{"id":25462,"date":"2025-01-22T18:09:11","date_gmt":"2025-01-22T12:39:11","guid":{"rendered":"https:\/\/www.verdantis.com\/?p=25462"},"modified":"2026-01-12T15:58:29","modified_gmt":"2026-01-12T10:28:29","slug":"gestion-de-datos-mro","status":"publish","type":"post","link":"https:\/\/www.verdantis.com\/es\/gestion-de-datos-mro\/","title":{"rendered":"Aspectos b\u00e1sicos de la gesti\u00f3n de datos MRO [con soluciones]."},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"25462\" class=\"elementor elementor-25462\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4def887 e-flex e-con-boxed e-con e-parent\" data-id=\"4def887\" 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-b93bda2 elementor-widget elementor-widget-text-editor\" data-id=\"b93bda2\" 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>Los procesos de Reparaciones y Operaciones de Mantenimiento [MRO], especialmente en grandes organizaciones de fabricaci\u00f3n o de producci\u00f3n intensiva, requieren gestionar, generar y tratar y sincronizar bastantes datos a trav\u00e9s de varios sistemas organizativos.<\/p><p>Estos datos pueden referirse a piezas de recambio, consumibles, activos fijos, inventarios, proveedores, \u00f3rdenes de trabajo, listas de materiales de equipos, etc.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-96c2ebf e-flex e-con-boxed e-con e-parent\" data-id=\"96c2ebf\" 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-6bdcbc9 elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"6bdcbc9\" 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\" data-name=\"Layer 1\" viewbox=\"0 0 128 128\"><title><\/title><path d=\"M52.6423,79.0578A25.339,25.339,0,1,1,77.40292,59.07135L92.85116,74.5196a26.70833,26.70833,0,0,0,6.04492,4.55627l2.968-5.14642a2.71931,2.71931,0,0,0-.5083-3.35822L89.48373,59.62494a7.96653,7.96653,0,0,1-2.55957-5.8634v-.02728a34.02907,34.02907,0,0,0-2.57764-13.03369A4.02807,4.02807,0,0,1,88.068,35.12745a3.97726,3.97726,0,0,1,3.64868,2.34186,41.5789,41.5789,0,0,1,2.74109,8.60449l7.96008-7.3429a2.7198,2.7198,0,0,0,.5083-3.35834l-8.178-14.16827a2.72667,2.72667,0,0,0-3.16772-1.24359l-15.56616,4.856a7.57439,7.57439,0,0,1-6.09033-.67169,33.97859,33.97859,0,0,0-12.75244-4.384,4.03194,4.03194,0,0,1,.49927-8.02362,3.359,3.359,0,0,1,.42651.02716,41.28884,41.28884,0,0,1,8.82227,1.92432L64.54159,3.12372A2.72777,2.72777,0,0,0,61.88217,1h-16.356a2.7202,2.7202,0,0,0-2.6593,2.12372l-3.58521,15.902a7.50757,7.50757,0,0,1-3.58521,4.91949,34.69067,34.69067,0,0,0-10.202,8.87683,4.00893,4.00893,0,0,1-5.18262,1.0166l-.01819-.00909a4.01,4.01,0,0,1-1.27063-5.809,41.78272,41.78272,0,0,1,6.07214-6.6712L14.76608,18.1272a2.72193,2.72193,0,0,0-3.1676,1.2345L3.4205,33.53a2.72031,2.72031,0,0,0,.5083,3.36749l11.863,10.94617a7.97077,7.97077,0,0,1,2.5686,5.85443v.03619a34.06387,34.06387,0,0,0,2.57764,13.03394,4.03409,4.03409,0,0,1-1.69727,5.02844,4.0834,4.0834,0,0,1-2.02417.54443A3.9708,3.9708,0,0,1,13.568,69.99042a41.5034,41.5034,0,0,1-2.74109-8.59552L2.86679,68.72864a2.719,2.719,0,0,0-.5083,3.36749l8.178,14.1684a2.722,2.722,0,0,0,3.16772,1.23438l15.56616-4.8468a7.57438,7.57438,0,0,1,6.09033.67163,33.9817,33.9817,0,0,0,12.75244,4.38391,4.00447,4.00447,0,0,1,3.46729,3.97552v.009A4.01507,4.01507,0,0,1,47.18734,95.704a41.83151,41.83151,0,0,1-8.82227-1.92413L40.743,104.3357a2.72778,2.72778,0,0,0,2.65942,2.124H59.75827a2.72789,2.72789,0,0,0,2.65942-2.124l3.57617-15.90192A7.28842,7.28842,0,0,1,66.5112,86.918l-8.45032-8.45026A24.78047,24.78047,0,0,1,52.6423,79.0578Z\"><\/path><path d=\"M46.62045,59.60541l-9.9834-9.98352a1.964,1.964,0,0,0-3.33081,1.10919,19.26942,19.26942,0,0,0,5.37622,16.34076,19.338,19.338,0,1,0,27.4209-27.2749,19.26911,19.26911,0,0,0-16.41187-5.44928,1.96419,1.96419,0,0,0-1.11133,3.33112l9.9834,9.98346L56.72262,57.76441Z\"><\/path><path d=\"M120.34506,94.04035a19.24265,19.24265,0,0,0-12.04858-5.598A32.10193,32.10193,0,0,1,88.359,79.01191L75.12191,65.77478a26.162,26.162,0,0,1-5.46021,6.8985,24.65586,24.65586,0,0,1-4.95215,3.462L77.9725,89.39844a33.53385,33.53385,0,0,1,9.47363,20.34216,19.206,19.206,0,0,0,5.48608,11.58362,19.33832,19.33832,0,1,0,27.41284-27.28387Zm-10.77393,24.502-10.82568-2.90228-2.90234-10.83435,7.92334-7.92328,10.83423,2.90234,2.90234,10.82562Z\"><\/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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tPiezas de recambio: con diferencia, la soluci\u00f3n m\u00e1s complicada, simplemente por su magnitud.\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 class=\"elementor-element elementor-element-2acee0a elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"2acee0a\" 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\" data-name=\"Layer 1\" id=\"Layer_1\" viewbox=\"0 0 128 128\"><title><\/title><path d=\"M126,111H112v-7.5h8a2,2,0,0,0,0-4H100a2,2,0,0,0,0,4h8V111H64v-7.5h8a2,2,0,0,0,0-4H52a2,2,0,0,0,0,4h8V111H40v-6.5a6.00476,6.00476,0,0,0,6-6v-3h74a7.99614,7.99614,0,0,0,1-15.93V65.5a3.99887,3.99887,0,0,0-4-4H103a3.99887,3.99887,0,0,0-4,4v14H83v-14a3.99887,3.99887,0,0,0-4-4H65a3.99887,3.99887,0,0,0-4,4v14H45.91a6.00681,6.00681,0,0,0-5.91-5H29.5v-9h3.6c.13,0,.26-.01.38-.02.12.01.24.02.36.02a7.62962,7.62962,0,0,0,5.45-2.26L50.07,52.46a7.673,7.673,0,0,0,1.01-.71,8.121,8.121,0,0,0,2.87-5.57c.01-.13.02-.26.02-.39a1.33907,1.33907,0,0,0,.01-.2,7.661,7.661,0,0,0-.21-2.08c-.02-.09-.05-.18005-.07-.27-.02-.07-.04-.13-.06-.2a8.159,8.159,0,0,0-1.24-2.53L47.25,33.5H60.98a7.45118,7.45118,0,0,0,.78.92L79.08,51.74a7.88614,7.88614,0,0,0,9.56,1.23l.87.87a2.66352,2.66352,0,0,1,.54,2.96,6.69653,6.69653,0,0,0,1.37,7.43L94,66.81a1.99759,1.99759,0,1,0,2.83-2.82l-2.58-2.58a2.68551,2.68551,0,0,1-.55-2.97,6.60949,6.60949,0,0,0,.57-2.67A6.60913,6.60913,0,0,0,96.94,55.2a2.68551,2.68551,0,0,1,2.97.55l2.58,2.58a2.00385,2.00385,0,0,0,2.82,0,2.0037,2.0037,0,0,0,0-2.83l-2.58-2.58a6.69653,6.69653,0,0,0-7.43-1.37,2.66671,2.66671,0,0,1-2.96-.54L91.47,50.14A7.89231,7.89231,0,0,0,90.24,40.58L72.92,23.26a7.8646,7.8646,0,0,0-.82-.71,10.01164,10.01164,0,0,0-9.95-9.05H29.85a10.00686,10.00686,0,0,0-9.63,7.34c-4.56-.26-15.24-.02-17.16,7.68a11.42493,11.42493,0,0,0,1.02,8.72c.91,1.89,1.33,2.75-.71,5.6C-.57,48.35-.33,52.17.56,54.41c.72,1.79,2.48,4.07,6.72,5.24a7.891,7.891,0,0,0,7.22,5.83V74.5H6a6.00476,6.00476,0,0,0-6,6v18a6.00476,6.00476,0,0,0,6,6V111H2a2,2,0,0,0,0,4H126a2,2,0,0,0,0-4ZM46,83.5h74a4,4,0,0,1,0,8H46ZM71.37,27.36,87.42,43.4a3.90329,3.90329,0,0,1-5.52,5.52L65.79,32.8A9.97058,9.97058,0,0,0,71.37,27.36ZM62,21.5a2,2,0,0,1,0,4,2,2,0,0,1,0-4Zm-28,37a1,1,0,1,1,1-1A1,1,0,0,1,34,58.5Zm8.29-25,6.89,9.38a4.3195,4.3195,0,0,1-.65,5.8,3.489,3.489,0,0,1-2.65.8,3.64076,3.64076,0,0,1-2.47-1.5L32.77,33.5ZM30,21.5a2,2,0,0,1,0,4,2,2,0,0,1,0-4ZM7.26,55.44a4.89814,4.89814,0,0,1-2.98-2.52c-.74005-1.85.09-4.6,2.35-7.76,3.16-4.42,2.39-6.89,1.06-9.66a7.49762,7.49762,0,0,1-.75-6.02c1.18-4.7,9.34-4.83,13.01-4.64a10.0115,10.0115,0,0,0,7.67,8.4l8.3,11.3L30.96,49.5H14.9A7.89545,7.89545,0,0,0,7.26,55.44ZM11,57.6v-.2a3.905,3.905,0,0,1,3.9-3.9H27.22a7.71993,7.71993,0,0,0-.18,8H14.9A3.905,3.905,0,0,1,11,57.6Zm14.5,7.9v9h-7v-9ZM14.5,88h17a2,2,0,0,1,0,4h-17a2,2,0,0,1,0-4ZM36,111H10v-6.5H36Z\"><\/path><circle cx=\"46\" cy=\"45.5\" r=\"1\"><\/circle><path d=\"M119.65845,86.38177A2.00128,2.00128,0,1,0,120,87.5,2.00951,2.00951,0,0,0,119.65845,86.38177Z\"><\/path><path d=\"M111.11823,85.84155a2,2,0,1,0,0,3.31689,2.01125,2.01125,0,0,0,.54022-.54022,2.00022,2.00022,0,0,0-.54022-2.77667Z\"><\/path><path d=\"M103.11823,85.84155a2,2,0,1,0,0,3.31689,2.01125,2.01125,0,0,0,.54022-.54022,2.00022,2.00022,0,0,0-.54022-2.77667Z\"><\/path><path d=\"M95.11823,85.84155a2,2,0,1,0,0,3.31689,2.01125,2.01125,0,0,0,.54022-.54022,2.00022,2.00022,0,0,0-.54022-2.77667Z\"><\/path><path d=\"M87.11823,85.84155a2,2,0,1,0,0,3.31689,2.01125,2.01125,0,0,0,.54022-.54022,2.00022,2.00022,0,0,0-.54022-2.77667Z\"><\/path><path d=\"M79.11823,85.84155a2,2,0,1,0,0,3.31689,2.01125,2.01125,0,0,0,.54022-.54022,2.00022,2.00022,0,0,0-.54022-2.77667Z\"><\/path><path d=\"M71.11823,85.84155a2,2,0,1,0,0,3.31689,2.01125,2.01125,0,0,0,.54022-.54022,2.00022,2.00022,0,0,0-.54022-2.77667Z\"><\/path><path d=\"M63.11823,85.84155a2,2,0,1,0,0,3.31689,2.01125,2.01125,0,0,0,.54022-.54022,2.00022,2.00022,0,0,0-.54022-2.77667Z\"><\/path><path d=\"M55.11823,85.84155a2,2,0,1,0,0,3.31689,2.01125,2.01125,0,0,0,.54022-.54022,2.00022,2.00022,0,0,0-.54022-2.77667Z\"><\/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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tInmovilizado - Las grandes empresas se enfrentan a dificultades iniciales a la hora de gestionar sus datos de inmovilizado.\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 class=\"elementor-element elementor-element-3e9b0fd elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"3e9b0fd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewbox=\"0 0 512 512\"><path d=\"m439.598 392.893c0 4.418-3.582 8-8 8h-58.7c-4.418 0-8-3.582-8-8s3.582-8 8-8h58.7c4.419 0 8 3.582 8 8zm-105.259-94.744c-13.146 0-23.841 10.695-23.841 23.842 0 13.146 10.695 23.841 23.841 23.841s23.841-10.695 23.841-23.841c.001-13.146-10.695-23.842-23.841-23.842zm0-59.119c-13.146 0-23.841 10.695-23.841 23.841s10.695 23.842 23.841 23.842 23.841-10.695 23.841-23.842c.001-13.146-10.695-23.841-23.841-23.841zm0 118.24c-13.146 0-23.841 10.695-23.841 23.841s10.695 23.841 23.841 23.841 23.841-10.695 23.841-23.841-10.695-23.841-23.841-23.841zm175.555-172.457c-.375 1.193-.564 1.792-.279 4.305.499 4.39-2.656 8.353-7.046 8.851-.306.035-.611.052-.912.052-4.015 0-7.476-3.015-7.939-7.098-.617-5.435.081-8.265.916-10.915.181-.573.276-.883.333-1.199l-1.545-.401-20.065 64.748c.964 4.349 1.406 9.143 1.303 14.3v150.688h28.029c4.352 0 7.906 3.479 7.998 7.83.66 31.041-18.461 40.914-28.663 41.798-.221.02-.442.029-.664.03l-169.418.559c-.009 0-.018 0-.026 0v.072h-4.718c-13.927 0-25.258-11.331-25.258-25.259v-38.726h-56.349-108.297-108.294c-4.418 0-8-3.582-8-8v-108.293-108.294c0-4.418 3.582-8 8-8h46.147v-100.294c0-4.418 3.582-8 8-8h108.294c4.418 0 8 3.582 8 8v100.294h46.147c4.418 0 8 3.582 8 8v100.294h48.349v-4.783h-28.03c-4.418 0-8-3.582-8-8v-17.259c0-13.927 11.331-25.258 25.258-25.258h1.514c.083 0 .164 0 .246.001l164.904.823 13.806-64.966c1.303-6.127 5.024-11.359 10.48-14.731 5.65-3.491 12.566-4.539 18.974-2.875 6.418 1.667 11.955 5.957 15.191 11.769 3.12 5.603 3.818 11.981 1.965 17.959l-.085.274 1.064.276c7.594 1.973 12.606 9.334 11.658 17.123-.23 1.897-.668 3.289-.988 4.305zm-400.6 101.342h-21.092v28.264c0 3.104-1.795 5.927-4.604 7.243-1.083.508-2.242.757-3.394.757-1.836 0-3.653-.631-5.119-1.852l-11.937-9.935-11.937 9.935c-2.385 1.984-5.704 2.414-8.513 1.095-2.81-1.316-4.604-4.14-4.604-7.243v-28.264h-21.094v92.294h92.294zm0-108.294h-21.092v28.264c0 3.103-1.795 5.927-4.604 7.244-1.083.508-2.243.756-3.394.756-1.836 0-3.654-.631-5.119-1.851l-11.937-9.936-11.937 9.936c-2.384 1.985-5.702 2.413-8.513 1.095-2.81-1.317-4.604-4.141-4.604-7.244v-28.264h-21.094v92.294h92.294zm8-16h46.147v-92.294h-21.093v28.264c0 3.104-1.795 5.927-4.604 7.244-2.812 1.317-6.128.89-8.514-1.095l-11.936-9.935-11.937 9.936c-1.465 1.22-3.283 1.851-5.119 1.851-1.152 0-2.311-.249-3.394-.756-2.81-1.317-4.604-4.141-4.604-7.244v-28.265h-21.093v92.294zm100.294 