d=\"m163.7 81 2.2 21.8-22.9-11.5z\"><\/path><path d=\"m161.2 111.9-29.7 17.6-29.7-17.6 29.7-14.8z\"><\/path><path d=\"m120 91.3-22.9 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15.1-7.9.3-.1.7-.5 1-.8z\"><\/path><path d=\"m380.5 354c-30.1 47.8-81.7 80.8-141.1 85.4-3.2-4.1-4.5-8-4-11.6.8-6 6.6-10.6 10-12.9 3.4-2.2 7.3-2.4 11.5-2.6 6.1-.3 13.6-.7 18.7-8.5 4.8-7.3 3.2-15.3 1.9-21.7-1-5.3-1.6-8.6-.1-10.4 1.3-1.6 5.7-4.2 20.8-4.3 19.8-.1 36.8-14.1 38.5-15.6 13.3-10 28-9.3 43.8 2.2z\"><\/path><path d=\"m246.4 261.4c-2.1 21.6-7 28.9-10.9 31-1 .5-4.1 2.2-10.9-1.5-20.6-11.3-41.6 8.6-43.8 10.8-3.8 3.2-6.3 3.1-7.9 2.7-10.3-2.5-20.7-26.9-27.3-43z\"><\/path><path d=\"m158.3 422.8c-.3 1.5-.6 3-.9 4.3-34.2-13.6-63.4-37.1-84-67.1 3.9-2.7 7.8-6.8 12.2-11.3 7.6-7.9 16.1-16.8 23.1-15.9 3.9.5 7.8 4 11.6 10.6 10 17 30.5 24.8 32.8 25.6 15.4 6.5 9 36.1 5.2 53.8z\"><\/path><\/g><\/g><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\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-af97c51 elementor-widget elementor-widget-heading\" data-id=\"af97c51\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">\u00c9nergie, p\u00e9trole et gaz<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-118bd4d elementor-align-center elementor-widget elementor-widget-button\" data-id=\"118bd4d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM1MTk0IiwidG9nZ2xlIjpmYWxzZX0%3D\">\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\">Lire l'\u00e9tude de cas<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bc07c88 e-con-full e-flex e-con e-child\" data-id=\"bc07c88\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c452a7a elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"c452a7a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewbox=\"0 0 512 512\"><g><path d=\"m148.7 50.5h19.9c7.9 0 14.2 6.4 14.2 14.2v20c0 7.8-6.4 14.2-14.2 14.2h-19.9c-7.9 0-14.2-6.4-14.2-14.2v-20c0-7.8 6.4-14.2 14.2-14.2zm53.6 128h27c9.4 0 17.1 7.7 17.1 17.1v26.9c0 9.4-7.7 17.1-17.1 17.1h-27c-9.4 0-17.1-7.7-17.1-17.1v-26.9c-.1-9.4 7.6-17.1 17.1-17.1zm26.9 12.1h-27c-2.8 0-5.1 2.3-5.1 5.1v26.9c0 2.8 2.3 5.1 5.1 5.1h27c2.8 0 5.1-2.3 5.1-5.1v-26.9c0-2.9-2.3-5.1-5.1-5.1zm188.3 10.9v25.3h56.3c-2.7-5.2-8.5-10.2-16.2-14.4-11.1-6.1-25.6-10.2-40.1-10.9zm-70 53.2c-6-2.9-10.1-9-10.3-15.9h-63.9c-3.3 0-6-2.7-6-6.2.1-11.3 9.8-22.6 24.3-30.7 12.6-7.1 29-12 45.6-12.5.2-5.8 3.1-11.1 7.7-14.4-9.9-38.7-44.8-66.2-85.4-66.2-17.5 0-33.7 5.1-47.4 13.8-14.1 9-25.5 21.9-32.6 37.2-1.2 2.8-4.4 4.3-7.3 3.3-9.5-3.1-19.4-3.8-29.3-2.2v16.3c0 2.9-.7 5.6-2 8l13.7 13.7c1.2 1.2 1.8 2.7 1.8 4.3v39.1h6.9c14.9 0 27 12 27 27.5 0 5.4 4.4 9.8 9.8 9.8h77c11.1 0 20.2 9.1 20.2 20.2v6.7h16.2c14 0 22.7 12 18.8 25.8l-2.6 9c6.3-1.5 12.2-3.9 17.7-7.2v-79.4zm-10.3-27.9v-25.3c-14.5.5-28.8 4.8-39.7 10.9-7.7 4.3-13.6 9.4-16.4 14.4zm61.9-43.2h-43.5c-3.5 0-6.4 2.9-6.4 6.4v48.2c0 3.5 2.9 6.4 6.4 6.4h43.5c3.5 0 6.4-2.9 6.4-6.4v-48.2c0-3.5-2.9-6.4-6.4-6.4zm-3.9 73.5h-35.7v180.2h35.7zm-10.5-163.3h19.9c7.9 0 14.2 6.4 14.2 14.2v20c0 7.9-6.4 14.3-14.2 14.3h-19.9c-7.8 0-14.2-6.4-14.2-14.3v-20c0-7.8 6.4-14.2 14.2-14.2zm-284.4 281.2h205.6c.7 0 1.2.1 1.8.3l13.1-46.3c1.6-5.8-.9-10.5-7.3-10.5h-183.6c-7.5 0-15.4 6.5-17.5 13.7zm204.1 12h-207.5l-11.3 39.8c-1.6 5.7.9 10.5 7.2 10.5h183.8c7.5 0 15.4-6.5 17.4-13.8zm-118.9 17.6c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm79.6 0c3.3 0 6 2.7 6 6s-2.7 6-6 6h-18.4c-3.3 0-6-2.7-6-6s2.7-6 6-6zm-137.9 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm29.1 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm49.9-63c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm-58.3 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm29.1 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm-47.1-35.1h155.5v-6.7c0-4.5-3.7-8.2-8.2-8.2h-77c-12.1 0-21.8-9.7-21.8-22.3 0-8.2-6.7-15-15-15h-67.6c-8.2 0-15 6.8-15 15v130.7l20-71c3.5-12.3 16.3-22.5 29.1-22.5zm-61.1 28.4v-65.6c0-14.9 12.1-27 27-27h48.6v-36.7l-12.5-12.5c-1.9.8-4 1.2-6.2 1.2h-27c-.5 0-.9 0-1.3 0-3.2 6.4-5.3 13.3-6.2 20.5-.3 2.5-2.1 4.6-4.7 5.1-43.1 9.2-63.2 59.5-38.4 95.9 5.4 7.8 12.5 14.4 20.7 19.1zm56.9-189.8h-27c-2.8 0-5.1 2.3-5.1 5.1v27c0 2.8 2.3 5.1 5.1 5.1h27c2.8 0 5.1-2.3 5.1-5.1v-27c0-2.8-2.3-5.1-5.1-5.1z\"><\/path><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\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-154b1ed elementor-widget elementor-widget-heading\" data-id=\"154b1ed\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">M\u00e9taux et exploitation mini\u00e8re<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-07893e0 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"07893e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM1MTk3IiwidG9nZ2xlIjpmYWxzZX0%3D\">\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\">Lire l'\u00e9tude de cas<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5877e31 e-con-full e-flex e-con e-child\" data-id=\"5877e31\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e01b355 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"e01b355\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"solid\" viewbox=\"0 0 32 32\"><path d=\"m26 19.25h-.25v-1.25c0-.96-.79-1.75-1.75-1.75h-2c-.96 0-1.75.79-1.75 1.75v1.25h-.25c-.96 0-1.75.79-1.75 1.75v9c0 .96.79 1.75 1.75 1.75h6c.96 0 1.75-.79 1.75-1.75v-9c0-.96-.79-1.75-1.75-1.75zm-1.29 5.99-.68 2c-.11.31-.4.51-.71.51-.08 0-.16-.01-.24-.04-.39-.13-.6-.56-.47-.95l.34-1.01h-.95c-.24 0-.47-.12-.61-.31-.14-.2-.18-.45-.1-.68l.68-2c.13-.39.56-.61.95-.47.39.13.6.56.47.95l-.34 1.01h.95c.24 0 .47.12.61.31.14.2.1801.45.1.68z\"><\/path><circle cx=\"14\" cy=\"14\" r=\"5.25\"><\/circle><path d=\"m27.12 11.4-2.59-.4301c-.23-.79-.55-1.55-.95-2.27l1.54-2.14c.21-.3.18-.71-.08-.97l-2.63-2.63c-.26-.26-.67-.29-.97-.08l-2.14 1.54c-.72-.4-1.48-.72-2.27-.95l-.43-2.59c-.06-.36-.37-.63-.7401-.63h-3.72c-.37 0-.68.27-.74.63l-.43 2.59c-.79.23-1.55.55-2.27.95l-2.14-1.54c-.3-.21-.71-.18-.97.08l-2.63 2.63c-.26.2599-.29.67-.08.97l1.54 2.14c-.4.72-.72 1.48-.95 2.27l-2.59.4301c-.36.06-.63.37-.63.74v3.72c0 .37.27.68.63.74l2.59.4301c.23.79.55 1.55.95 2.27l-1.54 2.14c-.21.3-.18.71.08.97l2.63 2.63c.26.26.67.29.97.08l2.14-1.54c.72.4 1.48.72 2.27.95l.43 2.59c.06.36.37.63.74.63h3.72c.3701 0 .6801-.27.7401-.63l.15-.9v-5.22c0-.32.05-.62.14-.91-.87.42-1.86.66-2.89.66-3.72 0-6.75-3.03-6.75-6.75s3.03-6.75 6.75-6.75 6.75 3.03 6.75 6.75c0 .35-.03.7-.09 1.04.41-.19.86-.29 1.34-.29h2c1.3 0 2.43.77 2.94 1.88l.18-.03c.36-.06.63-.37.63-.74v-3.72c0-.37-.27-.68-.63-.74z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\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-b51dfd1 elementor-widget elementor-widget-heading\" data-id=\"b51dfd1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Services publics<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3e74e9a elementor-align-center elementor-widget elementor-widget-button\" data-id=\"3e74e9a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM1MjAwIiwidG9nZ2xlIjpmYWxzZX0%3D\">\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\">Lire l'\u00e9tude de cas<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e7f4c56 e-con-full e-flex e-con e-child\" data-id=\"e7f4c56\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-824ff5a elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"824ff5a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" data-name=\"Layer 1\" viewbox=\"0 0 512 512\"><path d=\"M212.192,361.863V282.744a4.409,4.409,0,0,1,4.4-4.4h25.913V312.3h.028a6.927,6.927,0,0,0,11.205,5.476L260.8,312.3l6.549,5.138a6.993,6.993,0,0,0,11.714-5.138V278.341h25.912a4.409,4.409,0,0,1,4.4,4.4v79.119a4.433,4.433,0,0,1-4.4,4.432H216.6A4.433,4.433,0,0,1,212.192,361.863Zm44.259-63.792a6.954,6.954,0,0,1,8.609-.028l.057.028v-19.73h-8.666ZM81.024,366.3h88.348a4.44,4.44,0,0,0,4.433-4.432V282.744a4.416,4.416,0,0,0-4.433-4.4H143.489V312.3a6.993,6.993,0,0,1-11.714,5.138L125.2,312.3l-7.028,5.476a6.928,6.928,0,0,1-11.206-5.476h-.028V278.341H81.024a4.433,4.433,0,0,0-4.432,4.4v79.119A4.458,4.458,0,0,0,81.024,366.3Zm48.465-68.252.056.028v-19.73h-8.666v19.73A6.955,6.955,0,0,1,129.489,298.043ZM346.974,348.71V366.3h81.687V348.71a18.491,18.491,0,0,0-18.432-18.432H365.405A18.491,18.491,0,0,0,346.974,348.71ZM133.412,239.727a6.961,6.961,0,0,0,10.9,8.666l12.956-16.315a7.037,7.037,0,0,0,1.524-4.347V166.564H91.609v61.167h.028a7.005,7.005,0,0,0,1.5,4.347l12.956,16.315a6.961,6.961,0,0,0,10.9-8.666l-11.432-14.4V197.783h39.291v27.549Zm276.817,76.607a31.018,31.018,0,0,1,6.521.677l-8.271-148.358a61.8,61.8,0,0,1-41.323,0l-8.271,148.358a31.015,31.015,0,0,1,6.52-.677Zm93.712,109.208a45.439,45.439,0,0,1-45.331,45.332H53.39a45.318,45.318,0,1,1,0-90.635H458.61A45.433,45.433,0,0,1,503.941,425.542Zm-428.421,0A15.708,15.708,0,1,0,59.8,441.265,15.7,15.7,0,0,0,75.52,425.542Zm78.47,0a15.708,15.708,0,1,0-15.7,15.723A15.7,15.7,0,0,0,153.99,425.542Zm78.5,0a15.722,15.722,0,1,0-15.722,15.723A15.72,15.72,0,0,0,232.487,425.542Zm78.47,0a15.722,15.722,0,1,0-15.722,15.723A15.7,15.7,0,0,0,310.957,425.542Zm78.47,0a15.709,15.709,0,1,0-15.722,15.723A15.7,15.7,0,0,0,389.427,425.542Zm78.5,0A15.723,15.723,0,1,0,452.2,441.265,15.721,15.721,0,0,0,467.925,425.542ZM340.228,110.7a47.59,47.59,0,1,1,47.59,47.562A47.6,47.6,0,0,1,340.228,110.7Zm27.521,0a20.069,20.069,0,1,0,20.069-20.069A20.075,20.075,0,0,0,367.749,110.7Zm-39.63,14.9a61.524,61.524,0,0,1,15.468-57.694L179.055,33.533a54.264,54.264,0,0,1-10.642,39.6ZM125.2,94.586a54.375,54.375,0,0,1-16.54-2.568v60.6h33.109v-60.6A54.423,54.423,0,0,1,125.2,94.586ZM84.891,40.335A40.322,40.322,0,1,1,125.2,80.643,40.319,40.319,0,0,1,84.891,40.335Zm25.066,0A15.242,15.242,0,1,0,125.2,25.093,15.25,15.25,0,0,0,109.957,40.335Zm95.207,176.811,2.653-4.46a46.182,46.182,0,0,1-5.758-13.915l-5.052-1.271-6.125-1.524a57.186,57.186,0,0,1,0-15.637l6.125-1.553,5.052-1.27a46.171,46.171,0,0,1,5.758-13.915l-2.653-4.461-3.246-5.447a57.575,57.575,0,0,1,11.037-11.037L218.4,145.9l4.46,2.682a46.249,46.249,0,0,1,13.916-5.787l1.27-5.024,1.553-6.153a56.982,56.982,0,0,1,15.609,0l1.552,6.153,1.27,5.024a46.238,46.238,0,0,1,13.916,5.787l4.46-2.682,5.448-3.246a58.378,58.378,0,0,1,11.036,11.037l-3.246,5.447-2.653,4.461a46.171,46.171,0,0,1,5.758,13.915l5.024,1.27,6.154,1.553a57.291,57.291,0,0,1,0,15.637l-6.154,1.524-5.024,1.271a46.182,46.182,0,0,1-5.758,13.915l2.653,4.46,3.246,5.448a57.745,57.745,0,0,1-11.036,11.065l-5.448-3.274-4.46-2.654a46.177,46.177,0,0,1-13.916,5.758l-1.27,5.053-1.552,6.125a55.6,55.6,0,0,1-15.609,0l-1.553-6.125-1.27-5.053a46.188,46.188,0,0,1-13.916-5.758l-4.46,2.654-5.447,3.274a56.961,56.961,0,0,1-11.037-11.065Zm18.856-28.989a23.372,23.372,0,1,0,23.371-23.371A23.382,23.382,0,0,0,224.02,188.157ZM67.757,512H444.242V484.818H67.757Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\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-9c5eb1f