{"id":42319,"date":"2026-04-22T14:17:58","date_gmt":"2026-04-22T08:47:58","guid":{"rendered":"https:\/\/www.verdantis.com\/?p=42319"},"modified":"2026-05-04T11:32:07","modified_gmt":"2026-05-04T06:02:07","slug":"tipos-de-estrategias-de-mantenimiento","status":"publish","type":"post","link":"https:\/\/www.verdantis.com\/es\/tipos-de-estrategias-de-mantenimiento\/","title":{"rendered":"4 Tipos de Estrategias de Mantenimiento: Una gu\u00eda completa para operaciones industriales"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"42319\" class=\"elementor elementor-42319 elementor-bc-flex-widget\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e138e9 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e138e9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e29c6b elementor-widget elementor-widget-heading\" data-id=\"69f8365e29c6b\" 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-mro-data-maintenance-determines-operational-success\">Por qu\u00e9 el mantenimiento de datos MRO determina el \u00e9xito operativo<\/h2>\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-69f8365e112b0 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e112b0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e2cb21 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e2cb21\" 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><p>En las operaciones industriales, el coste de equivocarse en los datos de MRR rara vez es abstracto. A <strong>pieza de recambio mal clasificada<\/strong> provoca una ruptura de existencias. Un registro de material duplicado infla el inventario en miles de unidades. La falta de una conexi\u00f3n a un equipo hace que un t\u00e9cnico de mantenimiento busque un componente que ya est\u00e1 en la estanter\u00eda, pero con otro nombre.<\/p>\n<p>Seg\u00fan estimaciones del sector, las organizaciones con datos maestros de MRO deficientes gastan entre 1.000 y 1.000 millones de euros al a\u00f1o. <strong>20% y 30% m\u00e1s<\/strong> en compras relacionadas con el mantenimiento que las que disponen de datos limpios y normalizados. La causa principal no siempre es la falta de inversi\u00f3n en piezas de repuesto, sino la falta de inversi\u00f3n en la gesti\u00f3n del mantenimiento. <strong>datos que describen esos repuestos<\/strong>.<\/p>\n<p>Esta gu\u00eda cubre cuatro estrategias fundamentales de mantenimiento de datos MRO que las principales empresas industriales utilizan para tomar el control de su maestro de materiales, reducir los residuos y construir una operaci\u00f3n de mantenimiento m\u00e1s fiable.<\/p><\/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-69f8365e1f949 e-con-full e-flex e-con e-child\" data-id=\"69f8365e1f949\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e2c99c elementor-widget elementor-widget-heading\" data-id=\"69f8365e2c99c\" 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<h4 class=\"elementor-heading-title elementor-size-default\">\u00bfQu\u00e9 son los datos MRO?<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e356aa elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e356aa\" 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><p><strong>MRO<\/strong> significa Mantenimiento, Reparaci\u00f3n y Operaciones. Los datos MRO hacen referencia a todos los datos maestros asociados a las piezas de repuesto, los consumibles y los materiales indirectos utilizados para mantener en funcionamiento las plantas y los activos industriales.<\/p>\n<p>Calidad deficiente de los datos de MRO, como <strong>duplicados, descripciones desestructuradas, atributos ausentes y taxonom\u00eda incoherente<\/strong> - es uno de los problemas de datos m\u00e1s comunes y costosos en las industrias que hacen un uso intensivo de los activos.<\/p><\/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-69f8365e186c0 e-con-full e-flex e-con e-child\" data-id=\"69f8365e186c0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-69f8365e228a0 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e228a0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e3ccda elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e3ccda\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tEstrategia 1 - Normalizar y enriquecer las descripciones de los materiales\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-69f8365e48646 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e48646\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e51d26 elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e51d26\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tEstrategia 2 - Identificar y resolver los registros de materiales duplicados\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-69f8365e632ba e-con-full e-flex e-con e-parent\" data-id=\"69f8365e632ba\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e7f421 elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e7f421\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tEstrategia 3 - Establecer una gobernanza de la taxonom\u00eda y la clasificaci\u00f3n\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-69f8365e81052 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e81052\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e9883f elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e9883f\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tEstrategia 4 - Vincular los materiales a los equipos y a la lista de materiales\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-69f8365e1942a e-con-full e-flex e-con e-child\" data-id=\"69f8365e1942a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-69f8365e22de7 e-con-full e-flex e-con e-child\" data-id=\"69f8365e22de7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e3d659 elementor-view-stacked elementor-widget__width-inherit elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e3d659\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tNormalizaci\u00f3n de materiales\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-69f8365e4caed e-con-full e-flex e-con e-child\" data-id=\"69f8365e4caed\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e53096 elementor-view-stacked elementor-widget__width-inherit elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e53096\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tResoluci\u00f3n de duplicados\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-69f8365e64517 e-con-full e-flex e-con e-child\" data-id=\"69f8365e64517\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e7430b elementor-view-stacked elementor-widget__width-inherit elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e7430b\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tGobernanza de la taxonom\u00eda\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-69f8365e8e43d e-con-full e-flex e-con e-child\" data-id=\"69f8365e8e43d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e93eca elementor-view-stacked elementor-widget__width-inherit elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e93eca\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tConexi\u00f3n de equipos\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-69f8365ea1de7 e-con-full e-flex e-con e-child\" data-id=\"69f8365ea1de7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365eb9bb0 elementor-view-stacked elementor-widget__width-inherit elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365eb9bb0\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tModelo de propiedad de los datos\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-69f8365ec62fc e-con-full e-flex e-con e-child\" data-id=\"69f8365ec62fc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365ede321 elementor-view-stacked elementor-widget__width-inherit elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365ede321\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tAuditor\u00edas en curso del cat\u00e1logo\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-69f8365e1bd3b e-con-full e-flex e-con e-parent\" data-id=\"69f8365e1bd3b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e2905d elementor-widget elementor-widget-heading\" data-id=\"69f8365e2905d\" 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-4-core-mro-data-maintenance-strategies\">Las 4 principales estrategias de mantenimiento de datos MRO<\/h2>\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-69f8365e1f54d e-con-full e-flex e-con e-parent\" data-id=\"69f8365e1f54d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e2fcf4 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e2fcf4\" 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><p>Estas cuatro estrategias forman un marco interconectado. Las organizaciones que aplican las cuatro -en lugar de tratarlas como proyectos aislados- obtienen sistem\u00e1ticamente las mejoras m\u00e1s profundas y duraderas de la eficiencia operativa.<\/p>\n<p>No son fases secuenciales que haya que recorrer una sola vez. Son <strong>disciplinas en curso<\/strong> que aumentan de valor cuanto m\u00e1s tiempo se apliquen juntos.<\/p><\/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-69f8365e19295 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e19295\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e20791 elementor-widget elementor-widget-heading\" data-id=\"69f8365e20791\" 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<h3 class=\"elementor-heading-title elementor-size-default\" id=\"strategy-1-standardise-and-enrich-material-descriptions\">Estrategia 1: Normalizar y enriquecer las descripciones de los materiales<\/h3>\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-69f8365e1fa3d e-con-full e-flex e-con e-parent\" data-id=\"69f8365e1fa3d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e2d075 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e2d075\" 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><p>La base de cualquier programa de mantenimiento de datos MRO es <strong>descripciones normalizadas de los art\u00edculos<\/strong>. Sin una convenci\u00f3n de nomenclatura coherente, el mismo rodamiento podr\u00eda aparecer en su sistema como \"BRNG SKF 6205\", \"Rodamiento 6205 2RS\" y \"Rodamiento de bolas SKF - 6205-2RS\/C3\" - todos apuntando al mismo art\u00edculo f\u00edsico, pero apareciendo como tres registros de existencias separados.