124.294h-21.092v28.264c0 3.104-1.795 5.927-4.604 7.243-2.811 1.317-6.128.893-8.513-1.095l-11.937-9.935-11.937 9.935c-1.465 1.22-3.283 1.852-5.119 1.852-1.152 0-2.311-.249-3.394-.757-2.81-1.316-4.604-4.14-4.604-7.243v-28.264h-21.093v92.294h92.294v-92.294zm0-108.294h-21.093v28.264c0 3.103-1.795 5.927-4.604 7.244-1.083.508-2.243.756-3.394.756-1.836 0-3.654-.631-5.119-1.851l-11.937-9.936-11.936 9.935c-2.385 1.986-5.703 2.413-8.514 1.095-2.81-1.317-4.604-4.14-4.604-7.244v-28.264h-21.093v92.294h92.294zm64.349 134.604-2.202-1.832-11.937 9.935c-1.465 1.22-3.283 1.852-5.119 1.852-1.152 0-2.311-.248-3.394-.756-2.81-1.317-4.604-4.141-4.604-7.244v-28.264h-21.093v92.294h48.349zm161.24-34.405.238.062h.002s.001 0 .002 0l.047.012c1.191.311 2.403-.337 2.755-1.473l15.21-49.082-9.263-2.406-10.679 50.251c-.248 1.168.493 2.325 1.688 2.636zm-117.211 130.085h132.691v-121.192c-2.71 3.601-6.668 6.052-11.065 6.912l-2.781 10.702c-.707 2.722-2.735 4.746-5.218 5.575 0 .022.003.044.003.066 0 4.418-3.582 8-8 8h-58.7c-4.418 0-8-3.582-8-8s3.582-8 8-8h56.18c.024-.552.104-1.109.248-1.665l2.759-10.617c-2.368-1.953-4.202-4.454-5.334-7.272h-53.853c-4.418 0-8-3.582-8-8s3.582-8 8-8h54.097l1.608-7.565h-55.705c-4.418 0-8-3.582-8-8s3.582-8 8-8h58.7c.135 0 .267.014.401.02l2.433-11.447-138.206-.689c1.104 2.835 1.711 5.919 1.711 9.141v193.062c0 5.105 4.153 9.259 9.258 9.259h3.623c6.087-1.052 7.505-5.359 7.207-21.551-.03-1.617-.059-3.206-.059-4.738.002-4.419 3.584-8.001 8.002-8.001zm156.336-255.486c-1.12-2.011-3.028-3.493-5.235-4.066-.683-.178-1.384-.265-2.084-.265-1.556 0-3.108.432-4.455 1.265-.987.61-2.722 2-3.242 4.448l-.211.993 15.584 4.048.304-.982c.737-2.378-.098-4.43-.661-5.441zm-50.704 208.669h-58.7c-4.418 0-8 3.582-8 8s3.582 8 8 8h58.7c4.418 0 8-3.582 8-8s-3.581-8-8-8zm0-35.555h-58.7c-4.418 0-8 3.582-8 8s3.582 8 8 8h58.7c4.418 0 8-3.582 8-8s-3.581-8-8-8z\"><\/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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tInventarios - Los sistemas dispares y los registros de existencias obsoletos crean costosos desequilibrios.\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 class=\"elementor-element elementor-element-f1d6cba elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"f1d6cba\" 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=\"Capa_1\" height=\"512\" viewbox=\"0 0 512 512\" width=\"512\"><g><circle cx=\"256\" cy=\"70\" r=\"70\"><\/circle><path d=\"m211 272h-45v40c0 8.284-6.716 15-15 15s-15-6.716-15-15v-40h-30c-8.284 0-15 6.716-15 15v75h120z\"><\/path><path d=\"m376 312c0 8.284-6.716 15-15 15s-15-6.716-15-15v-40h-45v90h120v-75c0-8.284-6.716-15-15-15h-30z\"><\/path><path d=\"m241 257v105h30v-105c0-8.284 6.716-15 15-15h100.913c-10.038-39.805-37.801-72.631-74.366-89.57-16.095 11.076-35.575 17.57-56.547 17.57s-40.452-6.494-56.547-17.57c-36.565 16.939-64.328 49.765-74.366 89.57h100.913c8.284 0 15 6.716 15 15z\"><\/path><path d=\"m256 392c-33.084 0-60 26.916-60 60s26.916 60 60 60 60-26.916 60-60-26.916-60-60-60zm0 75c-8.284 0-15-6.716-15-15s6.716-15 15-15 15 6.716 15 15-6.716 15-15 15z\"><\/path><path d=\"m452 392c-33.084 0-60 26.916-60 60s26.916 60 60 60 60-26.916 60-60-26.916-60-60-60zm0 75c-8.284 0-15-6.716-15-15s6.716-15 15-15 15 6.716 15 15-6.716 15-15 15z\"><\/path><path d=\"m127.02 392c14.28 15.935 22.98 36.969 22.98 60s-8.7 44.065-22.98 60h61.96c-14.28-15.935-22.98-36.969-22.98-60s8.7-44.065 22.98-60z\"><\/path><path d=\"m323.02 392c14.28 15.935 22.98 36.969 22.98 60s-8.7 44.065-22.98 60h61.96c-14.28-15.935-22.98-36.969-22.98-60s8.7-44.065 22.98-60z\"><\/path><path d=\"m60 392c-33.084 0-60 26.916-60 60s26.916 60 60 60 60-26.916 60-60-26.916-60-60-60zm0 75c-8.284 0-15-6.716-15-15s6.716-15 15-15 15 6.716 15 15-6.716 15-15 15z\"><\/path><\/g><\/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<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tProveedores: los duplicados y los datos incoherentes hacen que sea dif\u00edcil confiar en los datos de los proveedores.\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1e443ff e-flex e-con-boxed e-con e-parent\" data-id=\"1e443ff\" 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-5b2df39 elementor-widget elementor-widget-text-editor\" data-id=\"5b2df39\" 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>Estos conjuntos de datos suelen gestionarse en sistemas ERP y, debido a su gran volumen, escala de uso y falta de protocolos de gesti\u00f3n de datos, con el tiempo su calidad se erosiona.<\/p><p>Los problemas de calidad de los datos relativos a las piezas de recambio suelen ser los m\u00e1s comunes, seguidos de los proveedores y equipos de MRR.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d95e054 e-flex e-con-boxed e-con e-parent\" data-id=\"d95e054\" 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-4423cf8 elementor-widget elementor-widget-heading\" data-id=\"4423cf8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"key-mro-data-quality-issues-their-consequences\">Principales problemas de calidad de los datos MRO y sus consecuencias<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c17c79a e-flex e-con-boxed e-con e-parent\" data-id=\"c17c79a\" 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-9a799a0 elementor-widget elementor-widget-heading\" data-id=\"9a799a0\" 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<p class=\"elementor-heading-title elementor-size-default\">Datos duplicados<\/p>\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-ae97391 e-flex e-con-boxed e-con e-parent\" data-id=\"ae97391\" 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-61fd71a elementor-widget elementor-widget-text-editor\" data-id=\"61fd71a\" 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>Debido a una mala gesti\u00f3n de los datos y a la ausencia casi total de normas de gobernanza de datos para las piezas de recambio, con el tiempo se crean m\u00faltiples registros para lo que esencialmente es la misma pieza, proveedor o equipo.<\/p><p>El reto, sin embargo, es que los sistemas de datos maestros se basan en un est\u00e1ndar de \"registro de oro\", lo que significa que cada registro creado hace referencia a un \u00fanico producto, pieza, equipo o proveedor.<\/p><p>La duplicaci\u00f3n de registros hace que el sistema de gesti\u00f3n de inventarios de MRR crea que los dos repuestos son distintos, lo que da lugar a m\u00faltiples pedidos de adquisici\u00f3n, a un exceso de existencias de repuestos y, en \u00faltima instancia,<strong> <em>mayores costes de adquisici\u00f3n e inventario<\/em>.<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2d278aa e-flex e-con-boxed e-con e-parent\" data-id=\"2d278aa\" 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-75f592a elementor-blockquote--skin-boxed elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"75f592a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\tBas\u00e1ndonos en la investigaci\u00f3n que llevamos a cabo en Verdantis sobre datos an\u00f3nimos de empresas, descubrimos que los costes de aprovisionamiento pueden estar inflados entre 20% y 35% en conjuntos de datos de MRO plagados de duplicados.\t\t\t<\/p>\n\t\t\t\t\t<\/blockquote>\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-be92234 e-flex e-con-boxed e-con e-parent\" data-id=\"be92234\" 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-ad4953a mac elementor-widget elementor-widget-image\" data-id=\"ad4953a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"600\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/Data-Cleansing-and-Enrichment-Flowchart.png\" class=\"attachment-large size-large wp-image-27703\" alt=\"Un diagrama de flujo que detalla el proceso de limpieza y enriquecimiento de datos MRO\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/Data-Cleansing-and-Enrichment-Flowchart.png 1024w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/Data-Cleansing-and-Enrichment-Flowchart-300x225.png 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/Data-Cleansing-and-Enrichment-Flowchart-768x576.png 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/Data-Cleansing-and-Enrichment-Flowchart-150x113.png 150w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6763129 e-flex e-con-boxed e-con e-parent\" data-id=\"6763129\" 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-52b0f88 elementor-widget elementor-widget-heading\" data-id=\"52b0f88\" 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\">Datos inexactos e incompletos<\/span>\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-6f57a3c e-flex e-con-boxed e-con e-parent\" data-id=\"6f57a3c\" 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-16b5114 elementor-widget elementor-widget-text-editor\" data-id=\"16b5114\" 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>Los registros de datos que se actualizan apresuradamente para adquirir un art\u00edculo sin actualizar la informaci\u00f3n, los atributos, las especificaciones o los detalles correctos son un problema bastante com\u00fan.<\/p><p>Se trata de un grave problema de calidad de los datos y es tambi\u00e9n una de las razones que agravan el problema #1 se\u00f1alado anteriormente.<\/p><p>Por ejemplo, la falta de informaci\u00f3n espec\u00edfica sobre una pieza de recambio de un proveedor puede dar lugar a decisiones err\u00f3neas, que provoquen despilfarros, adquisiciones incorrectas y, en el caso de operaciones de mantenimiento cr\u00edticas, esto puede traducirse directamente en tiempos de inactividad de la producci\u00f3n.<\/p><p>La ausencia de informaci\u00f3n clave, como el nombre del fabricante o el n\u00famero de pieza, hace m\u00e1s dif\u00edcil determinar si el art\u00edculo es \"activo\" u \"obsoleto\".<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5843cf4 e-flex e-con-boxed e-con e-parent\" data-id=\"5843cf4\" 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-e3d4b2b elementor-blockquote--skin-quotation elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"e3d4b2b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\tSeg\u00fan otra investigaci\u00f3n interna de Verdantis, los casos relacionados con el tiempo de inactividad de la producci\u00f3n y el gasto inconstante pueden reducirse hasta en 30% garantizando unos registros de MRO limpios y actualizados.\t\t\t<\/p>\n\t\t\t\t\t<\/blockquote>\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-cc25ffb e-flex e-con-boxed e-con e-parent\" data-id=\"cc25ffb\" 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-7927248 elementor-widget elementor-widget-heading\" data-id=\"7927248\" 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\">Informaci\u00f3n no sincronizada<\/span>\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-d5b026b e-flex e-con-boxed e-con e-parent\" data-id=\"d5b026b\" 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-a4a6f58 elementor-widget elementor-widget-text-editor\" data-id=\"a4a6f58\" 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>El buen funcionamiento de un proceso de MRR depende en gran medida de que los datos est\u00e9n sincronizados entre los distintos dominios de datos e incluso entre los conjuntos de datos maestros y otros m\u00f3dulos digitales del ERP.