elementor-widget elementor-widget-heading\" data-id=\"9c5eb1f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Fabrication<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f216c1 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"4f216c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM1MTg3IiwidG9nZ2xlIjpmYWxzZX0%3D\">\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\">Lire l'\u00e9tude de cas<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b306155 e-con-full e-flex e-con e-child\" data-id=\"b306155\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3748d63 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"3748d63\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 64 64\" width=\"512\" height=\"512\"><g id=\"GLYPH\"><g id=\"_03-Valentine_copy_5\" data-name=\"03-Valentine copy 5\"><path d=\"M12,49a4,4,0,1,0,4,4A3.9989,3.9989,0,0,0,12,49Zm0,5.75A1.75,1.75,0,1,1,13.75,53,1.7455,1.7455,0,0,1,12,54.75ZM52,44H12a9,9,0,0,0,0,18H52a9,9,0,0,0,0-18ZM12,59a6,6,0,1,1,6-6A6.0048,6.0048,0,0,1,12,59Zm13,0a6,6,0,1,1,6-6A6.0048,6.0048,0,0,1,25,59Zm14,0a6,6,0,1,1,6-6A6.0048,6.0048,0,0,1,39,59Zm13,0a6,6,0,1,1,6-6A6.0048,6.0048,0,0,1,52,59ZM39,49a4,4,0,1,0,4,4A3.9989,3.9989,0,0,0,39,49Zm0,5.75A1.75,1.75,0,1,1,40.75,53,1.7455,1.7455,0,0,1,39,54.75ZM25,49a4,4,0,1,0,4,4A3.9989,3.9989,0,0,0,25,49Zm0,5.75A1.75,1.75,0,1,1,26.75,53,1.7455,1.7455,0,0,1,25,54.75ZM52,49a4,4,0,1,0,4,4A3.9989,3.9989,0,0,0,52,49Zm0,5.75A1.75,1.75,0,1,1,53.75,53,1.7455,1.7455,0,0,1,52,54.75ZM61,2V4a2,2,0,0,1-2,2H5A2,2,0,0,1,3,4V2ZM48,8v4h2v4H36V12h2V8ZM35,34h3.62A3.3886,3.3886,0,0,1,42,37.38V42H35Zm.8-9.07,1.4-1.86a4.0241,4.0241,0,0,0,.8-2.4V18H48v2.67a4.0241,4.0241,0,0,0,.8,2.4l1.4,1.86a4.0241,4.0241,0,0,1,.8,2.4V42H44V37.38A5.3817,5.3817,0,0,0,38.62,32H35V27.33A4.0241,4.0241,0,0,1,35.8,24.93ZM13,34h3.62A3.3886,3.3886,0,0,1,20,37.38V42H13Zm.8-9.07,1.4-1.86a4.0241,4.0241,0,0,0,.8-2.4V18H26v2.67a4.0241,4.0241,0,0,0,.8,2.4l1.4,1.86a4.0241,4.0241,0,0,1,.8,2.4V42H22V37.38A5.3817,5.3817,0,0,0,16.62,32H13V27.33A4.0241,4.0241,0,0,1,13.8,24.93ZM26,13.2361V14h1.125a1.0089,1.0089,0,0,1,0,2H14.875a1.0089,1.0089,0,0,1,0-2H16v-.7639A2.2361,2.2361,0,0,1,18.2361,11H23.764A2.236,2.236,0,0,1,26,13.2361Z\"><\/path><\/g><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\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-cbbd309 elementor-widget elementor-widget-heading\" data-id=\"cbbd309\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\"><a href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM1MjAzIiwidG9nZ2xlIjpmYWxzZX0%3D\">Alimentation et boissons<\/a><\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e02dec8 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"e02dec8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM1MjAzIiwidG9nZ2xlIjpmYWxzZX0%3D\">\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\">Lire l'\u00e9tude de cas<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0a60fae e-con-full e-flex e-con e-child\" data-id=\"0a60fae\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9dc27d3 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"9dc27d3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewbox=\"0 0 64 64\"><g><path d=\"m12.8041992 21.2264442h10.375c.5522461 0 1-.4477539 1-1v-3.0496826c0-.5523071-.4477539-1-1-1h-10.375c-.5523071 0-1 .4476929-1 1v3.0496826c0 .5522461.4476929 1 1 1z\"><\/path><path d=\"m21.7800293 36.380619h-14.3500366v12.419983h14.3500366zm-5.960022 9.1900025c-1.0200195 1.0200195-2.6799927 1.0200195-3.7000122 0s-1.0200195-2.6699829 0-3.7000122l.4273682-.4273682c.0012817.0012817.0016479.0031128.0029297.0043945l3.6963501 3.6963501zm2.2700196-2.2700195-.4293213.4293213-3.6963501-3.6963501c-.0012817-.0012817-.0031128-.0016479-.0043945-.0029297l.4300537-.4299927c1.0199585-1.0200195 2.6799927-1.0200195 3.7000122 0 .5099487.5099487.7699585 1.1900024.7699585 1.8499756 0 .6699829-.2600098 1.3400268-.7699585 1.8499756z\"><\/path><path d=\"m22.7833252 23.2264442h-9.583313v4.8641968l-5.7700195 4.6900024v1.5999756h15.3500366c.5599976 0 1 .4500122 1 1v14.419983c0 .5500488-.4400024 1-1 1h-15.3500366v1.2300415c0 1.0999756.8900146 2 2 2h17.1199951c1.1099854 0 2-.9000244 2-2v-19.25l-5.7666626-4.6873169z\"><\/path><path d=\"m39.0773926 22.8547401c-.5523071 0-1 .4477539-1 1v2.3461914c0 .5523071.4476929 1 1 1h11.1637573c.5523071 0 1-.4476929 1-1v-2.3461914c0-.5522461-.4476929-1-1-1z\"><\/path><path d=\"m45.1900024 40.5006142c4.710022 2.7800293 8.7299805 1 10.5100098-.1099854-1.1400146-2.8599854-3.3699951-5.1599731-6.1600342-6.4099731v-4.7800293h-9.7599487v4.7800293c-2.3800049 1.0699463-4.3400269 2.8899536-5.5900269 5.1599731 2.6099854-.8099975 6.6300049-1.2199707 11 1.3599854z\"><\/path><path d=\"m56.289978 42.3306313c-1.3599854.7600098-3.4799805 1.6300049-6.0199585 1.6300049-1.8500366 0-3.9200439-.4500122-6.1000366-1.7399902-4.8099976-2.8300171-9.1599731-1.4000244-11-.5300293-.2799683 1-.4299927 2.0599976-.4299927 3.1500244 0 3.8599854 1.8400269 7.3099976 4.7000122 9.4799805h14.4299927c2.8599854-2.1699829 4.7000122-5.6199951 4.7000122-9.4799805 0-.8599854-.0900268-1.7000123-.2800293-2.5100098z\"><\/path><circle cx=\"48.17\" cy=\"16.305\" r=\"3.672\"><\/circle><circle cx=\"37.818\" cy=\"12.634\" r=\"2.953\"><\/circle><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\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-d221e08 elementor-widget elementor-widget-heading\" data-id=\"d221e08\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Produits chimiques <\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-48c3ba6 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"48c3ba6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM1MjA2IiwidG9nZ2xlIjpmYWxzZX0%3D\">\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\">Lire l'\u00e9tude de cas<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\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<div class=\"elementor-element elementor-element-915ce07 e-flex e-con-boxed e-con e-parent\" data-id=\"915ce07\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-8bf970f e-grid e-con-full e-con e-child\" data-id=\"8bf970f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-78551b5 e-grid e-con-full e-con e-child\" data-id=\"78551b5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-26b6afa elementor-widget elementor-widget-text-editor\" data-id=\"26b6afa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"color: #ffffff;\">Les organisations font \u00e9tat d'un <strong>50%<\/strong> r\u00e9duction des temps d'arr\u00eat impr\u00e9vus li\u00e9s aux pi\u00e8ces, une <strong>40%<\/strong> r\u00e9duction des co\u00fbts de stock, une <strong>35%<\/strong>une r\u00e9duction des budgets d'entretien, et une <strong>25%<\/strong> am\u00e9lioration des niveaux de service gr\u00e2ce \u00e0 l'optimisation des pi\u00e8ces de rechange MRO.<\/span><\/p><p style=\"text-align: center;\"><span style=\"color: #ffffff;\"><strong><a style=\"color: #ffffff;\" href=\"https:\/\/www.ibm.com\/think\/insights\/mro-spare-parts-optimization\" rel=\"nofollow noopener\" target=\"_blank\">Source : IBM<\/a><\/strong><\/span><\/p>\t\t\t\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\t\t<div class=\"elementor-element elementor-element-3aa593e elementor-widget elementor-widget-heading\" data-id=\"3aa593e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Nettoyage et classification des donn\u00e9es de base des articles MRO : la prochaine \u00e9tape\n<\/h2>\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-ba3ee3a e-flex e-con-boxed e-con e-parent\" data-id=\"ba3ee3a\" 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-2ef5e18 elementor-widget elementor-widget-text-editor\" data-id=\"2ef5e18\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Les entreprises modernes ne doivent pas se contenter de simplement \u00ab nettoyer \u00bb leurs donn\u00e9es. Dans les secteurs \u00e0 forte intensit\u00e9 d'actifs, la normalisation des donn\u00e9es de r\u00e9f\u00e9rence MRO doit \u00e9voluer pour devenir une ressource enrichie en continu, gouvern\u00e9e et exploitable, qui s'int\u00e8gre aux syst\u00e8mes de maintenance, aux processus d'approvisionnement et aux hi\u00e9rarchies d'ing\u00e9nierie. Verdantis y parvient gr\u00e2ce \u00e0 une plateforme s'appuyant sur une IA agentique, une intelligence multilingue et une logique m\u00e9tier approfondie.