<\/p>\n<p>La normalizaci\u00f3n suele seguir un <strong>Art\u00edculo-Modificador-Atributo<\/strong> (IMA), en la que cada descripci\u00f3n de material se construye a partir de un sustantivo (qu\u00e9 es el art\u00edculo), un modificador (tipo o subtipo) y atributos clave (tama\u00f1o, clasificaci\u00f3n, material, norma).<\/p>\n<p>El enriquecimiento va m\u00e1s all\u00e1: a\u00f1ade el nombre del fabricante, el n\u00famero de pieza del fabricante (NPF), referencias cruzadas y v\u00ednculos de equipos para que cada elemento est\u00e9 conectado a los activos que soporta.<\/p><\/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-69f8365e1e324 e-con-full e-flex e-con e-child\" data-id=\"69f8365e1e324\" 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-69f8365e234a5 e-con-full e-flex e-con e-child\" data-id=\"69f8365e234a5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-69f8365e31fb3 e-con-full pointer e-flex e-con e-child\" data-id=\"69f8365e31fb3\" 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-69f8365e4baa8 elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e4baa8\" data-element_type=\"widget\" data-e-type=\"widget\" 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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<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tSin normalizaci\u00f3n\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\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-69f8365e520d2 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e520d2\" 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><p>- La misma pieza existe con entre 3 y 10 nombres diferentes<\/p>\n<p>- Los t\u00e9cnicos no pueden fiarse de los resultados de las b\u00fasquedas<\/p>\n<p>- Adquisiciones genera pedidos de compra duplicados<\/p>\n<p>- Los costes de mantenimiento de las existencias est\u00e1n inflados<\/p>\n<p>- Se producen roturas de stock a pesar de haber existencias suficientes en otras partes de la planta.<\/p><\/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-69f8365e66797 e-con-full pointer e-flex e-con e-child\" data-id=\"69f8365e66797\" 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-69f8365e74d59 elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e74d59\" 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  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0h36.929v-36.929h-36.929zm-44.93-112.562c-4.4 0-8 3.6-8 8v16.992c0 4.4 3.6 8 8 8h73.858c4.4 0 8-3.6 8-8v-16.992c0-4.4-3.6-8-8-8z\" 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<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tCon la normalizaci\u00f3n\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\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-69f8365e86ee2 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e86ee2\" 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><p>- Descripci\u00f3n \u00fanica e inequ\u00edvoca por art\u00edculo<\/p>\n<p>- Localizaci\u00f3n instant\u00e1nea en el almac\u00e9n y ERP<\/p>\n<p>- Consolidaci\u00f3n del gasto en partes equivalentes<\/p>\n<p>- Recuentos precisos de existencias y activaci\u00f3n de nuevos pedidos<\/p>\n<p>- Los v\u00ednculos entre equipos y art\u00edculos facilitan el mantenimiento predictivo<\/p><\/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<div class=\"elementor-element elementor-element-69f8365e1d99c e-con-full e-flex e-con e-child\" data-id=\"69f8365e1d99c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e29f0c elementor-widget elementor-widget-heading\" data-id=\"69f8365e29f0c\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Norma de denominaci\u00f3n IMA<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e334d1 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e334d1\" 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><p>En <strong>Art\u00edculo-Modificador-Atributo<\/strong> (IMA) es la norma de nomenclatura de MRR m\u00e1s adoptada en entornos industriales.<\/p>\n<p>&#8211; <strong>Art\u00edculo (sustantivo):<\/strong> Cu\u00e1l es la parte - <em>Cojinete, V\u00e1lvula, Junta, Bomba<\/em><\/p>\n<p>&#8211; <strong>Modificador:<\/strong> Tipo o subtipo - <em>Bola, compuerta, espiral, centr\u00edfuga<\/em><\/p>\n<p>&#8211; <strong>Atributos:<\/strong> Especificaciones t\u00e9cnicas - <em>Di\u00e1metro de 25 mm, capacidad de 150 LB, SS316, ASME B16.20<\/em><\/p>\n<p>La aplicaci\u00f3n coherente de IMA en todo el cat\u00e1logo hace que la deduplicaci\u00f3n, la clasificaci\u00f3n y la vinculaci\u00f3n de equipos sean mucho m\u00e1s precisas y r\u00e1pidas.<\/p><\/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-69f8365e15d6e e-con-full e-flex e-con e-parent\" data-id=\"69f8365e15d6e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e211b5 elementor-widget elementor-widget-heading\" data-id=\"69f8365e211b5\" 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<h3 class=\"elementor-heading-title elementor-size-default\" id=\"strategy-2-identify-and-resolve-duplicate-material-records\">Estrategia 2: Identificar y resolver los registros de materiales duplicados<\/h3>\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-69f8365e160a7 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e160a7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e26154 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e26154\" 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><p>Los duplicados son los <strong>multiplicador silencioso de costes<\/strong> en todos los cat\u00e1logos de MRO. Surgen de forma natural a lo largo del tiempo, mediante la introducci\u00f3n manual de datos, las migraciones de sistemas, las importaciones de cat\u00e1logos de m\u00faltiples proveedores y las adquisiciones.<\/p>\n<p>Un cat\u00e1logo que empieza limpio rara vez permanece limpio sin un programa activo de deduplicaci\u00f3n. La identificaci\u00f3n de duplicados en un contexto de MRR es m\u00e1s compleja que una simple coincidencia de campos. Dos registros pueden ser duplicados aunque sus descripciones, UM o n\u00fameros de pieza tengan un formato diferente.<\/p>\n<p>Una deduplicaci\u00f3n eficaz requiere una correspondencia difusa en las descripciones normalizadas, referencias cruzadas MPN para identificar elementos equivalentes, comparaci\u00f3n a nivel de atributo y flujos de trabajo de revisi\u00f3n de candidatos que dirijan los duplicados potenciales a expertos en la materia antes de la consolidaci\u00f3n.<\/p>\n<p><strong>El resultado t\u00edpico:<\/strong> Las organizaciones que llevan a cabo un ejercicio de deduplicaci\u00f3n por primera vez suelen encontrarse con lo siguiente <strong>10-25% de su cat\u00e1logo<\/strong> se compone de registros duplicados o casi duplicados.<\/p><\/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-69f8365e16ffa e-con-full e-flex e-con e-child\" data-id=\"69f8365e16ffa\" data-element_type=\"container\" 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class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tEntradas de deduplicaci\u00f3n\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\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-69f8365e5a7e7 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e5a7e7\" 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><p>- Descripciones normalizadas de los \u00edtems (post-estandarizaci\u00f3n)<\/p>\n<p>- N\u00fameros de piezas de fabricantes y referencias cruzadas<\/p>\n<p>- Datos de atributos a nivel de clase<\/p>\n<p>- Registros hist\u00f3ricos de adquisiciones y utilizaci\u00f3n<\/p>\n<p>- Datos sobre la ubicaci\u00f3n de las ubicaciones en los almacenes y la cantidad de existencias<\/p><\/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-69f8365e665c2 e-con-full pointer e-flex e-con e-child\" data-id=\"69f8365e665c2\" 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-69f8365e7ccce elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e7ccce\" 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\" height=\"512\" viewbox=\"0 0 512 512\" width=\"512\"><path clip-rule=\"evenodd\" d=\"m190.23 75.85h131.54c4.406 0 8 3.594 8 8v329.388c-9.461-7.104-19.966-12.869-31.221-17.029 16.712-12.801 27.493-32.957 27.493-55.635 0-29.257-17.941-54.321-43.42-64.799h18.307v-36.929h-36.929v32.144c-5.332-.606-10.668-.607-16 0v-32.144h-36.929v36.929h18.309c-25.478 10.479-43.42 35.542-43.42 64.799 0 22.677 10.781 42.833 27.493 55.634-11.256 4.159-21.761 9.924-31.222 17.029v-329.387c-.001-4.406 3.593-8 7.999-8zm-165.54 354.868v-273.404c0-4.406 3.594-8 8-8h133.541v278.267c-3.298 3.522-6.392 7.24-9.262 11.136h-124.28c-4.406.001-7.999-3.593-7.999-7.999zm25.841-66.607v34.264h36.929v-34.264zm52.929 0v34.264h36.929v-34.264zm36.929-16v-34.264h-36.929v34.264zm-52.929 0v-34.264h-36.929v34.264zm52.929-50.263v-34.264h-36.929v34.264zm-52.929 0v-34.264h-36.929v34.264zm49.182-112.443h-82.364c-4.4 0-8 3.6-8 8v20.115c0 4.4 3.599 8 8 8h82.364c4.4 0 8-3.6 8-8v-20.115c0-4.4-3.6-8-8-8zm350.668 253.313v-289.403h-141.541v278.267c3.298 3.522 6.392 7.24 9.263 11.136zm-25.841-74.607v34.264h-36.929v-34.264zm-52.929 0v34.264h-36.929v-34.264zm-36.929-16v-34.264h36.929v34.264zm52.929 0v-34.264h36.929v34.264zm-52.929-50.263v-34.264h36.929v34.264zm52.929 0v-34.264h36.929v34.264zm-49.182-112.443h82.363c4.4 0 8 3.6 8 8v20.115c0 4.4-3.599 8-8 8h-82.363c-4.4 0-8-3.6-8-8v-20.115c0-4.4 3.6-8 8-8zm-119.357 101.129c-29.846 0-54.041 24.195-54.041 54.041s24.195 54.041 54.041 54.041 54.041-24.195 54.041-54.041-24.195-54.041-54.041-54.041zm-96.958 213.466 193.915-.001c5.076 0 8.841-4.592 7.846-9.569-9.785-48.939-52.987-85.814-104.803-85.814-51.818 0-95.019 36.876-104.804 85.815-.996 4.978 2.77 9.569 7.846 9.569zm60.386-459.011h28.571v-20.989c0-4.418 3.582-8 8-8s8 3.582 8 8v20.989h28.571c4.406 0 8 3.594 8 8v10.861h-89.142v-10.862c0-4.406 3.593-7.999 8-7.999zm-8.358 181.858h36.929v-36.929h-36.929zm52.929 0h36.929v-36.929h-36.929zm-44.93-112.562c-4.4 0-8 3.6-8 8v16.992c0 4.4 3.6 8 8 8h73.858c4.4 0 8-3.6 8-8v-16.992c0-4.4-3.6-8-8-8z\" 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<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tResultados de la deduplicaci\u00f3n\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\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-69f8365e80dd7 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e80dd7\" 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><p>- Registros de oro consolidados por art\u00edculo \u00fanico<\/p>\n<p>- Reducci\u00f3n del tama\u00f1o del cat\u00e1logo activo en 10-25%<\/p>\n<p>- Fusi\u00f3n de cantidades de existencias en ubicaciones duplicadas<\/p>\n<p>- Historial de compras y an\u00e1lisis de gastos m\u00e1s limpios<\/p>\n<p>- Menos pedidos urgentes por confusi\u00f3n de existencias divididas<\/p><\/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<div class=\"elementor-element elementor-element-69f8365e1d2eb e-con-full e-flex e-con e-parent\" data-id=\"69f8365e1d2eb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e221ea elementor-widget elementor-widget-heading\" data-id=\"69f8365e221ea\" 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<h4 class=\"elementor-heading-title elementor-size-default\">\u00bfQu\u00e9 ocurre una vez resueltos los duplicados?