<\/p><p>Estos datos se sincronizan mediante \"v\u00ednculos\", que son b\u00e1sicamente identificadores \u00fanicos que vinculan un registro de datos entre distintos conjuntos de datos.<\/p><ul><li><p>Los v\u00ednculos de la lista de materiales digital a las piezas de recambio establecen referencias de los registros de datos de piezas de recambio a los activos fijos<\/p><\/li><li><p>Piezas de repuesto al sistema de gesti\u00f3n de inventarios establece v\u00ednculos con el sistema de gesti\u00f3n de inventarios<\/p><\/li><li><p>Los datos de la evaluaci\u00f3n de la criticidad de las piezas de recambio tambi\u00e9n deben sincronizarse en el maestro de MRR para determinar las piezas de recambio que son cr\u00edticas frente a las que no lo son.<\/p><\/li><li><p>Aunque fuera del \u00e1mbito de la mayor\u00eda de las soluciones de gesti\u00f3n de datos MRO, las mejores pr\u00e1cticas tambi\u00e9n dictan que la propia naturaleza de las piezas de repuesto debe clasificarse en lentas, r\u00e1pidas, obsoletas, etc.<\/p><\/li><\/ul><p>Esta sincronizaci\u00f3n de datos allana entonces el camino <a href=\"https:\/\/www.verdantis.com\/mro-inventory-management\/\">para soluciones inform\u00e1ticas de gesti\u00f3n de inventarios MRO<\/a> disponer de todos los datos adecuados para optimizar los niveles de inventario sin problemas.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6b88d2e e-flex e-con-boxed e-con e-parent\" data-id=\"6b88d2e\" 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-d3f7d3e mac elementor-widget elementor-widget-image\" data-id=\"d3f7d3e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"600\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/MRO-Data-Management.png\" class=\"attachment-large size-large wp-image-34750\" alt=\"Un diagrama de flujo que muestra los problemas de los datos MRO, como duplicados y registros no sincronizados, con pasos impulsados por la IA para la normalizaci\u00f3n, el enriquecimiento y la integraci\u00f3n de sistemas, lo que conduce a listas de materiales precisas, un mejor control del inventario y la reducci\u00f3n del tiempo de inactividad.\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/MRO-Data-Management.png 1024w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/MRO-Data-Management-300x225.png 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/MRO-Data-Management-768x576.png 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/MRO-Data-Management-16x12.png 16w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dd9d05e e-flex e-con-boxed e-con e-parent\" data-id=\"dd9d05e\" 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-e64f5f1 elementor-widget elementor-widget-heading\" data-id=\"e64f5f1\" 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\">Principales interesados en la gesti\u00f3n de datos MRO<\/span>\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-f15c33f e-flex e-con-boxed e-con e-parent\" data-id=\"f15c33f\" 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-ced50df elementor-widget elementor-widget-text-editor\" data-id=\"ced50df\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>La gesti\u00f3n de datos MRO es fundamental para garantizar el tiempo de actividad de los equipos y la eficiencia operativa. Contar con datos limpios y coherentes ayuda a los equipos de mantenimiento a encontrar las piezas adecuadas con mayor rapidez, permite una planificaci\u00f3n precisa del inventario y reduce los retrasos en el aprovisionamiento, lo que en \u00faltima instancia reduce los costes y evita los tiempos de inactividad.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-56e17d4 e-con-full e-flex e-con e-child\" data-id=\"56e17d4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d43032f elementor-view-stacked elementor-widget__width-initial elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"d43032f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-person-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tJefes e ingenieros de mantenimiento\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tConf\u00ede en descripciones y especificaciones precisas de las piezas para minimizar el tiempo de inactividad de los equipos y agilizar las reparaciones.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a14da04 elementor-view-stacked elementor-widget__width-initial elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"a14da04\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-person-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tProfesionales de la contrataci\u00f3n y la cadena de suministro\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tConf\u00ede en datos MRO limpios y clasificados para evitar compras duplicadas, reducir el riesgo de los proveedores y optimizar las decisiones de aprovisionamiento.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2fce3cb elementor-view-stacked elementor-widget__width-initial elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"2fce3cb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-person-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tJefes de Operaciones y Fiabilidad de Planta\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tUtilice datos de MRO fiables para mejorar la fiabilidad de los activos, planificar el mantenimiento preventivo y reducir las interrupciones operativas.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8c63080 elementor-view-stacked elementor-widget__width-initial elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"8c63080\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-person-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tEquipos de gesti\u00f3n de inventarios 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\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tNecesita datos normalizados para gestionar eficazmente los niveles de existencias, evitar el exceso de existencias y eliminar el inventario muerto.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b5ce122 elementor-view-stacked elementor-widget__width-initial elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"b5ce122\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-person-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tEquipos de TI y datos maestros\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tGarantice la coherencia de todo el sistema integrando los datos de MRO en las plataformas ERP, EAM y CMMS.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-46cbd4f elementor-view-stacked elementor-widget__width-initial elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"46cbd4f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-person-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tTransformaci\u00f3n digital y gestores de 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\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tAproveche los datos MRO de alta calidad para habilitar iniciativas de IA, an\u00e1lisis y mantenimiento predictivo.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a52dd4d e-flex e-con-boxed e-con e-parent\" data-id=\"a52dd4d\" 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-8591a46 elementor-widget elementor-widget-heading\" data-id=\"8591a46\" 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-to-solve-for-these-data-quality-issues\">\u00bfC\u00f3mo resolver estos problemas de calidad de datos?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-03b7132 e-flex e-con-boxed e-con e-parent\" data-id=\"03b7132\" 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-e991ccc elementor-widget elementor-widget-text-editor\" data-id=\"e991ccc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>La soluci\u00f3n a este reto permanente puede bifurcarse en 2 partes;<\/p>\n<ol>\n<li>\n<p>Normalizaci\u00f3n de los datos existentes<\/p>\n<\/li>\n<li>\n<p>Creaci\u00f3n de entradas\/registros futuros<\/p>\n<\/li>\n<\/ol>\n<p>Esto implica una normalizaci\u00f3n total de los datos heredados del pasado que se han ido acumulando a lo largo de los a\u00f1os y una depuraci\u00f3n exhaustiva de los mismos, lo que conlleva eliminar las entradas duplicadas, enriquecer la informaci\u00f3n necesaria, extraer atributos de los registros de datos y sincronizar la informaci\u00f3n con otras fuentes de datos.<\/p>\n<p>M\u00e1s all\u00e1 de la norma <a href=\"https:\/\/www.verdantis.com\/mro-data-cleansing\/\">Depuraci\u00f3n de datos MRO<\/a>Las soluciones inform\u00e1ticas tambi\u00e9n pueden establecer v\u00ednculos entre distintos \u00e1mbitos y establecer una referencia cruzada entre ambos.<\/p>\n<p>Hasta ahora, las empresas depend\u00edan en gran medida de grandes equipos que limpiaban manualmente estos registros de datos. <a href=\"https:\/\/www.verdantis.com\/master-data-cleansing\/\">ejercicio de depuraci\u00f3n de los registros de datos maestros<\/a> era bastante alto.<\/p>\n<p>Sin embargo, en los \u00faltimos tiempos, con el auge de los modelos de IA creados espec\u00edficamente, la limpieza de datos de MRO es mucho m\u00e1s precisa y puede realizarse en una fracci\u00f3n del tiempo con agentes de IA entrenados en millones de registros de proveedores, piezas de repuesto o equipos.<\/p>\n<p>El siguiente v\u00eddeo muestra c\u00f3mo Harmonize, una soluci\u00f3n de software que despliega este tipo de agentes de IA, puede normalizar datos heredados con una precisi\u00f3n &gt;95%.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ad87fa4 e-flex e-con-boxed e-con e-parent\" data-id=\"ad87fa4\" 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-a215819 elementor-widget elementor-widget-text-editor\" data-id=\"a215819\" 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>El siguiente v\u00eddeo detalla el proceso de enriquecimiento de datos de nuestra soluci\u00f3n de armonizaci\u00f3n de datos:<\/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-85b0201 elementor-widget elementor-widget-video\" data-id=\"85b0201\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;start&quot;:6,&quot;video_type&quot;:&quot;hosted&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/Harmonize-Demo-V2.mp4#t=6\" controls=\"\" preload=\"metadata\" controlslist=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d0dd556 e-flex e-con-boxed e-con e-parent\" data-id=\"d0dd556\" 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-8a328f3 elementor-widget elementor-widget-heading\" data-id=\"8a328f3\" 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\">Creaci\u00f3n de entradas\/registros futuros<\/span>\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-944323b e-flex e-con-boxed e-con e-parent\" data-id=\"944323b\" 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-27af2a3 elementor-widget elementor-widget-text-editor\" data-id=\"27af2a3\" 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>Aunque la limpieza de los datos heredados protege la sanidad de los datos de MRO pertenecientes al pasado, hay muy poco que impida que estos problemas de calidad de datos vuelvan a surgir.<\/p><p>Por ello, las empresas suelen recurrir a una soluci\u00f3n basada en software que se integra con los sistemas ERP y el maestro MRO para evitar que se creen duplicados desde el principio mediante una combinaci\u00f3n de modelos de IA y potentes sistemas de coincidencia difusa.