<\/p>\t\t\t\t\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-201deb2 e-con-full e-flex e-con e-child\" data-id=\"201deb2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c2eb734 elementor-widget elementor-widget-heading\" data-id=\"c2eb734\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">1. Enrichissement autonome bas\u00e9 sur l'IA<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-12c66fe elementor-widget elementor-widget-text-editor\" data-id=\"12c66fe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Objectif :<\/strong> Transformez les descriptions MRO brutes, incompl\u00e8tes ou incoh\u00e9rentes en fiches enti\u00e8rement enrichies et comportant tous les attributs n\u00e9cessaires, et ce \u00e0 grande \u00e9chelle.<\/p><p>Les solutions AutoEnrich AI et AutoSpec AI de Verdantis s'appuient sur le traitement du langage naturel (NLP), l'apprentissage automatique (ML) et des moteurs d'extraction d'entit\u00e9s entra\u00een\u00e9s sur des millions d'enregistrements sp\u00e9cifiques au secteur. Ces agents ne se contentent pas d'effectuer un enrichissement ponctuel des donn\u00e9es MRO : ils apprennent et \u00e9voluent en permanence \u00e0 chaque it\u00e9ration du jeu de donn\u00e9es.<\/p><p><strong>Principales comp\u00e9tences :<\/strong><\/p><ul><li><strong>Inf\u00e9rence d'attributs :<\/strong> Propose des valeurs d'attributs probables en fonction de mod\u00e8les au niveau de la classe (par exemple, la puissance en chevaux pour les moteurs, la taille de bride pour les vannes).<\/li><li><strong>Extraction contextuelle :<\/strong> Analyse des contenus structur\u00e9s et semi-structur\u00e9s (fiches techniques, catalogues au format PDF, nomenclatures) afin d'en extraire les caract\u00e9ristiques essentielles telles que la tension, le filetage, la composition des mat\u00e9riaux et les r\u00e9f\u00e9rences des \u00e9quipementiers.<\/li><li><strong>V\u00e9rification crois\u00e9e :<\/strong> Il recoupe les attributs d\u00e9duits avec des sources externes fiables (catalogues des \u00e9quipementiers, bases de donn\u00e9es des fournisseurs, fiches techniques du secteur) \u00e0 des fins de validation.<\/li><li><strong>Apprentissage guid\u00e9 par le retour d'information :<\/strong> Les d\u00e9cisions d'enrichissement approuv\u00e9es servent \u00e0 r\u00e9entra\u00eener les mod\u00e8les, ce qui permet d'am\u00e9liorer leur pr\u00e9cision au fil du temps.<\/li><\/ul><p><strong>Avantages :<\/strong><\/p><ul><li>Un effort humain minimal pour un enrichissement \u00e0 grande \u00e9chelle<\/li><li>Capacit\u00e9 \u00e0 s'adapter \u00e0 diverses cat\u00e9gories de produits (\u00e9lectronique, m\u00e9canique, instrumentation, etc.)<\/li><li>Am\u00e9liorer en permanence la pr\u00e9cision gr\u00e2ce \u00e0 l'apprentissage par renforcement<\/li><li>Garantit la conformit\u00e9 avec les taxonomies mondiales telles que l'UNSPSC et eCl@ss<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-607dcd2 e-con-full e-flex e-con e-child\" data-id=\"607dcd2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f2bee0e elementor-widget elementor-widget-heading\" data-id=\"f2bee0e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">2. Traduction multilingue et normalisation<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56db698 elementor-widget elementor-widget-text-editor\" data-id=\"56db698\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Objectif :<\/strong> Mettre en place une gouvernance globale des articles et assurer l'harmonisation des donn\u00e9es de r\u00e9f\u00e9rence entre les r\u00e9gions, les langues et les filiales.<\/p><p>AutoTrans AI de Verdantis est un mod\u00e8le linguistique optimis\u00e9 pour les traductions sp\u00e9cifiques au domaine de la maintenance, de la r\u00e9paration et de la r\u00e9vision (MRO). Il assure la conversion des formats d'entr\u00e9e multilingues et normalise les descriptions en texte libre selon un vocabulaire standardis\u00e9 \u00e0 l'\u00e9chelle de l'entreprise.<\/p><p><strong>Principales comp\u00e9tences :<\/strong><\/p><ul><li><strong>Traduction bidirectionnelle<\/strong> des descriptions en arabe, en espagnol, en allemand, en chinois et dans d'autres langues<\/li><li><strong>Normalisation terminologique<\/strong> pour r\u00e9soudre les incoh\u00e9rences telles que \u00ab Pompe centrifuge \u00bb vs \u00ab Centrifuge \u00bb<\/li><li><strong>Cartographie contextuelle :<\/strong> Indique que le terme \u00ab BB 6205 \u00bb en espagnol (\u00ab Rodamiento de bolas \u00bb) correspond \u00e0 \u00ab Ball Bearing \u00bb en anglais<\/li><li><strong>Prise en charge de la retraduction :<\/strong> Garantit que les enregistrements enrichis puissent \u00eatre retraduits dans la langue d'origine pour les syst\u00e8mes ERP localis\u00e9s<\/li><\/ul><p><strong>Avantages :<\/strong><\/p><ul><li>Catalogue mondial unifi\u00e9 des mat\u00e9riaux<\/li><li>\u00c9limine les doublons entre langues<\/li><li>Permet une gouvernance centralis\u00e9e tout en pr\u00e9servant la facilit\u00e9 d'utilisation au niveau r\u00e9gional<\/li><li>Acc\u00e9l\u00e8re le d\u00e9ploiement d'ERP multilingues et l'harmonisation des fournisseurs<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-576a891 e-con-full e-flex e-con e-child\" data-id=\"576a891\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-11fda79 elementor-widget elementor-widget-heading\" data-id=\"11fda79\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">3. Int\u00e9gration de la nomenclature num\u00e9rique et synchronisation des \u00e9quipements<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-91f747a elementor-widget elementor-widget-text-editor\" data-id=\"91f747a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Objectif :<\/strong> \u00c9tablir un lien enti\u00e8rement tra\u00e7able entre les pi\u00e8ces de rechange nettoy\u00e9es et les \u00e9quipements auxquels elles sont associ\u00e9es.<\/p><p>Verdantis num\u00e9rise les nomenclatures (BOM) et les relie \u00e0 des fiches articles nettoy\u00e9es et enrichies \u00e0 l'aide de <span style=\"color: #333399;\"><a style=\"color: #333399;\" href=\"https:\/\/www.verdantis.com\/bom-inventory-management-software\/\">logiciel de gestion des nomenclatures et des stocks<\/a><\/span>. Cela permet aux techniciens de maintenance et aux planificateurs d'acc\u00e9der \u00e0 la bonne pi\u00e8ce, pour le bon \u00e9quipement, au bon moment.<\/p><p><strong>Principales comp\u00e9tences :<\/strong><\/p><ul><li><strong>AutoDoc IA<\/strong> analyse les manuels techniques, les plans en 2D et les sch\u00e9mas d'\u00e9quipements afin d'en extraire les noms des pi\u00e8ces, leurs quantit\u00e9s et leur emplacement.<\/li><li><strong>Mappage des liens entre \u00e9quipements :<\/strong> Les pi\u00e8ces de rechange sont associ\u00e9es aux codes de fonction des \u00e9quipements et aux hi\u00e9rarchies d'actifs au sein des syst\u00e8mes GMAO\/EAM.<\/li><li><strong>Cartographie de l'obsolescence :<\/strong> Si un article de la nomenclature est obsol\u00e8te, il est signal\u00e9 et remplac\u00e9 par un produit de substitution approuv\u00e9.<\/li><li><strong>Validation de l'utilisation :<\/strong> Les tendances d'utilisation historiques et les donn\u00e9es relatives aux d\u00e9faillances permettent de valider l'exactitude de la nomenclature pour les actifs critiques.<\/li><\/ul><p><strong>Avantages :<\/strong><\/p><ul><li>R\u00e9duit les erreurs d'utilisation des pi\u00e8ces lors des op\u00e9rations de maintenance<\/li><li>Augmente les taux de r\u00e9solution d\u00e8s la premi\u00e8re intervention et r\u00e9duit au minimum les temps d'arr\u00eat<\/li><li>Assure la tra\u00e7abilit\u00e9 entre les stocks et le cycle de vie des actifs<\/li><li>Permet une planification pr\u00e9cise de la maintenance pr\u00e9ventive<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-feb4289 e-con-full e-flex e-con e-child\" data-id=\"feb4289\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bc52d6c elementor-widget elementor-widget-heading\" data-id=\"bc52d6c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">4. Analyse des stocks MRO avec MRO360<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32f8a2e elementor-widget elementor-widget-text-editor\" data-id=\"32f8a2e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Objectif :<\/strong> Int\u00e9grez les donn\u00e9es de r\u00e9f\u00e9rence, l'historique des mouvements et les r\u00e8gles m\u00e9tier afin de cr\u00e9er une vue unique et intelligente des stocks MRO.<\/p><p>La solution MRO360 de Verdantis est une suite EAM native IA dot\u00e9e d'une architecture modulaire. Elle associe les donn\u00e9es relatives aux pi\u00e8ces de rechange et aux actifs \u00e0 l'\u00e9valuation des stocks afin d'offrir une vue d'ensemble en boucle ferm\u00e9e de la disponibilit\u00e9, des mouvements et de l'obsolescence des stocks.