<\/h4>\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-69f8365e14e07 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e14e07\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e29660 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e29660\" 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><p>Una vez resueltos los duplicados, el \"registro de oro\" superviviente absorbe todas las cantidades de existencias asociadas, el historial de compras y los v\u00ednculos de equipos de los registros fusionados.<\/p>\n<p><strong>Consolidaci\u00f3n f\u00edsica de existencias<\/strong> A continuaci\u00f3n, se fusionan las ubicaciones de almac\u00e9n, se actualiza la cantidad disponible y se redirigen al registro superviviente todos los pedidos de compra pendientes que apunten a n\u00fameros de art\u00edculo retirados.<\/p>\n<p>Este proceso reduce directamente <strong>capital circulante inmovilizado en existencias<\/strong>A menudo salen a la luz importantes excedentes de existencias que eran invisibles porque estaban repartidos en varios registros duplicados.<\/p><\/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-69f8365e164e3 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e164e3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e29273 elementor-widget elementor-widget-heading\" data-id=\"69f8365e29273\" 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<h3 class=\"elementor-heading-title elementor-size-default\" id=\"strategy-3-establish-taxonomy-and-classification-governance\">Estrategia 3: Establecer una gobernanza de la taxonom\u00eda y la clasificaci\u00f3n<\/h3>\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-69f8365e1de86 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e1de86\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e273c5 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e273c5\" 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><p>Incluso con descripciones limpias y sin duplicados, un cat\u00e1logo sin clasificar es dif\u00edcil de gestionar a escala. <strong>Taxonom\u00eda<\/strong> - la clasificaci\u00f3n jer\u00e1rquica de cada art\u00edculo por clase, tipo y subtipo - es lo que hace que el cat\u00e1logo sea navegable, notificable e interoperable con los sistemas de adquisici\u00f3n y EAM.<\/p>\n<p>Una taxonom\u00eda MRO bien gestionada proporciona jerarqu\u00edas de categor\u00edas coherentes, plantillas de atributos a nivel de clase que definen qu\u00e9 campos son obligatorios por tipo de art\u00edculo, y alineaci\u00f3n con est\u00e1ndares del sector como UNSPSC o eClass.<\/p>\n<p><strong>La gobernanza es la segunda mitad cr\u00edtica.<\/strong> Una taxonom\u00eda sin gobernanza decae. La gobernanza implica flujos de trabajo definidos para la creaci\u00f3n de art\u00edculos, auditor\u00edas peri\u00f3dicas del cat\u00e1logo, controles de acceso basados en funciones y una propiedad clara de los datos compartida entre los departamentos de compras, ingenier\u00eda y operaciones de almac\u00e9n.<\/p><\/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-69f8365e1f7ee e-con-full e-flex e-con e-child\" data-id=\"69f8365e1f7ee\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-69f8365e275ab e-con-full e-flex e-con e-child\" data-id=\"69f8365e275ab\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e3429c elementor-view-stacked elementor-widget__width-inherit elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e3429c\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tPlantillas de atributos de clase\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-69f8365e488ab e-con-full e-flex e-con e-child\" data-id=\"69f8365e488ab\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e571db elementor-view-stacked elementor-widget__width-inherit elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e571db\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tFlujos de trabajo de aprobaci\u00f3n de creaci\u00f3n de art\u00edculos\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-69f8365e69873 e-con-full e-flex e-con e-child\" data-id=\"69f8365e69873\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e79ead elementor-view-stacked elementor-widget__width-inherit elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e79ead\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tAlineaci\u00f3n UNSPSC o eClass\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-69f8365e8aa97 e-con-full e-flex e-con e-child\" data-id=\"69f8365e8aa97\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e9aa05 elementor-view-stacked elementor-widget__width-inherit elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e9aa05\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tAuditor\u00edas peri\u00f3dicas del cat\u00e1logo\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-69f8365eab9c3 e-con-full e-flex e-con e-child\" data-id=\"69f8365eab9c3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365eb766c elementor-view-stacked elementor-widget__width-inherit elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365eb766c\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tControles de acceso a datos basados en funciones\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-69f8365ecb137 e-con-full e-flex e-con e-child\" data-id=\"69f8365ecb137\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365edfeaf elementor-view-stacked elementor-widget__width-inherit elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365edfeaf\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tModelo definido de propiedad de los datos\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-69f8365e15db9 e-con-full e-flex e-con e-child\" data-id=\"69f8365e15db9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e2a50b elementor-widget elementor-widget-heading\" data-id=\"69f8365e2a50b\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Se\u00f1ales de alerta en materia de gobernanza<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e3b6ed elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e3b6ed\" 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><p>La gobernanza de su taxonom\u00eda se ha roto si ve alguno de estos elementos en su cat\u00e1logo:<\/p>\n<p>- Creaci\u00f3n de nuevos art\u00edculos sin clase o categor\u00eda asignada<\/p>\n<p>- La exhaustividad de los atributos desciende por debajo de 60% para las clases de art\u00edculos cr\u00edticos.<\/p>\n<p>- Varias personas crean simult\u00e1neamente art\u00edculos para la misma pieza f\u00edsica<\/p>\n<p>- No hay propietario definido para el dominio de datos maestros de materiales<\/p>\n<p>- El cat\u00e1logo crece m\u00e1s r\u00e1pido que la plantilla o la base de activos<\/p><\/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-69f8365e1e3bc e-con-full e-flex e-con e-parent\" data-id=\"69f8365e1e3bc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e2bd31 elementor-widget elementor-widget-heading\" data-id=\"69f8365e2bd31\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Normas de taxonom\u00eda utilizadas en el MRR industrial<\/h4>\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-69f8365e115a8 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e115a8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e2b2c5 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e2b2c5\" 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><p>Las dos normas de clasificaci\u00f3n m\u00e1s adoptadas para los cat\u00e1logos MRO son <strong>UNSPSC<\/strong> (C\u00f3digo Uniforme de Productos y Servicios de las Naciones Unidas) y <strong>eClass<\/strong> (norma intersectorial de origen europeo).<\/p>\n<p>UNSPSC utiliza una jerarqu\u00eda de cuatro niveles - Segmento, Familia, Clase y Mercanc\u00eda - y es la norma m\u00e1s com\u00fan en los entornos globales de compras y ERP.<\/p>\n<p>eClass utiliza una jerarqu\u00eda similar pero con una granularidad significativamente mayor a nivel de atributo, por lo que es preferible para <strong>entornos t\u00e9cnicos y de ingenier\u00eda<\/strong> donde es fundamental que las especificaciones coincidan.<\/p>\n<p>Muchas organizaciones utilizan una taxonom\u00eda h\u00edbrida interna que se corresponde con una o ambas normas, lo que garantiza la interoperabilidad con los cat\u00e1logos de proveedores y las plataformas de an\u00e1lisis de gastos.<\/p><\/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-69f8365e19a06 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e19a06\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e248ba elementor-widget elementor-widget-heading\" data-id=\"69f8365e248ba\" 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<h3 class=\"elementor-heading-title elementor-size-default\" id=\"strategy-4-link-materials-to-equipment-and-bill-of-materials\">Estrategia 4: Vincular los materiales a los equipos y a la lista de materiales<\/h3>\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-69f8365e15390 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e15390\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e26f1c elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e26f1c\" 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><p>La estrategia de mantenimiento de datos de MRR m\u00e1s infrautilizada -y posiblemente la que tiene mayor impacto en la eficacia del mantenimiento- es <strong>establecer y mantener v\u00ednculos entre equipos y materiales<\/strong>.