<\/p><p>Algunos tambi\u00e9n lo denominan <a href=\"https:\/\/www.verdantis.com\/mro-data-governance-solutions\/\">una soluci\u00f3n de gobernanza de datos MRO<\/a>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-165c0de e-flex e-con-boxed e-con e-parent\" data-id=\"165c0de\" 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-ad3f2b0 elementor-widget elementor-widget-text-editor\" data-id=\"ad3f2b0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>En el siguiente v\u00eddeo se detallan las principales caracter\u00edsticas de nuestra soluci\u00f3n de gesti\u00f3n de datos:<\/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-6e865be elementor-widget elementor-widget-video\" data-id=\"6e865be\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;start&quot;:6,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/Integrity-Demo.mp4#t=6\" controls=\"\" preload=\"metadata\" controlslist=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f5b0142 e-flex e-con-boxed e-con e-parent\" data-id=\"f5b0142\" 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-d404556 elementor-widget elementor-widget-heading\" data-id=\"d404556\" 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=\"beyond-master-data\">M\u00e1s all\u00e1 de los datos maestros<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f332cf6 e-flex e-con-boxed e-con e-parent\" data-id=\"f332cf6\" 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-1b90eaf elementor-widget elementor-widget-text-editor\" data-id=\"1b90eaf\" 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>Hasta ahora, hemos cubierto a grandes rasgos lo que se consideran ofertas est\u00e1ndar en la gesti\u00f3n de datos MRO.<\/p>\n<p>Sin embargo, las empresas que buscan construir realmente una ventaja competitiva con sus estrategias de gesti\u00f3n de datos MRO aumentan la calidad de los datos con enfoques novedosos, as\u00ed como mediante la adopci\u00f3n de nuevas t\u00e9cnicas para este enfoque.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dbe97b9 e-flex e-con-boxed e-con e-parent\" data-id=\"dbe97b9\" 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-0d390ea elementor-widget elementor-widget-heading\" data-id=\"0d390ea\" 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\">Se\u00f1alizaci\u00f3n de piezas obsoletas<\/span>\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-b4eae4d e-flex e-con-boxed e-con e-parent\" data-id=\"b4eae4d\" 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-745b011 elementor-widget elementor-widget-text-editor\" data-id=\"745b011\" 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>Hoy en d\u00eda, las soluciones avanzadas de gesti\u00f3n de datos de MRO pueden examinar todos los datos existentes sobre piezas de recambio de MRO y determinar el \"estado\" de cualquier pieza, es decir, pueden marcar una pieza de recambio como \"obsoleta\" o \"activa\", lo que permite una gesti\u00f3n m\u00e1s eficaz. <a href=\"http:\/\/www.verdantis.com\/parts-obsolescence-management\/\">gesti\u00f3n de los datos de obsolescencia de las piezas de recambio.<\/a><\/p><p>Esto es ahora posible con el uso de agentes de IA que pueden desarrollar de forma aut\u00f3noma una comprensi\u00f3n contextual accediendo al cat\u00e1logo de proveedores, sitios web e informaci\u00f3n de fuentes abiertas y propias.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ea3079a e-flex e-con-boxed e-con e-parent\" data-id=\"ea3079a\" 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-56352b4 elementor-widget elementor-widget-heading\" data-id=\"56352b4\" 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\">Identificaci\u00f3n de proveedores estrat\u00e9gicos y piezas alternativas<\/span>\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-df939b2 e-flex e-con-boxed e-con e-parent\" data-id=\"df939b2\" 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-3f1f605 elementor-widget elementor-widget-text-editor\" data-id=\"3f1f605\" 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>Las soluciones de IA ag\u00e9ntica tambi\u00e9n pueden examinar los datos de las piezas e identificar recambios y proveedores alternativos para esos recambios.<\/p><p><a href=\"https:\/\/www.verdantis.com\/spare-parts-management\/\">Esta gesti\u00f3n de las piezas de recambio<\/a> es fundamental para alcanzar la excelencia en la gesti\u00f3n de MRO, optimizando y analizando los gastos de MRO, y forma parte de una estrategia global de aprovisionamiento de MRO.<\/p><p>Una vez determinados el nombre del fabricante o el n\u00famero de pieza de las piezas de recambio, las mejores pr\u00e1cticas dictan que estos datos pueden referenciarse a <a href=\"https:\/\/www.verdantis.com\/vendor-master-data\/\">el maestro vendedor<\/a>de este modo se construye un <a href=\"https:\/\/www.verdantis.com\/multi-domain-mdm\/\">sistema MDM multidominio<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0115049 e-flex e-con-boxed e-con e-parent\" data-id=\"0115049\" 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-f3ddc99 elementor-widget elementor-widget-heading\" data-id=\"f3ddc99\" 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\">Control de inventario<\/span>\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-c714e3a e-flex e-con-boxed e-con e-parent\" data-id=\"c714e3a\" 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-e38532f elementor-widget elementor-widget-text-editor\" data-id=\"e38532f\" 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>Junto con la evaluaci\u00f3n de los equipos y piezas cr\u00edticos de MRO, la naturaleza de las piezas de repuesto y los v\u00ednculos entre ellas, un conjunto de datos fiable de MRO puede aumentar las capacidades de un software de gesti\u00f3n de inventarios de MRO.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a6f93b0 e-flex e-con-boxed e-con e-parent\" data-id=\"a6f93b0\" 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-e87ba9f elementor-widget elementor-widget-heading\" data-id=\"e87ba9f\" 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\">Extracci\u00f3n de datos de listas de materiales digitales<\/span>\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-6153cfb e-flex e-con-boxed e-con e-parent\" data-id=\"6153cfb\" 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-b599eaf elementor-widget elementor-widget-text-editor\" data-id=\"b599eaf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"0\" data-end=\"401\">Las herramientas de IA ag\u00e9ntica pueden simplificar y reforzar significativamente el proceso de <a href=\"https:\/\/www.verdantis.com\/bom-management\/\">Gesti\u00f3n de datos de listas de materiales<\/a> extrayendo datos de listas de materiales digitales.  A menudo se encuentran en formatos como PDF de ingenier\u00eda, archivos Excel, exportaciones de ERP o dibujos CAD.<\/p><p data-start=\"0\" data-end=\"401\">Estos documentos son dif\u00edciles de procesar a gran escala debido a su naturaleza no estructurada, y la manipulaci\u00f3n manual suele introducir errores, retrasos e incoherencias.<\/p><p data-start=\"403\" data-end=\"765\">Las herramientas de extracci\u00f3n basadas en IA pueden leer estas listas de materiales digitales y extraer autom\u00e1ticamente informaci\u00f3n clave como n\u00fameros de pieza, ID de equipos, descripciones de piezas y cantidades.<\/p><p data-start=\"403\" data-end=\"765\">Una vez extra\u00eddos, estos datos estructurados se cotejan con los registros maestros de piezas de recambio y de equipos para establecer v\u00ednculos entre las piezas y las m\u00e1quinas o activos espec\u00edficos a los que pertenecen.<\/p><p data-start=\"767\" data-end=\"1108\">Esta cartograf\u00eda automatizada elimina la ambig\u00fcedad al definir claramente qu\u00e9 piezas se utilizan en cada equipo, su ubicaci\u00f3n en la estructura de activos y cu\u00e1ntas unidades se necesitan.<\/p><p data-start=\"767\" data-end=\"1108\">Ayuda a evitar la creaci\u00f3n de registros de piezas duplicados, garantiza la coherencia entre las fuentes de datos y facilita la creaci\u00f3n de listas de materiales de mantenimiento precisas y completas.<\/p><p data-start=\"1110\" data-end=\"1489\">Adem\u00e1s, este proceso de extracci\u00f3n contribuye directamente a mejorar la precisi\u00f3n del inventario, optimizar las estrategias de almacenamiento de piezas de recambio y reducir los casos de pedidos excesivos o insuficientes.<\/p><p data-start=\"1110\" data-end=\"1489\">Tambi\u00e9n permite clasificar los recambios por su contexto de uso dentro de la lista de materiales -ya sean piezas de r\u00e1pida rotaci\u00f3n, cr\u00edticas o de poco uso-, lo que resulta clave para priorizar las adquisiciones y planificar el mantenimiento.<\/p><p data-start=\"1491\" data-end=\"1840\" data-is-last-node=\"\" data-is-only-node=\"\">De este modo se favorece la armonizaci\u00f3n de los datos, se crea integridad en los maestros de activos y materiales y se sientan las bases para una automatizaci\u00f3n y un an\u00e1lisis m\u00e1s avanzados. Se trata de un paso fundamental para lograr operaciones de MRR proactivas y basadas en datos.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-903d431 e-flex e-con-boxed e-con e-parent\" data-id=\"903d431\" 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-5a3b194 elementor-widget elementor-widget-heading\" data-id=\"5a3b194\" 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\">Inteligencia artificial en la gesti\u00f3n de datos MRO<\/span>\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-699c82b e-flex e-con-boxed e-con e-parent\" data-id=\"699c82b\" 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-e8647f1 elementor-widget elementor-widget-text-editor\" data-id=\"e8647f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>En el pasado, las empresas depend\u00edan en gran medida de un ej\u00e9rcito de humanos que correg\u00edan manualmente los datos comprometidos en los conjuntos de datos MRO. Como se ha mencionado anteriormente, los plazos de entrega, el coste y la precisi\u00f3n de este enfoque no eran \u00f3ptimos.<\/p><p>El software de gesti\u00f3n de datos MRO, como el que hemos desarrollado en Verdantis, aprovecha los modelos de IA entrenados por la industria para automatizar la mayor\u00eda de las tareas de normalizaci\u00f3n de datos que luego se devuelven a un revisor humano para el control de calidad.