<\/p><p><strong>Principales comp\u00e9tences :<\/strong><\/p><ul><li><strong>Visibilit\u00e9 en temps r\u00e9el sur les stocks<\/strong> dans plusieurs sites de production, entrep\u00f4ts et instances ERP<\/li><li><strong>Regroupement des doublons dans l'inventaire<\/strong> \u00e0 l'aide de mod\u00e8les de d\u00e9duplication s\u00e9mantiques et bas\u00e9s sur les attributs<\/li><li><strong>Identification des pi\u00e8ces \u00e0 mouvement lent ou immobiles<\/strong> en fonction de seuils configurables relatifs \u00e0 la fr\u00e9quence d'\u00e9mission, \u00e0 l'anciennet\u00e9 et \u00e0 la rotation des stocks<\/li><li><strong>Analyse ABC et FSN<\/strong> int\u00e9gr\u00e9 aux param\u00e8tres de r\u00e9approvisionnement de l'ERP afin d'alimenter la planification<\/li><li><strong>Indicateurs de cycle de vie relatifs \u00e0 l'obsolescence :<\/strong> Combine l'\u00e9tat du support technique du fabricant d'\u00e9quipement d'origine (OEM) et la fr\u00e9quence d'utilisation pour identifier les stocks obsol\u00e8tes<\/li><\/ul><p><strong>Avantages :<\/strong><\/p><ul><li>R\u00e9duit le fonds de roulement immobilis\u00e9 dans les stocks exc\u00e9dentaires et superflus<\/li><li>Am\u00e9liore la disponibilit\u00e9 des pi\u00e8ces lors des arr\u00eats programm\u00e9s ou des situations d'urgence<\/li><li>Permet le partage de mat\u00e9riel entre usines et l'agr\u00e9gation de la demande<\/li><li>Am\u00e9liore la pr\u00e9cision des pr\u00e9visions gr\u00e2ce \u00e0 l'int\u00e9gration des donn\u00e9es techniques et transactionnelles<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-63373e1 e-con-full e-flex e-con e-child\" data-id=\"63373e1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5e9056c elementor-widget elementor-widget-heading\" data-id=\"5e9056c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">5. Gouvernance active des donn\u00e9es et conformit\u00e9<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a737a73 elementor-widget elementor-widget-text-editor\" data-id=\"a737a73\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Objectif :<\/strong> Appliquez des politiques, des taxonomies et des processus de validation \u00e0 l'\u00e9chelle de l'entreprise afin de garantir \u00e0 tout moment la qualit\u00e9 et la conformit\u00e9 des donn\u00e9es.<\/p><p>La plateforme Integrity de Verdantis est un moteur de gouvernance qui int\u00e8gre, pour chaque op\u00e9ration relative aux fiches articles (cr\u00e9ation, modification, suppression), des m\u00e9canismes de validation, d\u2019approbation et de tra\u00e7abilit\u00e9.<\/p><p><strong>Principales comp\u00e9tences :<\/strong><\/p><ul><li><strong>Workflows bas\u00e9s sur les r\u00f4les :<\/strong> Responsables de validation d\u00e9sign\u00e9s pour chaque \u00e9tape : ing\u00e9nierie, maintenance, approvisionnement<\/li><li><strong>R\u00e8gles de validation au niveau des attributs :<\/strong> Par exemple, la puissance en chevaux des moteurs doit \u00eatre une valeur num\u00e9rique ; le champ \u00ab Fabricant \u00bb ne doit pas \u00eatre laiss\u00e9 vide.<\/li><li><strong>Int\u00e9gration avec les plateformes ERP\/EAM :<\/strong> Application des r\u00e8gles de gouvernance au moment de la saisie des donn\u00e9es dans SAP MDG, Oracle PIM et Maximo<\/li><li><strong>Piste d'audit et tra\u00e7abilit\u00e9 :<\/strong> Chaque action est enregistr\u00e9e, horodat\u00e9e et peut faire l'objet d'un rapport<\/li><\/ul><p><strong>Avantages :<\/strong><\/p><ul><li>\u00c9limine les donn\u00e9es erron\u00e9es d\u00e8s leur source<\/li><li>Permet de se conformer aux normes ISO, \u00e0 la loi SOX et aux r\u00e9glementations en mati\u00e8re de s\u00e9curit\u00e9<\/li><li>R\u00e9duit la dur\u00e9e du cycle de cr\u00e9ation des documents gr\u00e2ce \u00e0 des mod\u00e8les int\u00e9gr\u00e9s<\/li><li>Rend la gouvernance \u00e9volutive, transparente et collaborative<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-152fd3b e-con-full e-flex e-con e-child\" data-id=\"152fd3b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-76c53c1 elementor-widget elementor-widget-heading\" data-id=\"76c53c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">6. Aide \u00e0 la d\u00e9cision et rapports bas\u00e9s sur l'IA<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fb7ba93 elementor-widget elementor-widget-text-editor\" data-id=\"fb7ba93\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Objectif :<\/strong> Transformez des donn\u00e9es MRO propres, structur\u00e9es et enrichies en informations exploitables pour r\u00e9duire les co\u00fbts, att\u00e9nuer les risques et d\u00e9finir une strat\u00e9gie op\u00e9rationnelle.<\/p><p>Verdantis propose des tableaux de bord adapt\u00e9s \u00e0 chaque r\u00f4le et des outils d'analyse en libre-service, bas\u00e9s sur des mod\u00e8les d'IA entra\u00een\u00e9s \u00e0 partir de donn\u00e9es historiques relatives \u00e0 la qualit\u00e9, aux comportements d'approvisionnement et \u00e0 l'utilisation des services de maintenance.<\/p><p><strong>Principales comp\u00e9tences :<\/strong><\/p><ul><li><strong>Tableaux de bord sur l'\u00e9tat des stocks<\/strong>: Afficher les articles en surplus, obsol\u00e8tes, en double et inactifs<\/li><li><strong>Analyse pr\u00e9dictive<\/strong> concernant la dur\u00e9e de vie des pi\u00e8ces de rechange, les tendances d'utilisation et les sch\u00e9mas de demande<\/li><li><strong>Rapports sur les march\u00e9s publics<\/strong>: Regroupement des fournisseurs par cat\u00e9gorie et \u00e9carts d'approvisionnement au niveau des articles<\/li><li><strong>Arbres visuels des \u00e9l\u00e9ments et des pi\u00e8ces<\/strong>: Nomenclatures interactives li\u00e9es aux ordres de travail et aux plans de maintenance<\/li><\/ul><p><strong>Avantages :<\/strong><\/p><ul><li>Am\u00e9lioration de l'approvisionnement strat\u00e9gique et de la performance des fournisseurs<\/li><li>Analyse plus rapide des causes profondes des temps d'arr\u00eat et des d\u00e9faillances de composants<\/li><li>Une meilleure coordination entre les services des achats, de l'ing\u00e9nierie et de l'exploitation des usines<\/li><li>Une prise de d\u00e9cision fond\u00e9e sur les donn\u00e9es \u00e0 tous les niveaux<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7c9e504 e-con-full e-flex e-con e-child\" data-id=\"7c9e504\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c9f7fc2 elementor-widget elementor-widget-heading\" data-id=\"c9f7fc2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">7. Optimisation des ordres de travail et pr\u00e9cision d'ex\u00e9cution<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1bd9675 elementor-widget elementor-widget-text-editor\" data-id=\"1bd9675\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Objectif :<\/strong> Veiller \u00e0 ce que les techniciens et les planificateurs aient imm\u00e9diatement acc\u00e8s aux documents appropri\u00e9s et valid\u00e9s lorsqu'ils cr\u00e9ent ou ex\u00e9cutent des ordres de travail de maintenance.<\/p><p>L'un des points faibles courants dans les environnements GMAO (par exemple, Maximo, SAP PM) r\u00e9side dans l'utilisation de r\u00e9f\u00e9rences de mat\u00e9riel vagues ou erron\u00e9es dans les ordres de travail, ce qui entra\u00eene des erreurs de pr\u00e9l\u00e8vement, des retards et des temps d'arr\u00eat. Verdantis \u00e9limine ce risque en int\u00e9grant des donn\u00e9es de r\u00e9f\u00e9rence MRO de haute qualit\u00e9 tout au long du cycle de vie des ordres de travail.<\/p><p><strong>Principales comp\u00e9tences :<\/strong><\/p><ul><li><strong><span style=\"text-decoration: underline; color: #333399;\"><span><a style=\"color: #333399; text-decoration: underline;\" href=\"https:\/\/www.verdantis.com\/work-order-management\/\">Lien entre l'ordre de travail et les articles<\/a><\/span><\/span>:<\/strong> Propose automatiquement des produits de nettoyage adapt\u00e9s en fonction du type d'\u00e9quipement, de l'emplacement et de l'historique des t\u00e2ches<\/li><li><strong>Aide \u00e0 la recherche contextuelle :<\/strong> Permet d'effectuer des recherches par description partielle ou par attribut (par exemple, \u00ab Vanne \u00e0 guillotine SS 4 pouces \u00bb) gr\u00e2ce \u00e0 la correspondance s\u00e9mantique<\/li><li><strong>V\u00e9rification de la disponibilit\u00e9 des pi\u00e8ces de rechange :<\/strong> S'int\u00e8gre \u00e0 Inventory360 pour v\u00e9rifier la disponibilit\u00e9 des pi\u00e8ces dans les entrep\u00f4ts locaux ou alternatifs<\/li><li><strong>Alertes d'obsolescence :<\/strong> Signale automatiquement si une pi\u00e8ce demand\u00e9e est obsol\u00e8te et propose des substituts approuv\u00e9s<\/li><\/ul><p><strong>Avantages :<\/strong><\/p><ul><li>Augmente les taux de r\u00e9solution d\u00e8s la premi\u00e8re intervention<\/li><li>R\u00e9duit les retards dus \u00e0 des pi\u00e8ces indisponibles ou incorrectes<\/li><li>Am\u00e9liore la productivit\u00e9 des techniciens et la pr\u00e9cision de la planification<\/li><li>Garantit que les ordres de travail du syst\u00e8me de gestion de la maintenance assist\u00e9e par ordinateur (GMAO) refl\u00e8tent la disponibilit\u00e9 r\u00e9elle des mat\u00e9riaux et l'exactitude des sp\u00e9cifications<\/li><\/ul><p><strong>Exemple de cas d'utilisation :<\/strong><br \/>Un planificateur g\u00e9n\u00e8re un ordre de travail de maintenance pr\u00e9ventive pour une pompe centrifuge. Le syst\u00e8me propose automatiquement le kit de joints adapt\u00e9 en fonction du mod\u00e8le de l'\u00e9quipement, de son emplacement et de son historique d'utilisation, ce qui garantit que le technicien pr\u00e9l\u00e8ve la bonne pi\u00e8ce d\u00e8s la premi\u00e8re tentative.