<\/p>\n<p>Cuando un t\u00e9cnico solicita una orden de trabajo para una bomba, deber\u00eda poder ver inmediatamente qu\u00e9 repuestos est\u00e1n asociados a esa bomba, qu\u00e9 hay en stock y d\u00f3nde se encuentran. Sin v\u00ednculos con los equipos, esa b\u00fasqueda depende del conocimiento institucional, de adivinar palabras clave o de una llamada telef\u00f3nica al almac\u00e9n, todo lo cual introduce retrasos y el riesgo de que se suministre la pieza equivocada.<\/p>\n<p>Los enlaces de equipos conectan ubicaciones funcionales y activos (de su EAM o CMMS) con los registros de materiales que los soportan, y asignan documentos de lista de materiales (BoM) para activos cr\u00edticos de modo que las tareas de mantenimiento planificadas generen autom\u00e1ticamente las reservas de materiales correctas.<\/p><\/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-69f8365e1bbe2 e-con-full e-flex e-con e-child\" data-id=\"69f8365e1bbe2\" 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-69f8365e25cec e-con-full e-flex e-con e-child\" data-id=\"69f8365e25cec\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-69f8365e3921a e-con-full pointer e-flex e-con e-child\" data-id=\"69f8365e3921a\" 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-69f8365e468c0 elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e468c0\" 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\" 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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<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tSin enlaces de equipos\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\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-69f8365e552b3 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e552b3\" 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><p>- Los t\u00e9cnicos conf\u00edan en la memoria para identificar las piezas correctas<\/p>\n<p>- Grandes vol\u00famenes de compras urgentes para trabajos rutinarios<\/p>\n<p>- \u00d3rdenes de trabajo retrasadas debido a repuestos err\u00f3neos o no disponibles<\/p>\n<p>- Exceso de existencias sin relaci\u00f3n clara con ning\u00fan activo<\/p>\n<p>- Puesta en servicio de equipos nuevos sin registros de materiales<\/p><\/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-69f8365e6caa2 e-con-full pointer e-flex e-con e-child\" data-id=\"69f8365e6caa2\" 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-69f8365e7d445 elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e7d445\" 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\" height=\"512\" viewbox=\"0 0 512 512\" width=\"512\"><path clip-rule=\"evenodd\" d=\"m190.23 75.85h131.54c4.406 0 8 3.594 8 8v329.388c-9.461-7.104-19.966-12.869-31.221-17.029 16.712-12.801 27.493-32.957 27.493-55.635 0-29.257-17.941-54.321-43.42-64.799h18.307v-36.929h-36.929v32.144c-5.332-.606-10.668-.607-16 0v-32.144h-36.929v36.929h18.309c-25.478 10.479-43.42 35.542-43.42 64.799 0 22.677 10.781 42.833 27.493 55.634-11.256 4.159-21.761 9.924-31.222 17.029v-329.387c-.001-4.406 3.593-8 7.999-8zm-165.54 354.868v-273.404c0-4.406 3.594-8 8-8h133.541v278.267c-3.298 3.522-6.392 7.24-9.262 11.136h-124.28c-4.406.001-7.999-3.593-7.999-7.999zm25.841-66.607v34.264h36.929v-34.264zm52.929 0v34.264h36.929v-34.264zm36.929-16v-34.264h-36.929v34.264zm-52.929 0v-34.264h-36.929v34.264zm52.929-50.263v-34.264h-36.929v34.264zm-52.929 0v-34.264h-36.929v34.264zm49.182-112.443h-82.364c-4.4 0-8 3.6-8 8v20.115c0 4.4 3.599 8 8 8h82.364c4.4 0 8-3.6 8-8v-20.115c0-4.4-3.6-8-8-8zm350.668 253.313v-289.403h-141.541v278.267c3.298 3.522 6.392 7.24 9.263 11.136zm-25.841-74.607v34.264h-36.929v-34.264zm-52.929 0v34.264h-36.929v-34.264zm-36.929-16v-34.264h36.929v34.264zm52.929 0v-34.264h36.929v34.264zm-52.929-50.263v-34.264h36.929v34.264zm52.929 0v-34.264h36.929v34.264zm-49.182-112.443h82.363c4.4 0 8 3.6 8 8v20.115c0 4.4-3.599 8-8 8h-82.363c-4.4 0-8-3.6-8-8v-20.115c0-4.4 3.6-8 8-8zm-119.357 101.129c-29.846 0-54.041 24.195-54.041 54.041s24.195 54.041 54.041 54.041 54.041-24.195 54.041-54.041-24.195-54.041-54.041-54.041zm-96.958 213.466 193.915-.001c5.076 0 8.841-4.592 7.846-9.569-9.785-48.939-52.987-85.814-104.803-85.814-51.818 0-95.019 36.876-104.804 85.815-.996 4.978 2.77 9.569 7.846 9.569zm60.386-459.011h28.571v-20.989c0-4.418 3.582-8 8-8s8 3.582 8 8v20.989h28.571c4.406 0 8 3.594 8 8v10.861h-89.142v-10.862c0-4.406 3.593-7.999 8-7.999zm-8.358 181.858h36.929v-36.929h-36.929zm52.929 0h36.929v-36.929h-36.929zm-44.93-112.562c-4.4 0-8 3.6-8 8v16.992c0 4.4 3.6 8 8 8h73.858c4.4 0 8-3.6 8-8v-16.992c0-4.4-3.6-8-8-8z\" 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<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tCon conexiones para equipos\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\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-69f8365e8290a elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e8290a\" 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><p>- Listas de recogida autom\u00e1ticas generadas a partir de los datos de activos de la orden de trabajo<\/p>\n<p>- El mantenimiento planificado impulsa reservas de inventario precisas<\/p>\n<p>- Siempre la pieza correcta, la cantidad correcta y el lugar correcto<\/p>\n<p>- Los datos de mantenimiento predictivo alimentan las previsiones de demanda<\/p>\n<p>- Seguimiento de los cambios en la BdM cuando se actualizan o sustituyen activos<\/p><\/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<div class=\"elementor-element elementor-element-69f8365e15114 e-con-full e-flex e-con e-child\" data-id=\"69f8365e15114\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e2482f elementor-widget elementor-widget-heading\" data-id=\"69f8365e2482f\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Signos de que sus enlaces necesitan trabajo<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e324b8 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e324b8\" 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><p>- Los t\u00e9cnicos conf\u00edan en la memoria o en los registros en papel para identificar las piezas<\/p>\n<p>- Grandes vol\u00famenes de pedidos urgentes para trabajos rutinarios<\/p>\n<p>- Las \u00f3rdenes de trabajo se retrasan con frecuencia debido a la indisponibilidad de repuestos.<\/p>\n<p>- El almac\u00e9n tiene un exceso de existencias sin una conexi\u00f3n clara de los equipos<\/p>\n<p>- Las listas de materiales est\u00e1n obsoletas o no existen para los activos cr\u00edticos.<\/p>\n<p>- Se ponen en servicio nuevos equipos sin que se creen los correspondientes registros de materiales<\/p><\/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-69f8365e16c82 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e16c82\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e22f5c elementor-widget elementor-widget-heading\" data-id=\"69f8365e22f5c\" 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=\"how-these-four-strategies-work-together\">C\u00f3mo se combinan estas cuatro estrategias<\/h2>\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-69f8365e1eb91 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e1eb91\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e283c9 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e283c9\" 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><p>Estas cuatro estrategias son <strong>fases no secuenciales<\/strong> - son disciplinas interdependientes que se refuerzan mutuamente cuando se aplican juntas.<\/p>\n<p><strong>Normalizaci\u00f3n<\/strong> hace que la deduplicaci\u00f3n sea m\u00e1s precisa porque las descripciones se normalizan antes de la comparaci\u00f3n. <strong>Deduplicaci\u00f3n<\/strong> reduce el n\u00famero de registros que hay que clasificar, lo que hace m\u00e1s manejable el trabajo de taxonom\u00eda. <strong>Taxonom\u00eda y gobernanza<\/strong> garantizar que los nuevos elementos se crean correctamente desde el principio, lo que reduce la carga de deduplicaci\u00f3n futura. <strong>Conexi\u00f3n de equipos<\/strong> s\u00f3lo son fiables cuando los registros materiales subyacentes est\u00e1n normalizados y libres de duplicados.<\/p>\n<p>Las organizaciones que intentan aplicar una estrategia de forma aislada -por ejemplo, realizar un ejercicio de deduplicaci\u00f3n sin estandarizar primero las descripciones- suelen comprobar que los resultados se degradan r\u00e1pidamente. Las cuatro estrategias, aplicadas conjuntamente dentro de un programa estructurado, crean <strong>rendimientos compuestos<\/strong> que justifican varias veces la inversi\u00f3n.<\/p><\/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-69f8365e138d1 e-flex e-con-boxed e-con e-parent\" data-id=\"69f8365e138d1\" 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-69f8365e2924b elementor-widget elementor-widget-heading\" data-id=\"69f8365e2924b\" 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-makes-us-different\">\u00bfQu\u00e9 nos diferencia?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e3bdb2 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e3bdb2\" 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>Ofrecemos una escalabilidad sin igual y capacidades multiling\u00fces, <br \/>probada para optimizar los procesos empresariales e impulsar mejoras en los resultados.