<\/p><p>Estos son algunos de los sectores en los que estamos especializados<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c54ac37 e-flex e-con-boxed e-con e-parent\" data-id=\"c54ac37\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-ece06f0 e-grid e-con-full e-con e-child\" data-id=\"ece06f0\" 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-9a32edf e-con-full e-flex e-con e-child\" data-id=\"9a32edf\" 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-4411ce6 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"4411ce6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" height=\"512\" viewbox=\"0 0 450 450\" width=\"512\"><g><g><g id=\"XMLID_1_\"><path d=\"m119.1 231.1-36.6 16.7 3.3-32z\"><\/path><path d=\"m162.9 251.1h-62.8l31.4-14.4z\"><\/path><path d=\"m177.2 215.8 3.3 32-36.6-16.7z\"><\/path><path d=\"m172.6 170.3 3 29.3-32.2-15.4z\"><\/path><path d=\"m169.5 208-38 17.4-38-17.4 38-18.1z\"><\/path><path d=\"m119.6 184.2-32.2 15.4 2.9-29.3z\"><\/path><path d=\"m131.5 141.5 34.6 20.5-34.6 16.5-34.6-16.5z\"><\/path><path d=\"m121.4 135.5-29.3 17.4 3.3-32.8z\"><\/path><path d=\"m167.6 120.1 3.3 32.8-29.3-17.4z\"><\/path><path d=\"m163.7 81 2.2 21.8-22.9-11.5z\"><\/path><path d=\"m161.2 111.9-29.7 17.6-29.7-17.6 29.7-14.8z\"><\/path><path d=\"m120 91.3-22.9 11.5 2.2-21.8z\"><\/path><path d=\"m146.3 78.2-14.8 7.4-14.8-7.4z\"><\/path><path d=\"m113.2 36.4c-2.2 3.8-6.8 6.4-11.2 6.3-4-.1-7.3-2.5-9.4-6.9-2-4.2-3.8-12-1.9-25.8 13.3 5.4 19.1 11 21.7 15 3.2 5 2.2 9 .8 11.4z\"><\/path><path d=\"m170.4 35.8c-2.1 4.4-5.4 6.8-9.4 6.9-4.4.2-9-2.4-11.1-6.3-1.4-2.4-2.4-6.4.8-11.4 2.6-4 8.4-9.6 21.7-15 1.8 13.8 0 21.6-2 25.8z\"><\/path><path d=\"m323.8 46.4h17.1v8.4h-17.1z\"><\/path><path d=\"m239.9 65.1h128.5v10.4h-128.5z\"><\/path><path d=\"m248.9 85.7h110.3v13.6h-110.3z\"><\/path><path d=\"m248.9 109.6v96.9h110.3v-96.9zm70.8 83.7c-4.6 2.9-10.1 4.4-15.6 4.4-5.2 0-10.4-1.3-14.9-3.9-8.8-5.2-13.6-14.6-13.1-25.7.6-13.8 8.7-29.8 24.2-47.6 1-1.1 2.4-1.8 3.9-1.8s2.9.6 3.9 1.8c15 17.3 23.1 33 24.1 46.5.7 11.2-3.8 20.8-12.5 26.3z\"><\/path><path d=\"m314.3 184.5c-5.8 3.6-14 3.7-19.9.3-3.9-2.3-8.5-7-8-16.4.3-7.2 3.8-19.3 17.8-36.7 13.6 16.9 17.2 28.8 17.7 35.9.7 9.7-3.8 14.5-7.6 16.9z\"><\/path><path d=\"m248.9 216.8h110.3v13.6h-110.3z\"><\/path><path d=\"m239.9 240.7h128.5v10.4h-128.5z\"><\/path><path d=\"m408.7 261.4c-.2 8.6-1.1 17.1-2.5 25.4-4.3 1.8-7.8 4.8-10.9 7.6-4 3.5-6.6 5.6-9 5.3-2-.3-6.5-2.8-14.1-15.9-6.6-11.4-18-18.6-25.5-22.4z\"><\/path><path d=\"m403.2 301.1c-3.9 15.6-9.8 30.4-17.4 44-19.2-13.6-38.7-14.1-55.4-1.3-.1 0-.1.1-.2.2s-15.3 13.1-32 13.2c-15.4.1-24.2 2.6-28.7 8.1-4.7 5.7-3.3 12.7-2 18.9 1 5.3 2 10.3-.5 14.1-2.1 3.3-5 3.5-10.6 3.8-4.9.2-10.9.5-16.6 4.3-5.9 3.9-13.3 10.6-14.6 20.1-.6 4.5.3 9 2.5 13.5-.9 0-1.8 0-2.6 0-20.2 0-39.6-3.3-57.8-9.3.4-1.7.8-3.7 1.2-5.8 4.5-20.9 12-55.8-11.5-65.6-.1 0-.2-.1-.3-.1-.2-.1-19-6.7-27.4-21.1-5.6-9.7-12-14.8-19.3-15.6-12.1-1.4-22.5 9.5-31.8 19-3.4 3.6-7.2 7.5-10.3 9.8-16-26.4-25.6-57.1-26.5-90h93.3c.3.6.5 1.2.7 1.8 8.6 21.1 19.4 47.4 35.3 51.1 1.3.3 2.6.5 4 .5 4.5 0 8.9-1.9 13.1-5.5.1-.1.2-.2.3-.3.2-.2 17.3-17.1 31.8-9.1 7.8 4.3 14.8 4.8 20.8 1.5 9-5 14.3-17.7 16.2-40h67.8c3.2 2.5 6.9 4.6 11 6.3.1 0 .2.1.3.1.2.1 19.1 6.8 27.4 21.1 7.8 13.3 14.4 19.7 21.4 20.8.8.1 1.5.2 2.3.2 6.1 0 10.9-4.1 15.1-7.9.3-.1.7-.5 1-.8z\"><\/path><path d=\"m380.5 354c-30.1 47.8-81.7 80.8-141.1 85.4-3.2-4.1-4.5-8-4-11.6.8-6 6.6-10.6 10-12.9 3.4-2.2 7.3-2.4 11.5-2.6 6.1-.3 13.6-.7 18.7-8.5 4.8-7.3 3.2-15.3 1.9-21.7-1-5.3-1.6-8.6-.1-10.4 1.3-1.6 5.7-4.2 20.8-4.3 19.8-.1 36.8-14.1 38.5-15.6 13.3-10 28-9.3 43.8 2.2z\"><\/path><path d=\"m246.4 261.4c-2.1 21.6-7 28.9-10.9 31-1 .5-4.1 2.2-10.9-1.5-20.6-11.3-41.6 8.6-43.8 10.8-3.8 3.2-6.3 3.1-7.9 2.7-10.3-2.5-20.7-26.9-27.3-43z\"><\/path><path d=\"m158.3 422.8c-.3 1.5-.6 3-.9 4.3-34.2-13.6-63.4-37.1-84-67.1 3.9-2.7 7.8-6.8 12.2-11.3 7.6-7.9 16.1-16.8 23.1-15.9 3.9.5 7.8 4 11.6 10.6 10 17 30.5 24.8 32.8 25.6 15.4 6.5 9 36.1 5.2 53.8z\"><\/path><\/g><\/g><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f7cf14 elementor-widget elementor-widget-heading\" data-id=\"7f7cf14\" 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\">Energ\u00eda, petr\u00f3leo y gas<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a4bbd53 e-con-full e-flex e-con e-child\" data-id=\"a4bbd53\" 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-93b2149 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"93b2149\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewbox=\"0 0 512 512\"><g><path d=\"m148.7 50.5h19.9c7.9 0 14.2 6.4 14.2 14.2v20c0 7.8-6.4 14.2-14.2 14.2h-19.9c-7.9 0-14.2-6.4-14.2-14.2v-20c0-7.8 6.4-14.2 14.2-14.2zm53.6 128h27c9.4 0 17.1 7.7 17.1 17.1v26.9c0 9.4-7.7 17.1-17.1 17.1h-27c-9.4 0-17.1-7.7-17.1-17.1v-26.9c-.1-9.4 7.6-17.1 17.1-17.1zm26.9 12.1h-27c-2.8 0-5.1 2.3-5.1 5.1v26.9c0 2.8 2.3 5.1 5.1 5.1h27c2.8 0 5.1-2.3 5.1-5.1v-26.9c0-2.9-2.3-5.1-5.1-5.1zm188.3 10.9v25.3h56.3c-2.7-5.2-8.5-10.2-16.2-14.4-11.1-6.1-25.6-10.2-40.1-10.9zm-70 53.2c-6-2.9-10.1-9-10.3-15.9h-63.9c-3.3 0-6-2.7-6-6.2.1-11.3 9.8-22.6 24.3-30.7 12.6-7.1 29-12 45.6-12.5.2-5.8 3.1-11.1 7.7-14.4-9.9-38.7-44.8-66.2-85.4-66.2-17.5 0-33.7 5.1-47.4 13.8-14.1 9-25.5 21.9-32.6 37.2-1.2 2.8-4.4 4.3-7.3 3.3-9.5-3.1-19.4-3.8-29.3-2.2v16.3c0 2.9-.7 5.6-2 8l13.7 13.7c1.2 1.2 1.8 2.7 1.8 4.3v39.1h6.9c14.9 0 27 12 27 27.5 0 5.4 4.4 9.8 9.8 9.8h77c11.1 0 20.2 9.1 20.2 20.2v6.7h16.2c14 0 22.7 12 18.8 25.8l-2.6 9c6.3-1.5 12.2-3.9 17.7-7.2v-79.4zm-10.3-27.9v-25.3c-14.5.5-28.8 4.8-39.7 10.9-7.7 4.3-13.6 9.4-16.4 14.4zm61.9-43.2h-43.5c-3.5 0-6.4 2.9-6.4 6.4v48.2c0 3.5 2.9 6.4 6.4 6.4h43.5c3.5 0 6.4-2.9 6.4-6.4v-48.2c0-3.5-2.9-6.4-6.4-6.4zm-3.9 73.5h-35.7v180.2h35.7zm-10.5-163.3h19.9c7.9 0 14.2 6.4 14.2 14.2v20c0 7.9-6.4 14.3-14.2 14.3h-19.9c-7.8 0-14.2-6.4-14.2-14.3v-20c0-7.8 6.4-14.2 14.2-14.2zm-284.4 281.2h205.6c.7 0 1.2.1 1.8.3l13.1-46.3c1.6-5.8-.9-10.5-7.3-10.5h-183.6c-7.5 0-15.4 6.5-17.5 13.7zm204.1 12h-207.5l-11.3 39.8c-1.6 5.7.9 10.5 7.2 10.5h183.8c7.5 0 15.4-6.5 17.4-13.8zm-118.9 17.6c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm79.6 0c3.3 0 6 2.7 6 6s-2.7 6-6 6h-18.4c-3.3 0-6-2.7-6-6s2.7-6 6-6zm-137.9 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm29.1 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm49.9-63c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm-58.3 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm29.1 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm-47.1-35.1h155.5v-6.7c0-4.5-3.7-8.2-8.2-8.2h-77c-12.1 0-21.8-9.7-21.8-22.3 0-8.2-6.7-15-15-15h-67.6c-8.2 0-15 6.8-15 15v130.7l20-71c3.5-12.3 16.3-22.5 29.1-22.5zm-61.1 28.4v-65.6c0-14.9 12.1-27 27-27h48.6v-36.7l-12.5-12.5c-1.9.8-4 1.2-6.2 1.2h-27c-.5 0-.9 0-1.3 0-3.2 6.4-5.3 13.3-6.2 20.5-.3 2.5-2.1 4.6-4.7 5.1-43.1 9.2-63.2 59.5-38.4 95.9 5.4 7.8 12.5 14.4 20.7 19.1zm56.9-189.8h-27c-2.8 0-5.1 2.3-5.1 5.1v27c0 2.8 2.3 5.1 5.1 5.1h27c2.8 0 5.1-2.3 5.1-5.1v-27c0-2.8-2.3-5.1-5.1-5.1z\"><\/path><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-da2af1d elementor-widget elementor-widget-heading\" data-id=\"da2af1d\" 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\">Metales y miner\u00eda<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fdf7856 e-con-full e-flex e-con e-child\" data-id=\"fdf7856\" 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-2ce6601 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"2ce6601\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"solid\" viewbox=\"0 0 32 32\"><path d=\"m26 19.25h-.25v-1.25c0-.96-.79-1.75-1.75-1.75h-2c-.96 0-1.75.79-1.75 1.75v1.25h-.25c-.96 0-1.75.79-1.75 1.75v9c0 .96.79 1.75 1.75 1.75h6c.96 0 1.75-.79 1.75-1.75v-9c0-.96-.79-1.75-1.75-1.75zm-1.29 5.99-.68 2c-.11.31-.4.51-.71.51-.08 0-.16-.01-.24-.04-.39-.13-.6-.56-.47-.95l.34-1.01h-.95c-.24 0-.47-.12-.61-.31-.14-.2-.18-.45-.1-.68l.68-2c.13-.39.56-.61.95-.47.39.13.6.56.47.95l-.34 1.01h.95c.24 0 .47.12.61.31.14.2.1801.45.1.68z\"><\/path><circle cx=\"14\" cy=\"14\" r=\"5.25\"><\/circle><path d=\"m27.12 11.4-2.59-.4301c-.23-.79-.55-1.55-.95-2.27l1.54-2.14c.21-.3.18-.71-.08-.97l-2.63-2.63c-.26-.26-.67-.29-.97-.08l-2.14 1.54c-.72-.4-1.48-.72-2.27-.95l-.43-2.59c-.06-.36-.37-.63-.7401-.63h-3.72c-.37 0-.68.27-.74.63l-.43 2.59c-.79.23-1.55.55-2.27.95l-2.14-1.54c-.3-.21-.71-.18-.97.08l-2.63 2.63c-.26.2599-.29.67-.08.97l1.54 2.14c-.4.72-.72 1.48-.95 2.27l-2.59.4301c-.36.06-.63.37-.63.74v3.72c0 .37.27.68.63.74l2.59.4301c.23.79.55 1.55.95 2.27l-1.54 2.14c-.21.3-.18.71.08.97l2.63 2.63c.26.26.67.29.97.08l2.14-1.54c.72.4 1.48.72 2.27.95l.43 2.59c.06.36.37.63.74.63h3.72c.3701 0 .6801-.27.7401-.63l.15-.9v-5.22c0-.32.05-.62.14-.91-.87.42-1.86.66-2.89.66-3.72 0-6.75-3.03-6.75-6.75s3.03-6.75 6.75-6.75 6.75 3.03 6.75 6.75c0 .35-.03.7-.09 1.04.41-.19.86-.29 1.34-.29h2c1.3 0 2.43.77 2.94 1.88l.18-.03c.36-.06.63-.37.63-.74v-3.72c0-.37-.27-.68-.63-.74z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52fd7d0 elementor-widget elementor-widget-heading\" data-id=\"52fd7d0\" 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\">Servicios<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7dc7b80 e-con-full e-flex e-con e-child\" data-id=\"7dc7b80\" 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-dba96fe elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"dba96fe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" data-name=\"Layer 1\" viewbox=\"0 0 512 512\"><path d=\"M212.192,361.863V282.744a4.409,4.409,0,0,1,4.4-4.4h25.913V312.3h.028a6.927,6.927,0,0,0,11.205,5.476L260.8,312.3l6.549,5.138a6.993,6.993,0,0,0,11.714-5.138V278.341h25.912a4.409,4.409,0,0,1,4.4,4.4v79.119a4.433,4.433,0,0,1-4.4,4.432H216.6A4.433,4.433,0,0,1,212.192,361.863Zm44.259-63.792a6.954,6.954,0,0,1,8.609-.028l.057.028v-19.73h-8.666ZM81.024,366.3h88.348a4.44,4.44,0,0,0,4.433-4.432V282.744a4.416,4.416,0,0,0-4.433-4.4H143.489V312.3a6.993,6.993,0,0,1-11.714,5.138L125.2,312.3l-7.028,5.476a6.928,6.928,0,0,1-11.206-5.476h-.028V278.341H81.024a4.433,4.433,0,0,0-4.432,4.4v79.119A4.458,4.458,0,0,0,81.024,366.3Zm48.465-68.252.056.028v-19.73h-8.666v19.73A6.955,6.955,0,0,1,129.489,298.043ZM346.974,348.71V366.3h81.687V348.71a18.491,18.491,0,0,0-18.432-18.432H365.405A18.491,18.491,0,0,0,346.974,348.71ZM133.412,239.727a6.961,6.961,0,0,0,10.9,8.666l12.956-16.315a7.037,7.037,0,0,0,1.524-4.347V166.564H91.609v61.167h.028a7.005,7.005,0,0,0,1.5,4.347l12.956,16.315a6.961,6.961,0,0,0,10.9-8.666l-11.432-14.4V197.783h39.291v27.549Zm276.817,76.607a31.018,31.018,0,0,1,6.521.677l-8.271-148.358a61.8,61.8,0,0,1-41.323,0l-8.271,148.358a31.015,31.015,0,0,1,6.52-.677Zm93.712,109.208a45.439,45.439,0,0,1-45.331,45.332H53.39a45.318,45.318,0,1,1,0-90.635H458.61A45.433,45.433,0,0,1,503.941,425.542Zm-428.421,0A15.708,15.708,0,1,0,59.8,441.265,15.7,15.7,0,0,0,75.52,425.542Zm78.47,0a15.708,15.708,0,1,0-15.7,15.723A15.7,15.7,0,0,0,153.99,425.542Zm78.5,0a15.722,15.722,0,1,0-15.722,15.723A15.72,15.72,0,0,0,232.487,425.542Zm78.47,0a15.722,15.722,0,1,0-15.722,15.723A15.7,15.7,0,0,0,310.957,425.542Zm78.47,0a15.709,15.709,0,1,0-15.722,15.723A15.7,15.7,0,0,0,389.427,425.542Zm78.5,0A15.723,15.723,0,1,0,452.2,441.265,15.721,15.721,0,0,0,467.925,425.542ZM340.228,110.7a47.59,47.59,0,1,1,47.59,47.562A47.6,47.6,0,0,1,340.228,110.7Zm27.521,0a20.069,20.069,0,1,0,20.069-20.069A20.075,20.075,0,0,0,367.749,110.7Zm-39.63,14.9a61.524,61.524,0,0,1,15.468-57.694L179.055,33.533a54.264,54.264,0,0,1-10.642,39.6ZM125.2,94.586a54.375,54.375,0,0,1-16.54-2.568v60.6h33.109v-60.6A54.423,54.423,0,0,1,125.2,94.586ZM84.891,40.335A40.322,40.322,0,1,1,125.2,80.643,40.319,40.319,0,0,1,84.891,40.335Zm25.066,0A15.242,15.242,0,1,0,125.2,25.093,15.25,15.25,0,0,0,109.957,40.335Zm95.207,176.811,2.653-4.46a46.182,46.182,0,0,1-5.758-13.915l-5.052-1.271-6.125-1.524a57.186,57.186,0,0,1,0-15.637l6.125-1.553,5.052-1.27a46.171,46.171,0,0,1,5.758-13.915l-2.653-4.461-3.246-5.447a57.575,57.575,0,0,1,11.037-11.037L218.4,145.9l4.46,2.682a46.249,46.249,0,0,1,13.916-5.787l1.27-5.024,1.553-6.153a56.982,56.982,0,0,1,15.609,0l1.552,6.153,1.27,5.024a46.238,46.238,0,0,1,13.916,5.787l4.46-2.682,5.448-3.246a58.378,58.378,0,0,1,11.036,11.037l-3.246,5.447-2.653,4.461a46.171,46.171,0,0,1,5.758,13.915l5.024,1.27,6.154,1.553a57.291,57.291,0,0,1,0,15.637l-6.154,1.524-5.024,1.271a46.182,46.182,0,0,1-5.758,13.915l2.653,4.46,3.246,5.448a57.745,57.745,0,0,1-11.036,11.065l-5.448-3.274-4.46-2.654a46.177,46.177,0,0,1-13.916,5.758l-1.27,5.053-1.552,6.125a55.6,55.6,0,0,1-15.609,0l-1.553-6.125-1.27-5.053a46.188,46.188,0,0,1-13.916-5.758l-4.46,2.654-5.447,3.274a56.961,56.961,0,0,1-11.037-11.065Zm18.856-28.989a23.372,23.372,0,1,0,23.371-23.371A23.382,23.382,0,0,0,224.02,188.157ZM67.757,512H444.242V484.818H67.757Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b9875b