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2d3e3b1 e-con-full e-flex e-con e-child\" data-id=\"2d3e3b1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2b34957 elementor-widget elementor-widget-heading\" data-id=\"2b34957\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">8. Alignement du cycle de vie des actifs et ing\u00e9nierie de la fiabilit\u00e9<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-96214d2 elementor-widget elementor-widget-text-editor\" data-id=\"96214d2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Objectif :<\/strong> Prolongez la dur\u00e9e de vie des actifs et r\u00e9duisez au minimum les pannes impr\u00e9vues en int\u00e9grant des donn\u00e9es MRO valid\u00e9es aux hi\u00e9rarchies d'actifs, aux registres de maintenance et aux syst\u00e8mes de surveillance de l'\u00e9tat des \u00e9quipements.<\/p><p>Dans les environnements \u00e0 forte intensit\u00e9 d'actifs, un manque de coh\u00e9rence entre les mat\u00e9riaux et les actifs entra\u00eene des r\u00e9sultats de maintenance in\u00e9gaux, des arr\u00eats impr\u00e9vus et des remplacements de pi\u00e8ces inappropri\u00e9s. Verdantis comble cette lacune en associant des donn\u00e9es MRO structur\u00e9es \u00e0 chaque actif et en offrant une visibilit\u00e9 approfondie sur l'ensemble du cycle de vie des actifs.<\/p><p><strong>Principales comp\u00e9tences :<\/strong><\/p><ul><li><strong>Lien entre les mati\u00e8res et les actifs :<\/strong> Les pi\u00e8ces de rechange nettoy\u00e9es sont associ\u00e9es \u00e0 des identifiants d'\u00e9quipement et \u00e0 des emplacements fonctionnels sp\u00e9cifiques, ce qui permet d'assurer la tra\u00e7abilit\u00e9 au niveau de chaque pi\u00e8ce.<\/li><li><strong>Analyse de l'historique des d\u00e9faillances :<\/strong> Les fiches techniques enrichies permettent aux ing\u00e9nieurs en fiabilit\u00e9 d'identifier les pi\u00e8ces qui sont r\u00e9guli\u00e8rement \u00e0 l'origine de pannes ou d'interventions impr\u00e9vues.<\/li><li><strong>Planification pr\u00e9visionnelle des remplacements :<\/strong> Verdantis mod\u00e9lise les indicateurs MTTR et MTBF (temps moyen de r\u00e9paration \/ temps moyen entre deux pannes) \u00e0 partir de donn\u00e9es d'utilisation et de maintenance enrichies afin de planifier plus intelligemment le remplacement des pi\u00e8ces.<\/li><li><strong>Classification des pi\u00e8ces selon leur niveau de criticit\u00e9 :<\/strong> Chaque pi\u00e8ce est \u00e9valu\u00e9e en fonction de son impact sur les op\u00e9rations en cas d'indisponibilit\u00e9, de son d\u00e9lai de livraison, de son co\u00fbt, de ses implications en mati\u00e8re de s\u00e9curit\u00e9 et de ses d\u00e9pendances. Cela permet de prendre des d\u00e9cisions prioritaires en mati\u00e8re de stockage et d'approvisionnement.<ul><li><em>Exemple :<\/em> Un joint $12, dont le d\u00e9lai de livraison est de 3 semaines et dont l'indisponibilit\u00e9 entra\u00eenerait l'arr\u00eat d'une ligne d'emballage $5M, est class\u00e9 comme \u00ab tr\u00e8s critique \u00bb.<\/li><\/ul><\/li><li><strong>Pr\u00e9paration au jumeau num\u00e9rique :<\/strong> En associant les pi\u00e8ces de rechange, les registres de maintenance et les donn\u00e9es de performance des actifs, Verdantis facilite la cr\u00e9ation de jumeaux num\u00e9riques destin\u00e9s \u00e0 la mod\u00e9lisation de sc\u00e9narios, \u00e0 la simulation de d\u00e9faillances et \u00e0 l'optimisation de la fiabilit\u00e9.<\/li><\/ul><p>\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-11e6f2f e-flex e-con-boxed e-con e-parent\" data-id=\"11e6f2f\" 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-5fe0f4c elementor-widget elementor-widget-heading\" data-id=\"5fe0f4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"indirect-materials-and-spare-parts-mro-data-scrubbing-and-normalization\">Nettoyage et normalisation des donn\u00e9es MRO relatives aux consommables indirects et aux pi\u00e8ces de rechange<\/h2>\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-73974c7 e-flex e-con-boxed e-con e-parent\" data-id=\"73974c7\" 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-3e3044b elementor-widget elementor-widget-text-editor\" data-id=\"3e3044b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Les mat\u00e9riaux indirects et les pi\u00e8ces de rechange constituent la colonne vert\u00e9brale op\u00e9rationnelle des secteurs de la fabrication, des services publics, du p\u00e9trole et du gaz, ainsi que d\u2019autres industries ax\u00e9es sur les processus. Pourtant, ce sont aussi les domaines de donn\u00e9es les plus n\u00e9glig\u00e9s : ils regorgent de doublons, de descriptions incoh\u00e9rentes, de sp\u00e9cifications manquantes et d\u2019entr\u00e9es obsol\u00e8tes.<\/p><p><strong><u>Pourquoi les donn\u00e9es relatives aux consommables et aux pi\u00e8ces de rechange doivent-elles \u00eatre nettoy\u00e9es ?<\/u><\/strong><\/p><ol><li><strong> Plusieurs variantes de d\u00e9nomination<\/strong><br \/>Un m\u00eame article peut appara\u00eetre sous diff\u00e9rentes formes selon les sites ou les syst\u00e8mes \u2014 par exemple : \u00ab Roulement \u00e0 billes \u00bb, \u00ab BB 6205 \u00bb, \u00ab BRG-Ball \u00bb.<\/li><\/ol><ul><li>Cons\u00e9quences : les stocks sont dispers\u00e9s, des commandes en double sont pass\u00e9es et la planification en p\u00e2tit.<\/li><li>Verdantis Fix : garantit le respect des conventions de nommage gr\u00e2ce \u00e0 un syst\u00e8me de classification et de normalisation bas\u00e9 sur l'IA, en associant chaque \u00e9l\u00e9ment \u00e0 une description unique et normalis\u00e9e.<\/li><\/ul><ol start=\"2\"><li><strong> Sp\u00e9cifications manquantes et informations sur les \u00e9quipementiers<\/strong><br \/>L'absence d'informations telles que la taille, la tension ou le mat\u00e9riau peut entra\u00eener une mauvaise utilisation des pi\u00e8ces, des remplacements inappropri\u00e9s ou des probl\u00e8mes de s\u00e9curit\u00e9.<\/li><\/ol><ul><li>Cons\u00e9quences : temps d'arr\u00eat, \u00e9checs des r\u00e9parations et retards d'approvisionnement.<\/li><li>Solution Verdantis : les technologies AutoSpec AI et AutoEnrich AI extraient et compl\u00e8tent les caract\u00e9ristiques techniques \u00e0 partir des catalogues des \u00e9quipementiers, des donn\u00e9es historiques et de l'inf\u00e9rence contextuelle.<\/li><\/ul><ol start=\"3\"><li><strong> Articles obsol\u00e8tes ou inactifs<\/strong><br \/>Les syst\u00e8mes h\u00e9rit\u00e9s accumulent des \u00e9l\u00e9ments qui ne sont plus pris en charge ni utilis\u00e9s.<\/li><\/ol><ul><li>Cons\u00e9quence : le stockage de pi\u00e8ces inutilisables immobilise des capitaux et de l'espace d'entreposage.<\/li><li>Solution Verdantis : l'identification des composants obsol\u00e8tes et le marquage du cycle de vie garantissent la conservation des pi\u00e8ces encore en service.<\/li><\/ul>\t\t\t\t\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-d355473 e-flex e-con-boxed e-con e-parent\" data-id=\"d355473\" 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-e4116d8 elementor-widget elementor-widget-image\" data-id=\"e4116d8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"380\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/Attribute-Extraction-1024x486.png\" class=\"attachment-large size-large wp-image-23047\" alt=\"\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/Attribute-Extraction-1024x486.png 1024w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/Attribute-Extraction-300x142.png 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/Attribute-Extraction-768x364.png 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/Attribute-Extraction-150x71.png 150w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/Attribute-Extraction.png 1355w\" 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>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e904285 e-flex e-con-boxed e-con e-parent\" data-id=\"e904285\" 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-08873b5 elementor-widget elementor-widget-heading\" data-id=\"08873b5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"why-the-mro-supply-chain-depends-on-reliable-master-data\">Pourquoi la cha\u00eene logistique MRO repose sur des donn\u00e9es de r\u00e9f\u00e9rence fiables<\/h2>\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-0bbe5d8 e-flex e-con-boxed e-con e-parent\" data-id=\"0bbe5d8\" 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-97d4eab elementor-widget elementor-widget-text-editor\" data-id=\"97d4eab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/www.verdantis.com\/supply-chain-master-data\/\">Gestion des donn\u00e9es de r\u00e9f\u00e9rence pour la cha\u00eene logistique<\/a> Il s'agit d'une strat\u00e9gie globale visant \u00e0 mettre en place une source unique, pr\u00e9cise et faisant autorit\u00e9 pour les actifs d'information strat\u00e9giques d'une entreprise. Dans le cadre de la cha\u00eene d'approvisionnement MRO, une initiative MDM efficace se divise techniquement en deux phases interd\u00e9pendantes : le nettoyage des donn\u00e9es historiques et la maintenance continue des donn\u00e9es.