<\/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-69f8365e4df7f e-con-full e-flex e-con e-child\" data-id=\"69f8365e4df7f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-69f8365e5b32c e-con-full e-flex e-con e-child\" data-id=\"69f8365e5b32c\" 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-69f8365e68b0d elementor-view-stacked elementor-shape-circle elementor-widget elementor-widget-icon\" data-id=\"69f8365e68b0d\" 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=\"ico ico-database\"><\/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-69f8365e7c933 elementor-widget elementor-widget-counter\" data-id=\"69f8365e7c933\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<span class=\"elementor-counter-title\">Registros<\/span>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"100\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">M+<\/span>\n\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>\n\t\t<div class=\"elementor-element elementor-element-69f8365e8157f e-con-full e-flex e-con e-child\" data-id=\"69f8365e8157f\" 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-69f8365e911eb elementor-widget__width-inherit ewc1 elementor-widget elementor-widget-html\" data-id=\"69f8365e911eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"separator-container\">\n  <div class=\"separator-line\"><\/div>\n  <div class=\"separator-handle\"><\/div>\n<\/div>\n\n\n    <style>\n  \/* Ensure the separator container aligns properly within Elementor's column *\/\n  .elementor-column-wrap {\n    display: flex;\n    justify-content: center;\n    align-items: center;\n  }\n\n  .separator-container {\n    display: flex;\n    flex-direction: column;\n    justify-content: center;\n    align-items: center;\n    position: relative;\n    width: 5px; \/* Width for the separator area *\/\n    height: 100%; \/* Important: Takes full height of its parent column *\/\n    min-height: 150px; \/* Adjust if your columns are very short in Elementor *\/\n  }\n\n  .separator-line {\n    width: 1px; \/* Thin grey line *\/\n    height: 100%;\n    background-color: #ccc; \/* Light grey *\/\n    position: absolute;\n    left: 50%;\n    transform: translateX(-50%);\n  }\n\n  .separator-handle {\n    width: 3px; \/* Width of the bumpy block *\/\n    height: 20px; \/* Height of the bumpy block *\/\n    background-color: #0C162F; \/* Darker grey for the handle *\/\n    border-radius: 5px; \/* Slightly rounded corners *\/\n    position: absolute;\n    left: 51%;\n    transform: translateX(-50%);\n    animation: bump 3s infinite alternate ease-in-out; \/* The animation! *\/\n    z-index: 1; \/* Ensure it's above the line *\/\n  }\n\n  @keyframes bump {\n    0% {\n      top: 10%; \/* Starts near the top *\/\n    }\n    50% {\n      top: 90%; \/* Moves down *\/\n    }\n    100% {\n      top: 10%; \/* Moves back up *\/\n    }\n  }\n  \n   @media only screen and (max-width: 600px) {\n       \n    .separator-container {\n           transform: rotate(90deg);\n            width: 5px; \n    height: 10%; \n    left: 50%;\n    top: -70px\n    \n     }\n     \n     .ewc1 .elementor-widget-container{\n         max-height: 10px;\n     }\n     \n     \n     .separator-handle {\n         \n    transform: translateX(50%);\n\n     }\n}\n\n\n<\/style>\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-69f8365ea00a2 e-con-full e-flex e-con e-child\" data-id=\"69f8365ea00a2\" 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-69f8365ebb187 elementor-view-stacked elementor-shape-circle elementor-widget elementor-widget-icon\" data-id=\"69f8365ebb187\" 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=\"ico ico-database\"><\/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-69f8365ecb443 elementor-widget elementor-widget-counter\" data-id=\"69f8365ecb443\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<span class=\"elementor-counter-title\">Categor\u00edas UNSPSC<\/span>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"3700\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">+<\/span>\n\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>\n\t\t<div class=\"elementor-element elementor-element-69f8365edc88e e-con-full elementor-hidden-tablet e-flex e-con e-child\" data-id=\"69f8365edc88e\" 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-69f8365ee87a6 elementor-widget__width-inherit ewc1 elementor-widget elementor-widget-html\" data-id=\"69f8365ee87a6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"separator-container\">\n  <div class=\"separator-line\"><\/div>\n  <div class=\"separator-handle\"><\/div>\n<\/div>\n\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-69f8365efb131 e-con-full e-flex e-con e-child\" data-id=\"69f8365efb131\" 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-69f8365e106671 elementor-view-stacked elementor-shape-circle elementor-widget elementor-widget-icon\" data-id=\"69f8365e106671\" 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=\"ico ico-database\"><\/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-69f8365e118716 elementor-widget elementor-widget-counter\" data-id=\"69f8365e118716\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<span class=\"elementor-counter-title\">Clientes satisfechos<\/span>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"100\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">+<\/span>\n\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>\n\t\t<div class=\"elementor-element elementor-element-69f8365e12f88c e-con-full e-flex e-con e-child\" data-id=\"69f8365e12f88c\" 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-69f8365e13a14f elementor-widget__width-inherit ewc1 elementor-widget elementor-widget-html\" data-id=\"69f8365e13a14f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"separator-container\">\n  <div class=\"separator-line\"><\/div>\n  <div class=\"separator-handle\"><\/div>\n<\/div>\n\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-69f8365e14b7c6 e-con-full e-flex e-con e-child\" data-id=\"69f8365e14b7c6\" 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-69f8365e15a53f elementor-view-stacked elementor-shape-circle elementor-widget elementor-widget-icon\" data-id=\"69f8365e15a53f\" 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=\"ico ico-database\"><\/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-69f8365e169f6d nums elementor-widget elementor-widget-counter\" data-id=\"69f8365e169f6d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<span class=\"elementor-counter-title\">Implantaciones con \u00e9xito<\/span>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"200\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">+<\/span>\n\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>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-69f8365e17e821 e-con-full e-flex e-con e-child\" data-id=\"69f8365e17e821\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-69f8365e189c97 e-con-full e-flex e-con e-child\" data-id=\"69f8365e189c97\" 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-69f8365e19c450 elementor-view-stacked elementor-shape-circle elementor-widget elementor-widget-icon\" data-id=\"69f8365e19c450\" 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=\"ico ico-database\"><\/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-69f8365e1a8ff7 elementor-widget elementor-widget-counter\" data-id=\"69f8365e1a8ff7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<span class=\"elementor-counter-title\">Patrones del fabricante<\/span>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"2400\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">+<\/span>\n\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>\n\t\t<div class=\"elementor-element elementor-element-69f8365e1b4c59 e-con-full e-flex e-con e-child\" data-id=\"69f8365e1b4c59\" 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-69f8365e1cae3d elementor-widget__width-inherit ewc1 elementor-widget elementor-widget-html\" data-id=\"69f8365e1cae3d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"separator-container\">\n  <div class=\"separator-line\"><\/div>\n  <div class=\"separator-handle\"><\/div>\n<\/div>\n\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-69f8365e1d00f1 e-con-full e-flex e-con e-child\" data-id=\"69f8365e1d00f1\" 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-69f8365e1e0250 elementor-view-stacked elementor-shape-circle elementor-widget elementor-widget-icon\" data-id=\"69f8365e1e0250\" 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=\"ico ico-database\"><\/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-69f8365e1f52e3 elementor-widget elementor-widget-counter\" data-id=\"69f8365e1f52e3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<span class=\"elementor-counter-title\">Dominio de los patrones Value-UOM<\/span>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"52000\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">+<\/span>\n\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>\n\t\t<div class=\"elementor-element elementor-element-69f8365e20d871 e-con-full elementor-hidden-tablet e-flex e-con e-child\" data-id=\"69f8365e20d871\" 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-69f8365e2105ad elementor-widget__width-inherit ewc1 elementor-widget elementor-widget-html\" data-id=\"69f8365e2105ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"separator-container\">\n  <div class=\"separator-line\"><\/div>\n  <div class=\"separator-handle\"><\/div>\n<\/div>\n\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-69f8365e229cbd e-con-full e-flex e-con e-child\" data-id=\"69f8365e229cbd\" 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-69f8365e239b5a elementor-view-stacked elementor-shape-circle elementor-widget elementor-widget-icon\" data-id=\"69f8365e239b5a\" 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=\"ico ico-database\"><\/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-69f8365e240d77 elementor-widget elementor-widget-counter\" data-id=\"69f8365e240d77\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<span class=\"elementor-counter-title\">Atributos predefinidos del proyecto<\/span>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"300\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">+<\/span>\n\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>\n\t\t<div class=\"elementor-element elementor-element-69f8365e25a248 e-con-full e-flex e-con e-child\" data-id=\"69f8365e25a248\" 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-69f8365e2605e5 elementor-widget__width-inherit ewc1 elementor-widget elementor-widget-html\" data-id=\"69f8365e2605e5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"separator-container\">\n  <div class=\"separator-line\"><\/div>\n  <div class=\"separator-handle\"><\/div>\n<\/div>\n\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-69f8365e27b06b e-con-full e-flex e-con e-child\" data-id=\"69f8365e27b06b\" 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-69f8365e282dcf elementor-view-stacked elementor-shape-circle elementor-widget elementor-widget-icon\" data-id=\"69f8365e282dcf\" 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=\"ico ico-database\"><\/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-69f8365e297541 nums elementor-widget elementor-widget-counter\" data-id=\"69f8365e297541\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<span class=\"elementor-counter-title\">Patrones de valores de atributos<\/span>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"600000\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">+<\/span>\n\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>\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-69f8365e10283 e-con-full e-flex e-con e-child\" data-id=\"69f8365e10283\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-69f8365e22ad9 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e22ad9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e33112 elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e33112\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tReducir los costes de mantenimiento de inventario consolidando las existencias duplicadas en ubicaciones y plantas.