elementor-widget elementor-widget-heading\" data-id=\"7b9875b\" 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\">Fabricaci\u00f3n<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5f3cddf e-con-full e-flex e-con e-child\" data-id=\"5f3cddf\" 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-88cc875 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"88cc875\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 64 64\" width=\"512\" height=\"512\"><g id=\"GLYPH\"><g id=\"_03-Valentine_copy_5\" data-name=\"03-Valentine copy 5\"><path d=\"M12,49a4,4,0,1,0,4,4A3.9989,3.9989,0,0,0,12,49Zm0,5.75A1.75,1.75,0,1,1,13.75,53,1.7455,1.7455,0,0,1,12,54.75ZM52,44H12a9,9,0,0,0,0,18H52a9,9,0,0,0,0-18ZM12,59a6,6,0,1,1,6-6A6.0048,6.0048,0,0,1,12,59Zm13,0a6,6,0,1,1,6-6A6.0048,6.0048,0,0,1,25,59Zm14,0a6,6,0,1,1,6-6A6.0048,6.0048,0,0,1,39,59Zm13,0a6,6,0,1,1,6-6A6.0048,6.0048,0,0,1,52,59ZM39,49a4,4,0,1,0,4,4A3.9989,3.9989,0,0,0,39,49Zm0,5.75A1.75,1.75,0,1,1,40.75,53,1.7455,1.7455,0,0,1,39,54.75ZM25,49a4,4,0,1,0,4,4A3.9989,3.9989,0,0,0,25,49Zm0,5.75A1.75,1.75,0,1,1,26.75,53,1.7455,1.7455,0,0,1,25,54.75ZM52,49a4,4,0,1,0,4,4A3.9989,3.9989,0,0,0,52,49Zm0,5.75A1.75,1.75,0,1,1,53.75,53,1.7455,1.7455,0,0,1,52,54.75ZM61,2V4a2,2,0,0,1-2,2H5A2,2,0,0,1,3,4V2ZM48,8v4h2v4H36V12h2V8ZM35,34h3.62A3.3886,3.3886,0,0,1,42,37.38V42H35Zm.8-9.07,1.4-1.86a4.0241,4.0241,0,0,0,.8-2.4V18H48v2.67a4.0241,4.0241,0,0,0,.8,2.4l1.4,1.86a4.0241,4.0241,0,0,1,.8,2.4V42H44V37.38A5.3817,5.3817,0,0,0,38.62,32H35V27.33A4.0241,4.0241,0,0,1,35.8,24.93ZM13,34h3.62A3.3886,3.3886,0,0,1,20,37.38V42H13Zm.8-9.07,1.4-1.86a4.0241,4.0241,0,0,0,.8-2.4V18H26v2.67a4.0241,4.0241,0,0,0,.8,2.4l1.4,1.86a4.0241,4.0241,0,0,1,.8,2.4V42H22V37.38A5.3817,5.3817,0,0,0,16.62,32H13V27.33A4.0241,4.0241,0,0,1,13.8,24.93ZM26,13.2361V14h1.125a1.0089,1.0089,0,0,1,0,2H14.875a1.0089,1.0089,0,0,1,0-2H16v-.7639A2.2361,2.2361,0,0,1,18.2361,11H23.764A2.236,2.236,0,0,1,26,13.2361Z\"><\/path><\/g><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f907145 elementor-widget elementor-widget-heading\" data-id=\"f907145\" 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\">Alimentaci\u00f3n y bebidas<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-32de268 e-con-full e-flex e-con e-child\" data-id=\"32de268\" 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-79b8356 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"79b8356\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Capa_1\" height=\"512\" viewbox=\"0 0 502.861 502.861\" width=\"512\"><g><path d=\"m500.522 72.127c-2.657-4.068-7.145-6.497-12.004-6.497h-145.121c-5.689 0-10.844 3.366-13.128 8.576l-23.338 53.173-23.338-53.175c-2.287-5.208-7.44-8.574-13.129-8.574h-171.017c-4.143 0-7.5 3.357-7.5 7.5s3.357 7.5 7.5 7.5h170.585l25.417 57.911h-254.675l-25.416-57.911h52.126c4.143 0 7.5-3.357 7.5-7.5s-3.357-7.5-7.5-7.5h-53.141c-4.859 0-9.347 2.429-12.004 6.497s-3.077 9.154-1.124 13.604l26.575 60.551v268.032c0 12.637 10.282 22.918 22.92 22.918h400.856c12.638 0 22.919-10.281 22.919-22.918v-23.816c0-4.143-3.357-7.5-7.5-7.5s-7.5 3.357-7.5 7.5v23.816c0 4.366-3.553 7.918-7.919 7.918h-24.489v-80.189c0-4.436-2.423-8.504-6.323-10.617-3.899-2.115-8.632-1.921-12.346.501l-17.438 11.363-17.438-11.363c-3.716-2.422-8.448-2.614-12.347-.501-3.9 2.113-6.323 6.182-6.323 10.617v80.189h-40.433v-268.69h145.055v204.994c0 4.143 3.357 7.5 7.5 7.5s7.5-3.357 7.5-7.5v-210.923l27.16-61.882c1.955-4.451 1.535-9.536-1.122-13.604zm-130.658 275.311 17.013 11.086c2.488 1.623 5.701 1.623 8.189 0l17.012-11.086v74.793h-42.214zm-319.154 74.793c-4.367 0-7.92-3.552-7.92-7.918v-260.772h256.641v268.69zm411.377-283.69h-143.673l25.417-57.911h143.673z\"><\/path><path d=\"m343.662 171.118c-7.423 0-13.461 6.038-13.461 13.461v112.096c0 7.423 6.038 13.461 13.461 13.461h86.593c7.423 0 13.462-6.038 13.462-13.461v-112.096c0-7.423-6.039-13.461-13.462-13.461zm85.054 124.018h-83.516v-109.018h83.516z\"><\/path><path d=\"m170.045 243.685h.021c1.069.004 3.736.309 5.416 3.042l3.293 5.358c2.169 3.53 6.788 4.631 10.316 2.463 3.529-2.169 4.632-6.787 2.463-10.316l-3.292-5.358c-3.903-6.352-10.684-10.16-18.139-10.188h-.084c-7.421 0-14.195 3.753-18.131 10.051l-17.141 27.425-.471-2.034c-.936-4.034-4.959-6.547-9.001-5.612-4.035.937-6.548 4.966-5.612 9.001l4.56 19.665c.801 3.452 3.875 5.807 7.3 5.807.457 0 .922-.042 1.388-.129l19.842-3.717c4.071-.763 6.754-4.682 5.991-8.753s-4.68-6.748-8.753-5.991l-3.059.573 17.678-28.285c1.689-2.703 4.332-3.002 5.415-3.002z\"><\/path><path d=\"m167.182 348.218c1.453 1.394 3.321 2.085 5.188 2.085 1.973 0 3.943-.773 5.416-2.312l13.967-14.576c2.78-2.9 2.78-7.477 0-10.378l-13.967-14.575c-2.866-2.991-7.613-3.091-10.604-.226-2.99 2.866-3.092 7.613-.226 10.604l1.807 1.886h-38.891c-3.394 0-5.035-2.3-5.583-3.289-.549-.989-1.629-3.6.17-6.478l1.877-3.003c2.195-3.513 1.127-8.14-2.385-10.336-3.512-2.193-8.14-1.127-10.336 2.385l-1.877 3.004c-4.18 6.689-4.393 14.801-.569 21.7 3.824 6.898 10.815 11.017 18.703 11.017h38.893l-1.809 1.888c-2.867 2.99-2.765 7.738.226 10.604z\"><\/path><path d=\"m197.396 258.449c-3.951-.74-7.78 1.764-8.688 5.678l-4.56 19.665c-.936 4.035 1.577 8.064 5.612 9.001.57.132 1.14.195 1.701.195 3.411 0 6.496-2.343 7.3-5.808l.432-1.865 15.783 25.685c1.77 2.88.683 5.477.133 6.459s-2.192 3.268-5.571 3.268c-4.143 0-7.5 3.357-7.5 7.5s3.357 7.5 7.5 7.5c7.853 0 14.83-4.092 18.663-10.945 3.833-6.854 3.667-14.941-.444-21.634l-16.492-26.839 3.211.602c4.076.76 7.99-1.92 8.753-5.991s-1.92-7.99-5.991-8.753z\"><\/path><path d=\"m243.523 218.429c-2.906-2.954-7.654-2.99-10.606-.087-2.953 2.905-2.991 7.653-.087 10.606 16.341 16.611 25.341 38.589 25.341 61.885 0 48.666-39.593 88.258-88.258 88.258s-88.257-39.592-88.257-88.258 39.592-88.258 88.257-88.258c13.651 0 26.742 3.036 38.91 9.023 3.72 1.83 8.212.298 10.041-3.418 1.829-3.717.299-8.212-3.418-10.041-14.246-7.01-29.566-10.564-45.533-10.564-56.936 0-103.257 46.321-103.257 103.258s46.321 103.258 103.257 103.258c56.937 0 103.258-46.321 103.258-103.258-.001-27.256-10.53-52.97-29.648-72.404z\"><\/path><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ab78c0 elementor-widget elementor-widget-heading\" data-id=\"4ab78c0\" 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\">Pasta, papel y envases<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c02cf5e e-con-full e-flex e-con e-child\" data-id=\"c02cf5e\" 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-3ae06b6 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"3ae06b6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewbox=\"0 0 64 64\" data-name=\"Layer 1\"><path d=\"m5.47 53.24c.19.29.5.46.84.46h19.62v7.24c0 .55.45 1 1 1h31.18c.28 0 .53-.11.71-.29.04-.05.09-.1.12-.15.03-.04.06-.08.08-.13.02-.04.04-.09.05-.13.03-.1.05-.2.05-.3v-6.3c0-.03 0-.07-.01-.1v-18.8c0-.55-.44-1-1-1h-6.06c.71-2.47 1.55-6.48 1.55-11.44 0-7.42-1.86-13.02-2.41-14.54l2.33-5.36c.13-.31.1-.67-.08-.95-.19-.28-.5-.45-.84-.45h-31.08c-.34 0-.65.17-.84.45-.18.28-.21.64-.08.95l2.33 5.37c-.18.51-.52 1.49-.89 2.86h-15.73c-.34 0-.65.17-.84.45-.18.28-.22.64-.08.95l2.33 5.37c-.56 1.53-2.41 7.13-2.41 14.53 0 7.32 1.81 12.51 2.41 14l-2.33 5.37c-.14.31-.1.66.08.94zm20.46-4.9v3.36h-18.1l1.63-3.74h16.47zm5.2 5.3h-3.2v-4.3h3.2zm0-12.59h-3.2v-.559s0-.002 0-.003 0-.002 0-.003v-3.075s0-.002 0-.003 0-.002 0-.003v-.663h3.2v4.31zm2 12.59v-4.3h8.4v4.3zm13.59 6.3h-8.39v-4.3h8.39zm10.39 0h-8.38v-4.3h8.38zm0-6.3h-3.19v-4.3h3.19zm-3.19-16.9h3.19v4.31h-3.19zm-1 6.31h4.19v4.29h-8.38v-4.29zm-9.39-6.31h8.39v4.31h-8.39zm3.2 6.31v4.29h-8.4v-4.29zm-5.2-6.31v4.31h-8.4v-4.31zm-18.72-23.11h13.06l-1.62 3.74h-24.79l-1.63-3.74zm-15.5 19.3c0-6.62 1.59-11.82 2.19-13.56h24.71c.07.21.15.45.24.74.03.08.05.16.08.24.32 1.06.74 2.62 1.1 4.53.11.56.21 1.15.3 1.77.06.42.12.85.17 1.29.02.22.05.44.07.66.03.32.06.64.08.96.03.31.05.63.07.95.05.78.07 1.59.07 2.42 0 .36 0 .71-.02 1.07 0 .17-.01.35-.01.52-.01.07-.01.15-.02.22h-9.41c-.55 0-1 .45-1 1v.666h-11.029c-.553 0-1 .448-1 1s.447 1 1 1h11.029v1.082h-8.181c-.553 0-1 .448-1 1s.447 1 1 1h8.181v4.472h-16.45c-.61-1.63-2.17-6.47-2.17-13.03z\"><\/path><path d=\"m13.8 34.34h16.11c1.37 0 2.48-1.11 2.48-2.48v-7.06c0-1.36-1.11-2.47-2.48-2.47h-16.11c-1.36 0-2.47 1.11-2.47 2.47v7.06c0 1.37 1.11 2.48 2.47 2.48zm-.47-9.54c0-.26.21-.47.47-.47h16.11c.26 0 .48.21.48.47v7.06c0 .27-.22.48-.48.48h-16.11c-.26 0-.47-.21-.47-.48z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-02ac17f elementor-widget elementor-widget-heading\" data-id=\"02ac17f\" 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\">Materiales de construcci\u00f3n<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3a8a6c0 e-con-full e-flex e-con e-child\" data-id=\"3a8a6c0\" 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-414f28f elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"414f28f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_3\" height=\"512\" viewbox=\"0 0 64 64\" width=\"512\" data-name=\"Layer 3\"><path d=\"m35 14.414-6-6v5.172l6 6z\"><\/path><path d=\"m35 22.414-6-6v8.586h6z\"><\/path><path d=\"m25 21h2v4h-2z\"><\/path><path d=\"m10 7h10v4h-10z\"><\/path><path d=\"m48 16h4v4h-4z\"><\/path><path d=\"m10 18a1 1 0 0 1 1-1h8a1 1 0 0 1 1 1v7h3v-9.586l-2.414-2.414h-11.172l-2.414 2.414v9.586h3z\"><\/path><path d=\"m56.133 10 .535-3.751-2.068 1.551a1 1 0 0 1 -1.432-.245l-1.168-1.755-1.168 1.755a1.039 1.039 0 0 1 -1.664 0l-1.168-1.755-1.168 1.755a1 1 0 0 1 -1.432.245l-2.069-1.551.536 3.751z\"><\/path><path d=\"m37 21h5v4h-5z\"><\/path><path d=\"m35 4a1 1 0 0 0 -1-1h-4a1 1 0 0 0 -1 1v1.586l6 6z\"><\/path><path d=\"m56 25v-13h-12v13zm-10-10a1 1 0 0 1 1-1h6a1 1 0 0 1 1 1v6a1 1 0 0 1 -1 1h-6a1 1 0 0 1 -1-1z\"><\/path><path d=\"m25 36a1 1 0 0 0 -1-1h-.887l2.787 26h5.1v-18.08a7 7 0 0 1 -6-6.92z\"><\/path><path d=\"m48.113 61h.687a5.025 5.025 0 0 0 4.95-4.293l3.097-21.707h-5.947z\"><\/path><circle cx=\"32\" cy=\"36\" r=\"1\"><\/circle><path d=\"m42.898 35-2.785 26h5.989l2.785-26z\"><\/path><path d=\"m12 19h6v6h-6z\"><\/path><path d=\"m60 27h-56a1 1 0 0 0 -1 1v4a1 1 0 0 0 1 1h20a3 3 0 0 1 3 3 5 5 0 0 0 10 0 3 3 0 0 1 3-3h20a1 1 0 0 0 1-1v-4a1 1 0 0 0 -1-1zm-28 12a3 3 0 1 1 3-3 3 3 0 0 1 -3 3z\"><\/path><path d=\"m7.153 35 3.1 21.707a5.025 5.025 0 0 0 4.947 4.293h.683l-2.783-26z\"><\/path><path d=\"m15.113 35 2.785 26h5.989l-2.785-26z\"><\/path><path d=\"m40 35a1 1 0 0 0 -1 1 7 7 0 0 1 -6 