<\/p><p><strong>1. Nettoyage des donn\u00e9es historiques (traitement par lots et correction) :<\/strong> Cette phase consiste \u00e0 proc\u00e9der au classement syst\u00e9matique, \u00e0 la normalisation, \u00e0 l'enrichissement et \u00e0 la d\u00e9duplication des donn\u00e9es MRO existantes issues des syst\u00e8mes h\u00e9rit\u00e9s, r\u00e9parties dans l'ensemble des syst\u00e8mes, applications (par exemple, ERP, SCM) et entit\u00e9s organisationnelles disparates. L'objectif technique est de corriger les inexactitudes, les incoh\u00e9rences et les redondances des donn\u00e9es historiques afin de cr\u00e9er une base de r\u00e9f\u00e9rence propre et normalis\u00e9e. Cela offre une visibilit\u00e9 \u00e0 l'\u00e9chelle de l'entreprise sur les bases de mat\u00e9riaux et de fournisseurs, ce qui est essentiel pour une gestion efficace des actifs MRO et une rationalisation strat\u00e9gique de la base d'approvisionnement.\u00a0<\/p><ul><li style=\"list-style-type: none;\"><ul><li><strong>Exemple technique :<\/strong><ul><li><strong>Classification :<\/strong> Appliquer des algorithmes d\u2019apprentissage automatique (par exemple, la classification de texte \u00e0 l\u2019aide de TF-IDF ou d\u2019embeddings de mots) pour classer des descriptions en texte libre telles que \u00ab Boulon SS 1\/2X2 \u00bb dans une taxonomie hi\u00e9rarchique, telle que \u00ab \u00c9l\u00e9ments de fixation &gt; Boulons &gt; Boulons \u00e0 t\u00eate hexagonale \u00bb, puis leur attribuer un code standard tel que l\u2019UNSPSC 31161700.<\/li><\/ul><\/li><\/ul><\/li><\/ul><ul><li style=\"list-style-type: none;\"><ul><li style=\"list-style-type: none;\"><ul><li><strong>Normalisation :<\/strong> Normalisation des unit\u00e9s de mesure (par exemple, conversion de \u00ab in \u00bb en \u00ab pouce \u00bb ou de \u00ab Lb \u00bb en \u00ab livre \u00bb), mise au format des dates (MM\/JJ\/AAAA) et d\u00e9veloppement des abr\u00e9viations (SS en \u00ab acier inoxydable \u00bb) \u00e0 l'aide de moteurs bas\u00e9s sur des r\u00e8gles et de tables de correspondance.<\/li><\/ul><\/li><\/ul><\/li><\/ul><ul><li style=\"list-style-type: none;\"><ul><li style=\"list-style-type: none;\"><ul><li><strong>D\u00e9duplication :<\/strong> En utilisant des algorithmes de correspondance approximative (par exemple, la distance de Levenshtein, des algorithmes phon\u00e9tiques tels que Soundex ou la distance de Jaro-Winkler), associ\u00e9s \u00e0 une comparaison des attributs, afin d\u2019identifier et de fusionner des enregistrements tels que \u00ab PUMP, CENTRIFUGAL, 5HP \u00bb et \u00ab POMPE CENTRIFUGE, 5 HP \u00bb en une seule entr\u00e9e canonique.<\/li><\/ul><\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b05196a elementor-widget elementor-widget-image\" data-id=\"b05196a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"333\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Historical-and-Ongoing-Data-cleansing.jpg\" class=\"attachment-large size-large wp-image-34591\" alt=\"Nettoyage des donn\u00e9es historiques et en cours\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Historical-and-Ongoing-Data-cleansing.jpg 891w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Historical-and-Ongoing-Data-cleansing-300x125.jpg 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Historical-and-Ongoing-Data-cleansing-768x320.jpg 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Historical-and-Ongoing-Data-cleansing-18x7.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>\n\t\t\t\t<div class=\"elementor-element elementor-element-2d33740 elementor-widget elementor-widget-text-editor\" data-id=\"2d33740\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>2. Gestion continue des donn\u00e9es (ODM) (Gouvernance continue des donn\u00e9es MRO et automatisation des flux de travail) :<\/strong><\/p><p>Au-del\u00e0 du nettoyage initial, l\u2019ODM vise \u00e0 maintenir en permanence la qualit\u00e9 des donn\u00e9es en mettant en place un cadre solide r\u00e9gissant la cr\u00e9ation, l\u2019utilisation, l\u2019acc\u00e8s et la maintenance des donn\u00e9es \u00e0 l\u2019\u00e9chelle de l\u2019organisation. L'ODM garantit une exactitude durable des donn\u00e9es, une efficacit\u00e9 op\u00e9rationnelle accrue et des strat\u00e9gies d'approvisionnement optimis\u00e9es en emp\u00eachant la r\u00e9introduction de donn\u00e9es \u00ab erron\u00e9es \u00bb. Sur le plan technique, cela implique de d\u00e9finir des r\u00e8gles de collecte des donn\u00e9es, de concevoir une taxonomie structur\u00e9e des mat\u00e9riaux MRO et de mettre en \u0153uvre un mod\u00e8le complet de gouvernance des donn\u00e9es (DGM).\u00a0<\/p><ul><li style=\"list-style-type: none;\"><ul><li><strong>Exemple technique :<\/strong>\u00a0<\/li><\/ul><\/li><\/ul><ul><li style=\"list-style-type: none;\"><ul><li style=\"list-style-type: none;\"><ul><li><strong>R\u00e8gles relatives \u00e0 la collecte des donn\u00e9es :<\/strong> Mise en \u0153uvre de r\u00e8gles de validation des donn\u00e9es d\u00e8s la saisie dans les syst\u00e8mes ERP\/MDM (par exemple, champs obligatoires pour le type d'article, longueur minimale de la description, valeurs autoris\u00e9es issues d'une liste de s\u00e9lection pour les unit\u00e9s de mesure) \u00e0 l'aide de formulaires configurables et d'API.<\/li><\/ul><\/li><\/ul><\/li><\/ul><ul><li style=\"list-style-type: none;\"><ul><li style=\"list-style-type: none;\"><ul><li><strong>\u00c9laboration d'une taxonomie :<\/strong> Concevoir et mettre en \u0153uvre une taxonomie \u00e0 plusieurs niveaux, conforme aux normes du secteur (par exemple, eCl@ss) ou personnalis\u00e9e, pour la cr\u00e9ation de nouveaux articles MRO, afin de garantir la coh\u00e9rence d\u00e8s le d\u00e9part. Cela implique souvent de d\u00e9finir des attributs obligatoires pour chaque n\u0153ud de la hi\u00e9rarchie.<\/li><\/ul><\/li><\/ul><\/li><\/ul><p><strong>3. Mod\u00e8le de gouvernance des donn\u00e9es (DGM) :<\/strong> Mise en place de contr\u00f4les d'acc\u00e8s bas\u00e9s sur les r\u00f4les (RBAC) et de moteurs de workflow automatis\u00e9s (par exemple, des workflows bas\u00e9s sur le BPMN) dans lesquels les nouvelles demandes d'articles MRO passent par des \u00e9tapes d'approbation d\u00e9finies (par exemple, demandeur, validateur technique, validateur des achats), avec des contr\u00f4les de qualit\u00e9 des donn\u00e9es \u00e0 chaque \u00e9tape. Cela garantit \u00e0 la fois une supervision humaine et une validation automatis\u00e9e par le syst\u00e8me.<\/p>\t\t\t\t\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-d21038f e-flex e-con-boxed e-con e-parent\" data-id=\"d21038f\" 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-eb497c5 elementor-widget elementor-widget-heading\" data-id=\"eb497c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"cmms-optimization-the-imperative-for-accurate-mro-data\">Optimisation de la GMAO : un enjeu essentiel pour garantir l'exactitude des donn\u00e9es de maintenance, de r\u00e9paration et d'exploitation (MRO)<\/h2>\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-504fabe e-flex e-con-boxed e-con e-parent\" data-id=\"504fabe\" 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-0217b83 elementor-widget elementor-widget-text-editor\" data-id=\"0217b83\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Les plateformes de GMAO telles qu\u2019IBM Maximo, SAP PM et Infor EAM jouent un r\u00f4le essentiel dans la strat\u00e9gie de maintenance. Cependant, leur efficacit\u00e9 d\u00e9pend d\u2019un seul facteur : la qualit\u00e9 des donn\u00e9es MRO.<\/p><p>Sans donn\u00e9es fiables :<\/p><ul><li>Les nomenclatures ne correspondent pas aux pi\u00e8ces r\u00e9elles<\/li><li>Des mat\u00e9riaux incorrects ont \u00e9t\u00e9 command\u00e9s<\/li><li>Les ordres de travail \u00e9chouent en raison de sp\u00e9cifications incompl\u00e8tes<\/li><li>Interruptions de production et augmentation de la maintenance r\u00e9active<\/li><\/ul><p><strong>Exemple :<\/strong><\/p><p><strong><span style=\"color: #000080;\">Si un \u00ab joint de pompe \u00bb est saisi sans pr\u00e9ciser le mat\u00e9riau appropri\u00e9 (\u00ab Viton \u00bb ou \u00ab EPDM \u00bb) ou les dimensions, un technicien risque de commander le mauvais joint \u2192 installation rat\u00e9e \u2192 arr\u00eat de la ligne \u2192 approvisionnement d'urgence \u2192 co\u00fbts suppl\u00e9mentaires et temps d'arr\u00eat.<\/span><\/strong><\/p><p>Verdantis r\u00e9sout ce probl\u00e8me en :<\/p><ul><li>Nettoyage des pi\u00e8ces associ\u00e9es \u00e0 la nomenclature<\/li><li>Affectation des articles aux emplacements des \u00e9quipements fonctionnels<\/li><li>Assurer la recherche en temps r\u00e9el et la pr\u00e9cision dans les ordres de travail<\/li><li>Am\u00e9liorer la planification gr\u00e2ce \u00e0 des donn\u00e9es de r\u00e9f\u00e9rence enrichies et connect\u00e9es \u00e0 la GMAO<\/li><\/ul>\t\t\t\t\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-dee4e3c e-flex e-con-boxed e-con e-parent\" data-id=\"dee4e3c\" 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-3e07e34 elementor-widget elementor-widget-heading\" data-id=\"3e07e34\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"conclusion\">Conclusion<\/h2>\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-3766b6d e-flex e-con-boxed e-con e-parent\" data-id=\"3766b6d\" 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-8ab1d5b elementor-widget elementor-widget-text-editor\" data-id=\"8ab1d5b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Le nettoyage des donn\u00e9es MRO n'est pas simplement une t\u00e2che ponctuelle de correction ; il s'agit d'un processus continu, s'appuyant sur l'intelligence artificielle, qui constitue le fondement m\u00eame de l'agilit\u00e9 m\u00e9tier et de la r\u00e9silience op\u00e9rationnelle. En tirant parti de solutions intelligentes, <span style=\"color: #000000;\">solutions adapt\u00e9es aux exigences de gouvernance<\/span> Gr\u00e2ce \u00e0 des solutions telles que celles propos\u00e9es par Verdantis, les organisations peuvent reprendre efficacement le contr\u00f4le total de leurs donn\u00e9es relatives aux mati\u00e8res premi\u00e8res indirectes. Cette int\u00e9grit\u00e9 fondamentale des donn\u00e9es leur permet ensuite de prendre des d\u00e9cisions plus \u00e9clair\u00e9es et plus judicieuses \u00e0 tous les niveaux op\u00e9rationnels, en partant de la base, garantissant ainsi une efficacit\u00e9 durable et un avantage strat\u00e9gique.