\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-69f8365e4e6c6 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e4e6c6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e5c797 elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e5c797\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tMejore la productividad de los t\u00e9cnicos con cat\u00e1logos precisos, con capacidad de b\u00fasqueda y ricos en atributos\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-69f8365e641c9 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e641c9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e7174c elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e7174c\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tReducci\u00f3n de los casos de aprovisionamiento de emergencia con enlaces fiables entre equipos y materiales\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-69f8365e8202a e-con-full e-flex e-con e-parent\" data-id=\"69f8365e8202a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e96f77 elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e96f77\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tMantener la calidad de los datos a lo largo del tiempo mediante marcos de gobernanza y una propiedad definida.\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-69f8365ea3154 e-con-full e-flex e-con e-parent\" data-id=\"69f8365ea3154\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365eb721d elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365eb721d\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tPermitir el mantenimiento predictivo con datos fiables de la lista de materiales y de los materiales vinculados a los activos.\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-69f8365e1bcd7 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e1bcd7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e20667 elementor-widget elementor-widget-heading\" data-id=\"69f8365e20667\" 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=\"getting-started-a-practical-roadmap\">Primeros pasos: Una hoja de ruta pr\u00e1ctica<\/h2>\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-69f8365e1c984 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e1c984\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e28460 elementor-widget elementor-widget-heading\" data-id=\"69f8365e28460\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Fase 1 - Limpieza y normalizaci\u00f3n<\/h4>\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-69f8365e1a363 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e1a363\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e2af4a elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e2af4a\" 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><p>Aplicar la estructura sustantivo-modificador-atributo a todos los elementos activos. Identificar y resolver duplicados con un enfoque prioritario en <strong>partidas de alto gasto y alta criticidad<\/strong> Primero. Establezca una puntuaci\u00f3n de referencia de la calidad del cat\u00e1logo en funci\u00f3n de la exhaustividad de la descripci\u00f3n, la poblaci\u00f3n de atributos y el \u00edndice de duplicados.<\/p>\n<p>Esta fase suele durar de 3 a 6 meses para cat\u00e1logos de 50.000 a 150.000 art\u00edculos si se utilizan herramientas de datos MRO espec\u00edficas. Los m\u00e9todos manuales pueden llevar de dos a tres veces m\u00e1s tiempo con menor precisi\u00f3n.<\/p><\/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-69f8365e1b7fa e-con-full e-flex e-con e-parent\" data-id=\"69f8365e1b7fa\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e2f413 elementor-widget elementor-widget-heading\" data-id=\"69f8365e2f413\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Fase 2 - Clasificar y enriquecer<\/h4>\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-69f8365e1852f e-con-full e-flex e-con e-parent\" data-id=\"69f8365e1852f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e22694 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e22694\" 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><p>Asigne todos los art\u00edculos activos a una taxonom\u00eda est\u00e1ndar, ya sea un est\u00e1ndar industrial como UNSPSC o una jerarqu\u00eda interna alineada con sus categor\u00edas de productos y gastos.<\/p>\n<p>Complete los datos de atributos de los art\u00edculos clasificados. A\u00f1ada los n\u00fameros de pieza del fabricante y las referencias cruzadas que falten. Esta fase mejora notablemente <strong>precisi\u00f3n de la b\u00fasqueda y an\u00e1lisis del gasto<\/strong> a trav\u00e9s de su funci\u00f3n de compras.<\/p><\/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-69f8365e187eb e-con-full e-flex e-con e-parent\" data-id=\"69f8365e187eb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e2359e elementor-widget elementor-widget-heading\" data-id=\"69f8365e2359e\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Fase 3 - Vincular y validar<\/h4>\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-69f8365e19488 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e19488\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e27745 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e27745\" 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><p>Cree v\u00ednculos entre equipos y materiales para activos cr\u00edticos. Valide los v\u00ednculos con la documentaci\u00f3n de los fabricantes de equipos originales y el historial de mantenimiento. Publique las listas de materiales en el EAM o el CMMS para que las \u00f3rdenes de trabajo planificadas generen autom\u00e1ticamente listas de selecci\u00f3n precisas.<\/p>\n<p>Esta es la fase que <strong>reduce directamente el tiempo de inactividad de la m\u00e1quina<\/strong> - porque la pieza correcta est\u00e1 identificada y reservada antes de que el t\u00e9cnico llegue al equipo.<\/p><\/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-69f8365e180e9 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e180e9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e2382b elementor-widget elementor-widget-heading\" data-id=\"69f8365e2382b\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Fase 4 - Gobernar y mantener<\/h4>\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-69f8365e17e52 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e17e52\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e2f0a8 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e2f0a8\" 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><p>Implemente flujos de trabajo de creaci\u00f3n de elementos con puertas de aprobaci\u00f3n. Asigne la propiedad de los datos. Programar auditor\u00edas peri\u00f3dicas del cat\u00e1logo. Formar a los equipos de compras, ingenier\u00eda y almac\u00e9n sobre las normas de datos y las consecuencias de salt\u00e1rselas.<\/p>\n<p><strong>La diferencia entre un proyecto y un programa es la Fase 4.<\/strong> La mayor\u00eda de las organizaciones pueden limpiar los datos una vez; el reto es evitar que vuelvan a degradarse. La gobernanza es lo que hace que la inversi\u00f3n sea duradera.<\/p><\/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-69f8365e1aeea e-flex e-con-boxed e-con e-parent\" data-id=\"69f8365e1aeea\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-69f8365e21f84 e-con-full e-flex e-con e-child\" data-id=\"69f8365e21f84\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e324df elementor-widget elementor-widget-heading\" data-id=\"69f8365e324df\" 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=\"how-verdantis-accelerates-mro-data-quality\">C\u00f3mo Verdantis acelera la calidad de los datos MRO<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-69f8365e4e3cf e-flex e-con-boxed e-con e-parent\" data-id=\"69f8365e4e3cf\" 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-69f8365e54fd9 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e54fd9\" 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-stars\"><\/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<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tInteligencia artificial para MRO\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\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\tMRO360 utiliza modelos de IA entrenados espec\u00edficamente en datos industriales y de MRO -no en texto gen\u00e9rico- para normalizar descripciones, identificar duplicados y clasificar art\u00edculos a escala de cat\u00e1logo.\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-69f8365e6a083 e-flex e-con-boxed e-con e-parent\" data-id=\"69f8365e6a083\" 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-69f8365e75f1d elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e75f1d\" 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-stars\"><\/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<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tMotor de deduplicaci\u00f3n automatizada\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\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\tLa concordancia difusa, las referencias cruzadas de NMP y la comparaci\u00f3n de atributos se combinan para sacar a la superficie candidatos duplicados con gran precisi\u00f3n, lo que reduce dr\u00e1sticamente el tiempo de revisi\u00f3n manual.\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-69f8365e8fec6 e-flex e-con-boxed e-con e-parent\" data-id=\"69f8365e8fec6\" 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-69f8365e9d12c elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e9d12c\" 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-stars\"><\/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<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tGesti\u00f3n configurable de taxonom\u00edas\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\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\tCree y gestione taxonom\u00edas personalizadas o basadas en est\u00e1ndares con plantillas de atributos que imponen la integridad y la correcci\u00f3n en el punto de creaci\u00f3n de elementos.