6.92v18.08h5.1l2.785-26z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-149e5ed elementor-widget elementor-widget-heading\" data-id=\"149e5ed\" 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\">Bienes de consumo <\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-85ec8fa e-con-full e-flex e-con e-child\" data-id=\"85ec8fa\" 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-1a07851 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"1a07851\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewbox=\"0 0 64 64\"><g><path d=\"m12.8041992 21.2264442h10.375c.5522461 0 1-.4477539 1-1v-3.0496826c0-.5523071-.4477539-1-1-1h-10.375c-.5523071 0-1 .4476929-1 1v3.0496826c0 .5522461.4476929 1 1 1z\"><\/path><path d=\"m21.7800293 36.380619h-14.3500366v12.419983h14.3500366zm-5.960022 9.1900025c-1.0200195 1.0200195-2.6799927 1.0200195-3.7000122 0s-1.0200195-2.6699829 0-3.7000122l.4273682-.4273682c.0012817.0012817.0016479.0031128.0029297.0043945l3.6963501 3.6963501zm2.2700196-2.2700195-.4293213.4293213-3.6963501-3.6963501c-.0012817-.0012817-.0031128-.0016479-.0043945-.0029297l.4300537-.4299927c1.0199585-1.0200195 2.6799927-1.0200195 3.7000122 0 .5099487.5099487.7699585 1.1900024.7699585 1.8499756 0 .6699829-.2600098 1.3400268-.7699585 1.8499756z\"><\/path><path d=\"m22.7833252 23.2264442h-9.583313v4.8641968l-5.7700195 4.6900024v1.5999756h15.3500366c.5599976 0 1 .4500122 1 1v14.419983c0 .5500488-.4400024 1-1 1h-15.3500366v1.2300415c0 1.0999756.8900146 2 2 2h17.1199951c1.1099854 0 2-.9000244 2-2v-19.25l-5.7666626-4.6873169z\"><\/path><path d=\"m39.0773926 22.8547401c-.5523071 0-1 .4477539-1 1v2.3461914c0 .5523071.4476929 1 1 1h11.1637573c.5523071 0 1-.4476929 1-1v-2.3461914c0-.5522461-.4476929-1-1-1z\"><\/path><path d=\"m45.1900024 40.5006142c4.710022 2.7800293 8.7299805 1 10.5100098-.1099854-1.1400146-2.8599854-3.3699951-5.1599731-6.1600342-6.4099731v-4.7800293h-9.7599487v4.7800293c-2.3800049 1.0699463-4.3400269 2.8899536-5.5900269 5.1599731 2.6099854-.8099975 6.6300049-1.2199707 11 1.3599854z\"><\/path><path d=\"m56.289978 42.3306313c-1.3599854.7600098-3.4799805 1.6300049-6.0199585 1.6300049-1.8500366 0-3.9200439-.4500122-6.1000366-1.7399902-4.8099976-2.8300171-9.1599731-1.4000244-11-.5300293-.2799683 1-.4299927 2.0599976-.4299927 3.1500244 0 3.8599854 1.8400269 7.3099976 4.7000122 9.4799805h14.4299927c2.8599854-2.1699829 4.7000122-5.6199951 4.7000122-9.4799805 0-.8599854-.0900268-1.7000123-.2800293-2.5100098z\"><\/path><circle cx=\"48.17\" cy=\"16.305\" r=\"3.672\"><\/circle><circle cx=\"37.818\" cy=\"12.634\" r=\"2.953\"><\/circle><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-12c46b1 elementor-widget elementor-widget-heading\" data-id=\"12c46b1\" 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\">Productos qu\u00edmicos <\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e4690fd e-con-full e-flex e-con e-child\" data-id=\"e4690fd\" 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-b9139e9 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"b9139e9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewbox=\"0 0 500 500\"><path clip-rule=\"evenodd\" d=\"m121.744 103.893v11.022c0 .382.226.707.584.84s.742.033.991-.257c9.866-11.494 26.015-15.41 40.009-9.934.394.154.623.55.56.969-2.973 19.637-21.513 33.104-41.099 29.797-.269-.046-.519.023-.727.199s-.317.411-.317.684v10.781c0 .383.228.709.588.841s.745.029.992-.265c9.83-11.677 26.11-15.715 40.228-10.192.394.154.623.55.56.969-2.986 19.727-21.668 33.203-41.318 29.759-.27-.047-.521.02-.731.196s-.319.412-.319.686v24.033c0 .493.402.896.896.896h7.77c6.656 0 12.102 5.446 12.102 12.103v8.976c0 .493-.402.896-.896.896h-53.183c-.493 0-.896-.402-.896-.896v-8.976c0-6.657 5.446-12.103 12.102-12.103h7.77c.493 0 .896-.402.896-.896v-23.958c0-.272-.108-.506-.315-.682s-.456-.245-.724-.201c-19.523 3.174-37.921-10.282-40.881-29.832-.064-.419.165-.814.56-.968 13.875-5.429 29.892-1.631 39.791 9.683.251.286.633.383.989.249s.58-.458.58-.838v-10.26c0-.273-.109-.508-.317-.684-.209-.176-.458-.244-.728-.199-19.587 3.307-38.126-10.159-41.099-29.797-.064-.419.165-.814.56-.968 13.995-5.476 30.144-1.559 40.009 9.934.249.29.633.39.991.257s.584-.458.584-.839v-11.021c0-.224-.072-.416-.218-.586-7.042-8.153-11.303-18.776-11.303-30.395 0-14.801 6.913-27.985 17.684-36.507.33-.261.782-.261 1.111-.001 20.77 16.423 23.697 46.86 6.382 66.901-.145.168-.218.36-.218.584zm-56.429 187.344h369.371c16.669 0 30.308-13.639 30.308-30.309s-13.639-30.309-30.308-30.309h-369.371c-16.669 0-30.308 13.639-30.308 30.309s13.638 30.309 30.308 30.309zm331.005-40.855c5.825 0 10.547 4.722 10.547 10.547s-4.722 10.547-10.547 10.547-10.547-4.722-10.547-10.547c0-5.826 4.722-10.547 10.547-10.547zm-292.64 0c5.825 0 10.547 4.722 10.547 10.547s-4.722 10.547-10.547 10.547-10.547-4.722-10.547-10.547c.001-5.826 4.723-10.547 10.547-10.547zm73.16 0c5.825 0 10.547 4.722 10.547 10.547s-4.722 10.547-10.547 10.547-10.547-4.722-10.547-10.547c.001-5.826 4.723-10.547 10.547-10.547zm73.16 0c5.825 0 10.547 4.722 10.547 10.547s-4.722 10.547-10.547 10.547-10.547-4.722-10.547-10.547c0-5.826 4.722-10.547 10.547-10.547zm73.16 0c5.825 0 10.547 4.722 10.547 10.547s-4.722 10.547-10.547 10.547-10.547-4.722-10.547-10.547c0-5.826 4.722-10.547 10.547-10.547zm-224.768 55.052c-1.279 2.352-2.89 3.377-5.099 4.811l-9.094 5.906c-4.056 2.634-5.875 7.374-4.624 12.046l5.613 20.948c1.252 4.672 5.198 7.867 10.028 8.12l12.576.659c3.973.208 7.283 2.327 9.137 5.848 1.833 3.483 3.802 6.893 5.902 10.222 2.122 3.365 2.302 7.292.496 10.837l-5.717 11.221c-2.196 4.309-1.402 9.324 2.018 12.744l15.335 15.335c3.42 3.419 8.435 4.214 12.744 2.018l11.18-5.696c3.546-1.807 7.473-1.626 10.839.497 3.322 2.096 6.741 4.07 10.254 5.915 3.526 1.852 5.649 5.166 5.857 9.143l.657 12.535c.253 4.83 3.448 8.776 8.12 10.028l20.948 5.613c4.671 1.252 9.412-.568 12.045-4.624l6.837-10.527c2.169-3.34 5.664-5.148 9.644-4.989 3.964.159 7.913.158 11.837.004 3.977-.157 7.468 1.651 9.636 4.989l6.834 10.523c2.634 4.056 7.374 5.875 12.046 4.624l20.948-5.613c4.672-1.252 7.867-5.198 8.12-10.027l.659-12.576c.208-3.973 2.327-7.283 5.848-9.137 3.483-1.833 6.893-3.802 10.222-5.902 3.365-2.122 7.292-2.302 10.837-.496l11.221 5.717c4.309 2.195 9.324 1.401 12.744-2.018l15.335-15.335c3.42-3.419 4.214-8.435 2.018-12.744l-5.696-11.18c-1.807-3.546-1.626-7.473.497-10.839 2.096-3.322 4.07-6.741 5.915-10.254 1.852-3.526 5.166-5.649 9.143-5.857l12.535-.657c4.83-.253 8.776-3.448 10.028-8.12l5.613-20.948c1.252-4.671-.568-9.412-4.624-12.045l-10.527-6.837c-1.582-1.028-2.821-2.353-3.669-3.886-.162-.293-.449-.462-.784-.462h-58.762c-.484 0-.88.387-.894.871-1.376 49.17-41.663 88.609-91.165 88.609-49.503 0-89.789-39.439-91.165-88.609-.013-.484-.41-.871-.894-.871h-58.766c-.336-.001-.625.171-.786.466zm271.198-110.519h7.77c.493 0 .896-.402.896-.896v-23.958c0-.272-.108-.506-.315-.682s-.456-.245-.724-.201c-19.523 3.174-37.921-10.282-40.881-29.832-.063-.419.165-.814.56-.968 13.875-5.429 29.892-1.631 39.791 9.683.251.286.633.383.989.249s.58-.458.58-.838v-10.26c0-.273-.109-.508-.317-.684s-.458-.244-.728-.199c-19.587 3.307-38.126-10.159-41.099-29.797-.064-.419.165-.814.56-.968 13.995-5.476 30.144-1.559 40.009 9.934.249.29.633.39.991.257s.584-.458.584-.839v-11.806c0-.224-.072-.416-.218-.586-7.042-8.153-11.303-18.775-11.303-30.394 0-14.801 6.913-27.985 17.684-36.507.33-.261.782-.261 1.112 0 10.771 8.522 17.684 21.706 17.684 36.507 0 11.619-4.26 22.242-11.303 30.394-.146.169-.218.362-.218.586v11.805c0 .382.226.707.584.84s.742.033.991-.257c9.865-11.494 26.015-15.41 40.009-9.934.394.154.623.55.56.969-2.973 19.637-21.513 33.104-41.099 29.797-.269-.046-.519.023-.727.199-.209.176-.317.411-.317.684v10.781c0 .383.228.71.588.841.36.132.745.029.992-.265 9.83-11.677 26.11-15.716 40.228-10.193.394.154.623.55.56.969-2.986 19.727-21.668 33.203-41.318 29.759-.27-.047-.521.02-.731.196s-.319.412-.319.686v24.033c0 .493.402.896.896.896h7.77c6.656 0 12.102 5.446 12.102 12.103v8.976c0 .493-.402.896-.896.896h-53.183c-.493 0-.896-.402-.896-.896v-8.976c-.001-6.658 5.445-12.104 12.102-12.104zm-134.975 0h7.77c.493 0 .896-.402.896-.896v-23.958c0-.272-.108-.506-.315-.682s-.456-.245-.724-.201c-19.523 3.174-37.921-10.282-40.881-29.832-.063-.419.165-.814.56-.968 13.875-5.429 29.892-1.631 39.791 9.683.251.286.633.383.989.249s.58-.458.58-.838v-10.26c0-.273-.109-.508-.317-.684s-.458-.244-.727-.199c-19.587 3.307-38.126-10.159-41.099-29.797-.063-.419.165-.814.56-.968 13.995-5.476 30.144-1.559 40.009 9.934.249.29.633.39.991.257s.584-.458.584-.839v-9.477c0-.231-.076-.429-.231-.6-7.434-8.246-11.962-19.164-11.962-31.141 0-14.801 6.913-27.985 17.684-36.507.33-.261.782-.261 1.112 0 10.77 8.522 17.684 21.706 17.684 36.507 0 11.252-3.996 21.568-10.643 29.613-.138.167-.205.354-.205.571v11.033c0 .382.226.707.584.84s.742.033.991-.257c9.865-11.494 26.015-15.41 40.009-9.934.394.154.623.55.56.969-2.973 19.637-21.513 33.104-41.099 29.797-.269-.046-.519.023-.727.199s-.317.411-.317.684v10.781c0 .383.228.71.588.841.36.132.745.029.992-.265 9.83-11.677 26.11-15.716 40.228-10.193.394.154.623.55.56.969-2.986 19.727-21.668 33.203-41.317 29.759-.27-.047-.521.02-.731.196s-.319.412-.319.686v24.033c0 .493.402.896.896.896h7.77c6.656 0 12.102 5.446 12.102 12.103v8.976c0 .493-.402.896-.896.896h-53.183c-.493 0-.896-.402-.896-.896v-8.976c-.003-6.658 5.442-12.104 12.099-12.104z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b9cf5dc elementor-widget elementor-widget-heading\" data-id=\"b9cf5dc\" 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\">Agroindustria<\/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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4249d62 e-flex e-con-boxed e-con e-parent\" data-id=\"4249d62\" 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-8045bd8 elementor-widget elementor-widget-heading\" data-id=\"8045bd8\" 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=\"types-of-mro-data-management-services\">Tipos de servicios de gesti\u00f3n de datos MRO<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-62e10f3 e-flex e-con-boxed e-con e-parent\" data-id=\"62e10f3\" 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-87d144e elementor-widget elementor-widget-heading\" data-id=\"87d144e\" 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\">Enriquecimiento de datos<\/span>\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-af688f1 e-flex e-con-boxed e-con e-parent\" data-id=\"af688f1\" 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-e318dd0 elementor-widget elementor-widget-text-editor\" data-id=\"e318dd0\" 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>El objetivo de este servicio consiste en <a href=\"https:\/\/www.verdantis.com\/mro-data-enrichment\/\">la creaci\u00f3n de registros de datos \"completos\" mediante la obtenci\u00f3n de informaci\u00f3n de terceras fuentes,<\/a> manualmente o mediante programaci\u00f3n y actualizando la informaci\u00f3n de nuevo en el conjunto de datos MRO.<\/p>\n<p>En Verdantis, confiamos principalmente en <a href=\"https:\/\/www.verdantis.com\/automated-ai-enrichment-data-cleansing\/\">modelos de IA Agentic entrenados por la industria que enriquecen de forma aut\u00f3noma los registros de datos<\/a> entre repuestos, activos fijos y proveedores<\/p>\n<ul>\n<li>En el caso de las piezas de recambio MRO, puede tratarse de datos como el nombre del fabricante, el n\u00famero de pieza del fabricante, los atributos de la pieza, las especificaciones, las unidades de medida y los equipos en los que se utilizan.