<\/p>\t\t\t\t\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-cb9e5e0 e-flex e-con-boxed e-con e-parent\" data-id=\"cb9e5e0\" 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-99b3c67 elementor-widget elementor-widget-heading\" data-id=\"99b3c67\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Nettoyage des donn\u00e9es MRO<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e3c0736 elementor-widget elementor-widget-heading\" data-id=\"e3c0736\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Mise en place de contr\u00f4les et de mesures de conformit\u00e9<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-057784f thnk elementor-widget elementor-widget-text-editor\" data-id=\"057784f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Notre engagement en faveur d'un nettoyage rigoureux des donn\u00e9es MRO d\u00e9coule de la n\u00e9cessit\u00e9 de :<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-40604b4 e-con-full e-flex e-con e-child\" data-id=\"40604b4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-df32ed3 e-con-full pointer e-flex e-con e-child\" data-id=\"df32ed3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9f72020 elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"9f72020\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"flaticon flaticon-file\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tGarantir la conformit\u00e9 :\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\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-720ae86 elementor-widget elementor-widget-text-editor\" data-id=\"720ae86\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u00a0Respecter les r\u00e9glementations et les normes du secteur en mettant en \u0153uvre <a href=\"https:\/\/www.verdantis.com\/mro-data-governance-solutions\/\"><strong><span style=\"color: #333399;\">Solutions de gouvernance des donn\u00e9es MRO<\/span><\/strong><\/a> qui prot\u00e8gent vos donn\u00e9es MRO.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d2093c7 e-con-full pointer e-flex e-con e-child\" data-id=\"d2093c7\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6073af8 elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"6073af8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-shield-check\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tS\u00e9curit\u00e9 des donn\u00e9es renforc\u00e9e :\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\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-c20d02e elementor-widget elementor-widget-text-editor\" data-id=\"c20d02e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Mettre en \u0153uvre des mesures de s\u00e9curit\u00e9 rigoureuses pour prot\u00e9ger l'ensemble des donn\u00e9es MRO, y compris celles relatives aux mat\u00e9riaux indirects et aux pi\u00e8ces de rechange, afin d'en garantir la confidentialit\u00e9 et l'int\u00e9grit\u00e9.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8ffe645 e-con-full pointer e-flex e-con e-child\" data-id=\"8ffe645\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0909848 elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"0909848\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"flaticon flaticon-idea-2\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tPrise de d\u00e9cision accompagn\u00e9e :\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\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-1961653 elementor-widget elementor-widget-text-editor\" data-id=\"1961653\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u00a0D\u00e9finir clairement la propri\u00e9t\u00e9 des donn\u00e9es, les responsabilit\u00e9s et la gestion de celles-ci pour l'ensemble de l'\u00e9cosyst\u00e8me MRO, afin de fournir aux \u00e9quipes des informations fiables leur permettant de prendre des d\u00e9cisions efficaces.<\/p>\t\t\t\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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e9f8e43 e-con-full e-flex e-con e-child\" data-id=\"e9f8e43\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-38234a6 elementor-widget elementor-widget-heading\" data-id=\"38234a6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Foire aux questions<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b933e2d elementor-widget elementor-widget-heading\" data-id=\"b933e2d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"what-people-ask\">Questions fr\u00e9quentes<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-685407d elementor-widget elementor-widget-n-accordion\" data-id=\"685407d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accord\u00e9on. Ouvrez les liens \u00e0 l&#039;aide de la touche Entr\u00e9e ou de la barre d&#039;espace, fermez-les \u00e0 l&#039;aide de la touche \u00c9chap et naviguez \u00e0 l&#039;aide des touches fl\u00e9ch\u00e9es.\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1090\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-1090\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Que propose Verdantis en mati\u00e8re de nettoyage des donn\u00e9es MRO ? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1090\" class=\"elementor-element elementor-element-f83b6c5 e-con-full e-flex e-con e-child\" data-id=\"f83b6c5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bd09625 elementor-widget elementor-widget-text-editor\" data-id=\"bd09625\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Verdantis propose des solutions logicielles bas\u00e9es sur l'IA, sp\u00e9cialement con\u00e7ues pour <em data-start=\"655\" data-end=\"690\">Nettoyage et enrichissement des donn\u00e9es MRO<\/em>. Nos outils automatisent, \u00e0 grande \u00e9chelle, la classification, la d\u00e9duplication, la normalisation et l'enrichissement des attributs des donn\u00e9es de base des articles, aidant ainsi les entreprises \u00e0 constituer des ensembles de donn\u00e9es MRO propres, coh\u00e9rents et structur\u00e9s, tous sites et syst\u00e8mes confondus.<\/p>\t\t\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<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1091\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1091\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> En quoi Verdantis se distingue-t-elle des autres entreprises sp\u00e9cialis\u00e9es dans le nettoyage des donn\u00e9es MRO ? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1091\" class=\"elementor-element elementor-element-ee0e8f5 e-con-full e-flex e-con e-child\" data-id=\"ee0e8f5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7b101a5 elementor-widget elementor-widget-text-editor\" data-id=\"7b101a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"923\" data-end=\"1208\">Contrairement aux approches manuelles ou reposant largement sur le conseil, Verdantis propose un logiciel configurable, ax\u00e9 sur l'automatisation et s'appuyant sur des taxonomies sp\u00e9cialis\u00e9es (telles que l'UNSPSC et les normes propres \u00e0 chaque secteur).<br data-start=\"1186\" data-end=\"1189\" \/>Ce qui nous distingue :<\/p>\n<ul data-start=\"1209\" data-end=\"1429\">\n<li data-start=\"1209\" data-end=\"1270\">\n<p data-start=\"1211\" data-end=\"1270\">De bout en bout <em data-start=\"1222\" data-end=\"1253\">nettoyage et enrichissement des donn\u00e9es<\/em> avec des agents IA<\/p>\n<\/li>\n<li data-start=\"1271\" data-end=\"1325\">\n<p data-start=\"1273\" data-end=\"1325\">Int\u00e9gration transparente entre les syst\u00e8mes ERP et EAM (SAP, Maximo, Oracle)<\/p>\n<\/li>\n<li data-start=\"1326\" data-end=\"1372\">\n<p data-start=\"1328\" data-end=\"1372\">Prise en charge multilingue pour les activit\u00e9s internationales<\/p>\n<\/li>\n<li data-start=\"1373\" data-end=\"1429\">\n<p data-start=\"1375\" data-end=\"1429\">Portails int\u00e9gr\u00e9s de gouvernance et de gestion des demandes en libre-service<\/p>\n<\/li>\n<\/ul>\t\t\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<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1092\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1092\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> En quoi les services de nettoyage et de normalisation des donn\u00e9es contribuent-ils \u00e0 la transformation num\u00e9rique ? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1092\" class=\"elementor-element elementor-element-8215842 e-con-full e-flex e-con e-child\" data-id=\"8215842\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f2eaa01 elementor-widget elementor-widget-text-editor\" data-id=\"f2eaa01\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>La qualit\u00e9 des donn\u00e9es est essentielle pour les mises \u00e0 niveau des progiciels de gestion int\u00e9gr\u00e9e (ERP) (par exemple, SAP S\/4HANA), la maintenance pr\u00e9dictive, le d\u00e9ploiement de l'IA et du ML, ainsi que l'analyse des d\u00e9penses. <em data-start=\"2642\" data-end=\"2691\">Services de nettoyage et de normalisation des donn\u00e9es MRO<\/em> Veillez \u00e0 ce que vos initiatives num\u00e9riques ne soient pas frein\u00e9es par des dossiers papier incoh\u00e9rents ou obsol\u00e8tes.<\/p>\t\t\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<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1093\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1093\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Quels r\u00e9sultats commerciaux peut-on attendre du nettoyage et de l'enrichissement des donn\u00e9es MRO ? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1093\" class=\"elementor-element elementor-element-7c7434c e-flex e-con-boxed e-con e-child\" data-id=\"7c7434c\" 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-4527d5f elementor-widget elementor-widget-text-editor\" data-id=\"4527d5f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"896\" data-end=\"1007\">Parmi les r\u00e9sultats habituels, on peut citer :<\/p>\n<ul data-start=\"1008\" data-end=\"1326\">\n<li data-start=\"1008\" data-end=\"1092\">\n<p data-start=\"1010\" data-end=\"1092\">R\u00e9duction des co\u00fbts li\u00e9s aux stocks (10\u201330%) gr\u00e2ce \u00e0 la diminution des doublons et des exc\u00e9dents de stock<\/p>\n<\/li>\n<li data-start=\"1093\" data-end=\"1171\">\n<p data-start=\"1095\" data-end=\"1171\">Am\u00e9lioration des d\u00e9lais d'intervention de maintenance gr\u00e2ce \u00e0 une identification plus claire des pi\u00e8ces<\/p>\n<\/li>\n<li data-start=\"1172\" data-end=\"1234\">\n<p data-start=\"1174\" data-end=\"1234\">Optimisation des conditions d'approvisionnement gr\u00e2ce au regroupement des r\u00e9f\u00e9rences similaires<\/p>\n<\/li>\n<li data-start=\"1235\" data-end=\"1326\">\n<p data-start=\"1237\" data-end=\"1326\">Un meilleur retour sur investissement des solutions ERP\/EAM gr\u00e2ce \u00e0 des donn\u00e9es propres et class\u00e9es qui alimentent l'analyse et l'automatisation<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"1328\" data-end=\"1391\">Ces avantages ont un impact direct sur votre r\u00e9sultat net et vos activit\u00e9s.<\/p>\t\t\t\t\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\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1094\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"5\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1094\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> \u00c0 quelle fr\u00e9quence les entreprises devraient-elles proc\u00e9der au nettoyage des donn\u00e9es MRO ? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1094\" class=\"elementor-element elementor-element-6afd98a e-flex e-con-boxed e-con e-child\" data-id=\"6afd98a\" 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-a890d90 elementor-widget elementor-widget-text-editor\" data-id=\"a890d90\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Les meilleures pratiques recommandent une combinaison de mesures ponctuelles <em data-start=\"3491\" data-end=\"3509\">cure de d\u00e9toxification<\/em> suivie d'une gouvernance continue. De nombreux <em data-start=\"3547\" data-end=\"3578\">Entreprises sp\u00e9cialis\u00e9es dans l'enrichissement des donn\u00e9es MRO<\/em> proposent des outils de validation en temps r\u00e9el et des processus permettant d'assurer en permanence la qualit\u00e9 des donn\u00e9es, \u00e9vitant ainsi de devoir proc\u00e9der \u00e0 des op\u00e9rations de nettoyage p\u00e9riodiques co\u00fbteuses.<\/p>\t\t\t\t\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\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1095\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"6\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1095\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> En quoi le nettoyage et la classification des donn\u00e9es de base des articles MRO permettent-ils de r\u00e9duire les co\u00fbts de stock ? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1095\" class=\"elementor-element elementor-element-e670704 e-flex e-con-boxed e-con e-child\" data-id=\"e670704\" 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-0be2d08 elementor-widget elementor-widget-text-editor\" data-id=\"0be2d08\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>En supprimant les entr\u00e9es en double et obsol\u00e8tes, et en classant correctement les articles, les entreprises peuvent regrouper leurs fournisseurs, optimiser les seuils de r\u00e9approvisionnement et r\u00e9duire les co\u00fbts de stockage. <em data-start=\"2600\" data-end=\"2655\">Nettoyage et classification des donn\u00e9es de base des articles MRO<\/em> Il a \u00e9t\u00e9 d\u00e9montr\u00e9 que cette mesure permettait de r\u00e9duire la valeur des stocks jusqu'\u00e0 30%.<\/p>\t\t\t\t\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\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1096\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"7\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1096\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Verdantis est-il capable de g\u00e9rer des donn\u00e9es MRO multilingues pour des entreprises internationales ? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1096\" class=\"elementor-element elementor-element-e84a400 e-flex e-con-boxed e-con e-child\" data-id=\"e84a400\" 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-edb8ba1 elementor-widget elementor-widget-text-editor\" data-id=\"edb8ba1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Oui. Verdantis prend en charge le nettoyage et l'enrichissement multilingues, ce qui permet aux entreprises internationales d'harmoniser leurs donn\u00e9es entre leurs catalogues r\u00e9gionaux en anglais, espagnol, arabe, portugais, chinois et bien d'autres langues encore.<\/p>\t\t\t\t\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\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1097\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"8\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1097\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Verdantis prend-il en charge le nettoyage des donn\u00e9es MRO lors d'une migration vers un syst\u00e8me ERP ou EAM ? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1097\" class=\"elementor-element elementor-element-c67f178 e-flex e-con-boxed e-con e-child\" data-id=\"c67f178\" 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-48acfcc elementor-widget elementor-widget-text-editor\" data-id=\"48acfcc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"1828\" data-end=\"1984\">Oui. Verdantis est souvent utilis\u00e9 dans le cadre d'initiatives num\u00e9riques de grande envergure telles que :<\/p>\n<ul data-start=\"1985\" data-end=\"2091\">\n<li data-start=\"1985\" data-end=\"2020\">\n<p data-start=\"1987\" data-end=\"2020\"><strong data-start=\"1987\" data-end=\"2018\">Transformations SAP S\/4HANA<\/strong><\/p>\n<\/li>\n<li data-start=\"2021\" data-end=\"2051\">\n<p data-start=\"2023\" data-end=\"2051\"><strong data-start=\"2023\" data-end=\"2049\">Mises \u00e0 niveau de Maximo\/Oracle<\/strong><\/p>\n<\/li>\n<li data-start=\"2052\" data-end=\"2091\">\n<p data-start=\"2054\" data-end=\"2091\"><strong data-start=\"2054\" data-end=\"2089\">Int\u00e9grations de syst\u00e8mes li\u00e9es aux fusions-acquisitions<\/strong><\/p>\n<\/li>\n<\/ul>\n<p data-start=\"2093\" data-end=\"2215\">Nos solutions garantissent la migration de donn\u00e9es MRO propres, d\u00e9dupliqu\u00e9es et harmonis\u00e9es, ce qui permet de r\u00e9duire les temps d'arr\u00eat et les retouches lors de la mise en service.<\/p>\t\t\t\t\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\t\t\t<\/details>\n\t\t\t\t\t<\/div>\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<\/div>","protected":false},"excerpt":{"rendered":"<p>A framework to cleanse, standardize, enrich and de-duplicate MRO data in a few weeks with AI Agents &#038; Human reviewers in the loop<\/p>","protected":false},"author":4,"featured_media":35248,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[64],"tags":[],"class_list":["post-34354","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/posts\/34354","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/comments?post=34354"}],"version-history":[{"count":3,"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/posts\/34354\/revisions"}],"predecessor-version":[{"id":45304,"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/posts\/34354\/revisions\/45304"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/media\/35248"}],"wp:attachment":[{"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/media?parent=34354"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/categories?post=34354"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/tags?post=34354"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}