\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-69f8365ea246f e-flex e-con-boxed e-con e-parent\" data-id=\"69f8365ea246f\" 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-69f8365ebe900 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365ebe900\" 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-stars\"><\/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<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tIntegraci\u00f3n nativa de EAM y ERP\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\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\tLos conectores a SAP, Maximo, Oracle y otras plataformas l\u00edderes permiten que los datos depurados y enriquecidos fluyan directamente a sus sistemas de registro sin necesidad de volver a introducirlos manualmente.\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-69f8365ecc2f0 e-flex e-con-boxed e-con e-parent\" data-id=\"69f8365ecc2f0\" 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-69f8365ed7946 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365ed7946\" 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-stars\"><\/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<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tFlujos de trabajo de gobernanza integrados\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\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\tLos flujos de trabajo de creaci\u00f3n, modificaci\u00f3n y retirada de elementos con aprobaci\u00f3n basada en funciones garantizan que la calidad de los datos se mantenga como una disciplina continua, no como un proyecto puntual.\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-69f8365ee6948 e-con-full e-flex e-con e-child\" data-id=\"69f8365ee6948\" 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-69f8365ef7d1c elementor-widget elementor-widget-heading\" data-id=\"69f8365ef7d1c\" 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<h3 class=\"elementor-heading-title elementor-size-default\" id=\"consult-with-an-expert\">Consulte a un experto<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e1090e3 elementor-button-align-stretch elementor-widget elementor-widget-form\" data-id=\"69f8365e1090e3\" 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=\"42319\"\/>\n\t\t\t<input type=\"hidden\" name=\"form_id\" value=\"69f8365e1090e3\"\/>\n\t\t\t<input type=\"hidden\" name=\"referer_title\" value=\"4 MRO Data Maintenance Strategies for Industrial Plants | Verdantis\" \/>\n\n\t\t\t\t\t\t\t<input type=\"hidden\" name=\"queried_id\" value=\"42319\"\/>\n\t\t\t\n\t\t\t<div class=\"elementor-form-fields-wrapper elementor-labels-\">\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 elementor-md-50\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-name\" class=\"elementor-field-label elementor-screen-only\">\n\t\t\t\t\t\t\t\tNombre\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\" placeholder=\"Nombre\">\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-md-50 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 elementor-screen-only\">\n\t\t\t\t\t\t\t\tN\u00ba de contacto\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=\"us|gb\" 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-md-50 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 elementor-screen-only\">\n\t\t\t\t\t\t\t\tNombre de la empresa\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\" placeholder=\"Nombre de la empresa\" 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-md-50 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 elementor-screen-only\">\n\t\t\t\t\t\t\t\tCorreo electr\u00f3nico profesional\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\" placeholder=\"Correo electr\u00f3nico profesional\" 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\">PROGRAMAR UNA REUNI\u00d3N<\/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=\"es\"\/><\/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-69f8365e115cc5 elementor-position-left elementor-vertical-align-top elementor-widget elementor-widget-image-box\" data-id=\"69f8365e115cc5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img fetchpriority=\"high\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/customer-service-2.png\" class=\"attachment-full size-full wp-image-33853\" alt=\"\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/customer-service-2.png 512w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/customer-service-2-300x300.png 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/customer-service-2-150x150.png 150w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/customer-service-2-12x12.png 12w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/customer-service-2-24x24.png 24w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/customer-service-2-48x48.png 48w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/customer-service-2-96x96.png 96w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/figure><div class=\"elementor-image-box-content\"><p class=\"elementor-image-box-title\">Nuestro equipo se pondr\u00e1 en contacto con usted por correo electr\u00f3nico en un plazo de 2 d\u00edas laborables para conocer sus necesidades.<\/p><\/div><\/div>\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-69f8365e1aca7 e-con-full e-flex e-con e-child\" data-id=\"69f8365e1aca7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-69f8365e26b4c e-con-full e-flex e-con e-child\" data-id=\"69f8365e26b4c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e3ce0d elementor-view-stacked elementor-widget__width-inherit elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e3ce0d\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tNormalizaci\u00f3n basada en IA\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-69f8365e4ec83 e-con-full e-flex e-con e-child\" data-id=\"69f8365e4ec83\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e5e7a0 elementor-view-stacked elementor-widget__width-inherit elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e5e7a0\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tMotor de detecci\u00f3n de duplicados\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-69f8365e6ec49 e-con-full e-flex e-con e-child\" data-id=\"69f8365e6ec49\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e7a393 elementor-view-stacked elementor-widget__width-inherit elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e7a393\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tCreador de taxonom\u00edas\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-69f8365e82e87 e-con-full e-flex e-con e-child\" data-id=\"69f8365e82e87\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e9332c elementor-view-stacked elementor-widget__width-inherit elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e9332c\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tIntegraci\u00f3n EAM \/ ERP\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-69f8365eac2cf e-con-full e-flex e-con e-child\" data-id=\"69f8365eac2cf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365eb5b83 elementor-view-stacked elementor-widget__width-inherit elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365eb5b83\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tAutomatizaci\u00f3n de enlaces de la BdM\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-69f8365ec2d31 e-con-full e-flex e-con e-child\" data-id=\"69f8365ec2d31\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365edfa04 elementor-view-stacked elementor-widget__width-inherit elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365edfa04\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tFlujos de trabajo para la gobernanza de datos\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-69f8365e1fcfc e-con-full e-flex e-con e-parent\" data-id=\"69f8365e1fcfc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e245a2 elementor-widget elementor-widget-heading\" data-id=\"69f8365e245a2\" 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=\"frequently-asked-questions-on-mro-data-maintenance\">Preguntas frecuentes sobre el mantenimiento de datos MRO<\/h2>\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-69f8365e1a82b e-con-full e-flex e-con e-parent\" data-id=\"69f8365e1a82b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e239b6 elementor-widget elementor-widget-heading\" data-id=\"69f8365e239b6\" 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<h4 class=\"elementor-heading-title elementor-size-default\">\u00bfCu\u00e1nto suele durar un proyecto de limpieza de datos de MRO?<\/h4>\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-69f8365e1242c e-con-full e-flex e-con e-parent\" data-id=\"69f8365e1242c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e26a54 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e26a54\" 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><p>Para un cat\u00e1logo de entre 50.000 y 150.000 art\u00edculos, un programa inicial de depuraci\u00f3n y normalizaci\u00f3n suele durar entre 1.000 y 2.000 euros. <strong>De 6 a 12 meses<\/strong>Dependiendo de la complejidad de los datos, de los conocimientos t\u00e9cnicos disponibles y de si se utilizan herramientas asistidas por IA.<\/p>\n<p>Con un software de gesti\u00f3n de datos MRO espec\u00edfico como Verdantis MRO360, los plazos pueden reducirse significativamente en comparaci\u00f3n con los enfoques manuales o basados en hojas de c\u00e1lculo, a menudo en la mitad de tiempo y con una precisi\u00f3n considerablemente mayor.<\/p><\/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-69f8365e1bb66 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e1bb66\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e2daa1 elementor-widget elementor-widget-heading\" data-id=\"69f8365e2daa1\" 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<h4 class=\"elementor-heading-title elementor-size-default\">\u00bfQu\u00e9 porcentaje de un cat\u00e1logo t\u00edpico de MRR est\u00e1 duplicado?