<\/li>\n<li>En el caso de equipos o activos fijos, puede ser Fabricante del equipo, ID del equipo, centro donde se utiliza, categor\u00eda del equipo<\/li>\n<li>En el caso de los proveedores (o vendedores), puede tratarse del nombre del fabricante\/distribuidor, la direcci\u00f3n de la sede central, el n\u00famero de identificaci\u00f3n fiscal y otros datos similares.<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d013cff e-flex e-con-boxed e-con e-parent\" data-id=\"d013cff\" 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-86b47b7 elementor-widget elementor-widget-heading\" data-id=\"86b47b7\" 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\">Catalogaci\u00f3n de datos<\/span>\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-348f1eb e-flex e-con-boxed e-con e-parent\" data-id=\"348f1eb\" 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-cce321f elementor-widget elementor-widget-text-editor\" data-id=\"cce321f\" 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>Esto implica principalmente la catalogaci\u00f3n de piezas de recambio, aunque en el caso de las operaciones a gran escala, tambi\u00e9n es habitual la catalogaci\u00f3n de activos fijos y proveedores.<\/p><p>Cada organizaci\u00f3n adopta una taxonom\u00eda espec\u00edfica <a href=\"https:\/\/www.verdantis.com\/mro-category-management\/\">para la clasificaci\u00f3n de datos MRO<\/a> y activos fijos, algunos de los m\u00e1s populares son <a href=\"https:\/\/www.undp.org\/unspsc\" rel=\"nofollow noopener\" target=\"_blank\">UNSPC<\/a>...NAICS, PIDEX.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-861dbfe e-flex e-con-boxed e-con e-parent\" data-id=\"861dbfe\" 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-56ba5be elementor-widget elementor-widget-heading\" data-id=\"56ba5be\" 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\">Normalizaci\u00f3n de datos<\/span>\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-91fd61a e-flex e-con-boxed e-con e-parent\" data-id=\"91fd61a\" 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-158c46b elementor-widget elementor-widget-text-editor\" data-id=\"158c46b\" 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>Bas\u00e1ndose en las normas prescritas anteriormente, los registros de datos se estructuran y normalizan procesando enormes vol\u00famenes de datos brutos, extrayendo atributos clave, enriqueciendo los valores que faltan y desduplicando la base de datos en busca de posibles duplicados L1 y L2.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-08a9078 e-flex e-con-boxed e-con e-parent\" data-id=\"08a9078\" 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-bc1ebaa elementor-widget elementor-widget-heading\" data-id=\"bc1ebaa\" 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\">Creaci\u00f3n masiva de registros de datos<\/span>\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-e228877 e-flex e-con-boxed e-con e-parent\" data-id=\"e228877\" 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-54c3f4d elementor-widget elementor-widget-text-editor\" data-id=\"54c3f4d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>En algunos casos, las empresas necesitan crear registros de datos en bloque a partir de cat\u00e1logos de proveedores o listas de materiales internas de MRO.<\/p><p>Con soluciones como Auto-Doc AI, esto se puede consolidar y crear en masa con unos pocos clics.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6652ddd e-flex e-con-boxed e-con e-parent\" data-id=\"6652ddd\" 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-b1e56dd elementor-widget elementor-widget-video\" data-id=\"b1e56dd\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;start&quot;:5,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/06\/AutoDoc-AI-Video.mp4#t=5\" controls=\"\" preload=\"metadata\" controlslist=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ee5fb24 e-flex e-con-boxed e-con e-parent\" data-id=\"ee5fb24\" 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-824a57d elementor-widget elementor-widget-heading\" data-id=\"824a57d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"verdantis-as-a-specialist-in-mro-data-management\">Verdantis como especialista en gesti\u00f3n de datos MRO<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b35ed77 e-flex e-con-boxed e-con e-parent\" data-id=\"b35ed77\" 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-ee389be elementor-widget elementor-widget-text-editor\" data-id=\"ee389be\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Verdantis es especialista en gesti\u00f3n de datos maestros MRO para empresas con operaciones de producci\u00f3n intensiva de activos y operaciones de mantenimiento pesado.<\/p><p>Nuestro enfoque en los modelos de IA Agentic para el conjunto completo de servicios de datos MRO nos ha ayudado a resolver los problemas de calidad de datos de empresas medianas y grandes de todo el mundo.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-062eb75 e-flex e-con-boxed e-con e-parent\" data-id=\"062eb75\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-364e611 e-con-full form1 e-flex e-con e-child\" data-id=\"364e611\" 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-db2c4df e-con-full form1 e-flex e-con e-child\" data-id=\"db2c4df\" 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-fdd5582 e-con-full e-flex e-con e-child\" data-id=\"fdd5582\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-00f0124 elementor-widget elementor-widget-heading\" data-id=\"00f0124\" 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 consulta con nuestro especialista en MRO Master<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14ec1fd elementor-widget elementor-widget-heading\" data-id=\"14ec1fd\" 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\">Transforme sus operaciones de mantenimiento<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4e3e1eb e-con-full e-flex e-con e-child\" data-id=\"4e3e1eb\" 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-10965a9 elementor-button-align-stretch elementor-widget elementor-widget-form\" data-id=\"10965a9\" 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=\"25462\"\/>\n\t\t\t<input type=\"hidden\" name=\"form_id\" value=\"10965a9\"\/>\n\t\t\t<input type=\"hidden\" name=\"referer_title\" value=\"Essentials of MRO Data Management for Industrial Operations\" \/>\n\n\t\t\t\t\t\t\t<input type=\"hidden\" name=\"queried_id\" value=\"25462\"\/>\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-tel 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 size=\"1\" type=\"tel\" name=\"form_fields[Contact]\" id=\"form-field-Contact\" class=\"elementor-field elementor-size-lg  elementor-field-textual\" required=\"required\" pattern=\"[0-9()#&amp;+*-=.]+\" title=\"S\u00f3lo se aceptan n\u00fameros y caracteres telef\u00f3nicos (#, -, *, etc).\" data-no-translation-title=\"\">\n\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-808d53b elementor-widget elementor-widget-heading\" data-id=\"808d53b\" 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<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f4af671 e-flex e-con-boxed e-con e-parent\" data-id=\"f4af671\" 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-38be655 elementor-widget elementor-widget-heading\" data-id=\"38be655\" 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\">Con la Confianza de L\u00edderes de la Industria en Todo el Mundo<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d5bbb83 elementor-widget elementor-widget-image-carousel\" data-id=\"d5bbb83\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;slides_to_show&quot;:&quot;4&quot;,&quot;navigation&quot;:&quot;none&quot;,&quot;lazyload&quot;:&quot;yes&quot;,&quot;autoplay_speed&quot;:100,&quot;speed&quot;:5000,&quot;image_spacing_custom&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:50,&quot;sizes&quot;:[]},&quot;slides_to_show_tablet&quot;:&quot;4&quot;,&quot;slides_to_show_mobile&quot;:&quot;3&quot;,&quot;image_spacing_custom_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:15,&quot;sizes&quot;:[]},&quot;autoplay&quot;:&quot;yes&quot;,&quot;pause_on_hover&quot;:&quot;yes&quot;,&quot;pause_on_interaction&quot;:&quot;yes&quot;,&quot;infinite&quot;:&quot;yes&quot;,&quot;image_spacing_custom_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"image-carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-image-carousel-wrapper swiper\" role=\"region\" aria-roledescription=\"carousel\" aria-label=\"Carrusel de im\u00e1genes\" dir=\"ltr\">\n\t\t\t<div class=\"elementor-image-carousel swiper-wrapper\" aria-live=\"off\">\n\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"1 de 6\" data-no-translation-aria-label=\"\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/1.webp\" alt=\"1\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"2 de 6\" data-no-translation-aria-label=\"\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/2.webp\" alt=\"2\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"3 de 6\" data-no-translation-aria-label=\"\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/3.webp\" alt=\"3\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"4 de 6\" data-no-translation-aria-label=\"\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/4-1.webp\" alt=\"4-1\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"5 de 6\" data-no-translation-aria-label=\"\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/5.webp\" alt=\"5\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"6 de 6\" data-no-translation-aria-label=\"\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/6.webp\" alt=\"6\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div>\t\t\t<\/div>\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Aspectos b\u00e1sicos de los datos maestros de MRO y resoluci\u00f3n de los retos que plantean los datos de MRO con agentes de IA: piezas de repuesto, catalogaci\u00f3n de datos, listas de materiales de equipos, obsolescencia de piezas y gobernanza.<\/p>","protected":false},"author":4,"featured_media":26351,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[64],"tags":[],"class_list":["post-25462","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/posts\/25462","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/comments?post=25462"}],"version-history":[{"count":1,"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/posts\/25462\/revisions"}],"predecessor-version":[{"id":39898,"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/posts\/25462\/revisions\/39898"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/media\/26351"}],"wp:attachment":[{"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/media?parent=25462"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/categories?post=25462"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/tags?post=25462"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}