<\/h4>\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-69f8365e174f7 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e174f7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e22666 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e22666\" 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><p>La experiencia del sector demuestra que <strong>10-25% de los registros del cat\u00e1logo MRO<\/strong> son duplicados o casi duplicados en organizaciones que no han aplicado un programa estructurado de deduplicaci\u00f3n.<\/p>\n<p>Para las organizaciones que han crecido a trav\u00e9s de adquisiciones o que han operado con m\u00faltiples sistemas ERP a lo largo del tiempo, esta cifra puede ser mayor. Cada duplicado representa un exceso de inversi\u00f3n en inventario o el riesgo de tomar una decisi\u00f3n de compra incorrecta bas\u00e1ndose en informaci\u00f3n incompleta.<\/p><\/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-69f8365e1fe19 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e1fe19\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e234e3 elementor-widget elementor-widget-heading\" data-id=\"69f8365e234e3\" 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<h4 class=\"elementor-heading-title elementor-size-default\">\u00bfDebemos limpiar todos los art\u00edculos o dar prioridad a un subconjunto?<\/h4>\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-69f8365e149b5 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e149b5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e20fd5 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e20fd5\" 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><p>Se recomienda encarecidamente establecer prioridades. Centrar los esfuerzos iniciales en <strong>categor\u00edas de gasto elevado, repuestos cr\u00edticos y art\u00edculos relacionados con equipos cr\u00edticos para la seguridad<\/strong>. Este enfoque ofrece el retorno de la inversi\u00f3n m\u00e1s r\u00e1pido y permite a los equipos adquirir competencias y perfeccionar los procesos antes de abordar el cat\u00e1logo completo.<\/p>\n<p>Un modelo de priorizaci\u00f3n basado en el riesgo -que combine el valor del gasto, la puntuaci\u00f3n de criticidad y la puntuaci\u00f3n de calidad de los datos actuales- es el marco m\u00e1s eficaz y defendible para secuenciar el trabajo.<\/p><\/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-69f8365e18212 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e18212\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e215cb elementor-widget elementor-widget-heading\" data-id=\"69f8365e215cb\" 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<h4 class=\"elementor-heading-title elementor-size-default\">\u00bfPuede la IA manejar con precisi\u00f3n la terminolog\u00eda t\u00e9cnica espec\u00edfica de los MRR?<\/h4>\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-69f8365e17691 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e17691\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e26d2c elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e26d2c\" 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><p>Los modelos de IA de uso general tienen dificultades con los contenidos de MRR porque la terminolog\u00eda industrial es muy espec\u00edfica de cada sector. Las abreviaturas, las normas de ingenier\u00eda y las convenciones de nomenclatura var\u00edan considerablemente en funci\u00f3n de la industria, el sector y la planta.<\/p>\n<p><strong>Modelos de IA de MRO entrenados espec\u00edficamente<\/strong> - como los integrados en Verdantis MRO360- se entrenan en grandes corpus de datos de materiales industriales y son significativamente m\u00e1s precisos que los modelos gen\u00e9ricos cuando se aplican a la normalizaci\u00f3n, clasificaci\u00f3n y deduplicaci\u00f3n del contenido de cat\u00e1logos t\u00e9cnicos.<\/p><\/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-69f8365e1ec91 e-con-full e-flex e-con e-child\" data-id=\"69f8365e1ec91\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-69f8365e2ee47 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e2ee47\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e33dd6 elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e33dd6\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tMayor rapidez de limpieza gracias a la normalizaci\u00f3n asistida por IA frente a los m\u00e9todos manuales\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-69f8365e47c43 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e47c43\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e59b8f elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e59b8f\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tMayor precisi\u00f3n en la deduplicaci\u00f3n gracias a las referencias cruzadas y la correspondencia de atributos de la NMP.\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-69f8365e68dc7 e-con-full e-flex e-con e-parent\" data-id=\"69f8365e68dc7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e70fc4 elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e70fc4\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tPlantillas de taxonom\u00eda plug-and-play para petr\u00f3leo y gas, miner\u00eda y fabricaci\u00f3n\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-69f8365e872ad e-con-full e-flex e-con e-parent\" data-id=\"69f8365e872ad\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e913bf elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365e913bf\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tLos flujos de trabajo de revisi\u00f3n humana garantizan la aprobaci\u00f3n de expertos en la materia.\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-69f8365ea92ad e-con-full e-flex e-con e-parent\" data-id=\"69f8365ea92ad\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365eb7026 elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"69f8365eb7026\" 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-list-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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tEl aprendizaje continuo a partir de las anulaciones de los usuarios mejora la precisi\u00f3n del modelo a lo largo del tiempo\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-69f8365e14fae e-flex e-con-boxed e-con e-parent\" data-id=\"69f8365e14fae\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-69f8365e37c59 e-con-full e-flex e-con e-child\" data-id=\"69f8365e37c59\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e5d08d elementor-widget elementor-widget-heading\" data-id=\"69f8365e5d08d\" 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=\"start-your-mro-data-programme\">Inicie su programa de datos MRO<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e64cd9 elementor-widget elementor-widget-text-editor\" data-id=\"69f8365e64cd9\" 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><p>Vea c\u00f3mo Verdantis MRO360 ayuda a las organizaciones industriales a limpiar, clasificar y controlar sus datos maestros de materiales, y a mantenerlos limpios a escala.<\/p><\/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-69f8365e71382 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"69f8365e71382\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69f8365e9f74e e-grid-align-left e-grid-align-mobile-left elementor-shape-rounded elementor-grid-0 elementor-widget elementor-widget-social-icons\" data-id=\"69f8365e9f74e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"social-icons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-social-icons-wrapper elementor-grid\" role=\"list\">\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-flaticon-linkedin-2 elementor-repeater-item-1bbd0a7\" href=\"https:\/\/www.linkedin.com\/company\/verdantis-inc\/\" target=\"_blank\" rel=\"nofollow noopener\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Flaticon-linkedin-2<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"flaticon flaticon-linkedin-2\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon- elementor-repeater-item-d4498d3\" href=\"https:\/\/www.gartner.com\/reviews\/market\/master-data-management-solutions\/vendor\/verdantis\/product\/verdantis-mdm-suite\" target=\"_blank\" rel=\"nofollow noopener\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\"><\/span>\n\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 1391 1550\" width=\"1391\" height=\"1550\"><title>gartner-svg<\/title><style>\t\t.s0 { fill: #002856 } \t<\/style><path id=\"Layer\" class=\"s0\" d=\"m1390.6 1400c-184.6 99-369.2 155.6-612.9 148.5-451.5-13.5-777.6-294.5-777.6-767.7 0-471.3 329.3-772.9 778.2-779.9 227.7-3.3 430.9 54 590.4 194.8l-192.3 193.5c-98.4-84.2-243.1-133.1-416.7-125.4-282.4 12.9-452.8 218.6-456.7 500.3-3.8 305.4 184 516.3 477.2 524 138.3 3.2 236.7-14.8 322.2-53.4v-311.8h-304.8l20.6-256.6h571.7z\"><\/path><\/svg>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon- elementor-repeater-item-df29606\" href=\"https:\/\/www.g2.com\/products\/verdantis-master-data-management-suite\/\" target=\"_blank\" rel=\"nofollow noopener\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\"><\/span>\n\t\t\t\t\t\t<svg 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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=\"An In-depth Guide to Item Master Data Management\" \/>\n\n\t\t\t\t\t\t\t<input type=\"hidden\" name=\"queried_id\" value=\"27736\"\/>\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\tNombre\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\tN\u00ba de contacto\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\tNombre de la empresa\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\tCorreo electr\u00f3nico profesional\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\">PROGRAMAR UNA REUNI\u00d3N<\/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=\"es\"\/><\/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\">Concierte una llamada de consulta no obligatoria con nuestro equipo de entrega para abordar los retos de la gesti\u00f3n de datos maestros<\/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 class=\"elementor-element elementor-element-69f8365ec726d elementor-widget elementor-widget-html\" data-id=\"69f8365ec726d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div 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