{"id":22375,"date":"2024-10-28T17:09:11","date_gmt":"2024-10-28T11:39:11","guid":{"rendered":"https:\/\/www.verdantis.com\/?p=22375"},"modified":"2026-02-24T16:41:01","modified_gmt":"2026-02-24T11:11:01","slug":"gestao-de-dados-mestre-de-materiais","status":"publish","type":"post","link":"https:\/\/www.verdantis.com\/pt\/gestao-de-dados-mestre-de-materiais\/","title":{"rendered":"Gest\u00e3o de dados mestre de materiais"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"22375\" class=\"elementor elementor-22375\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a3fa027 e-flex e-con-boxed e-con e-parent\" data-id=\"a3fa027\" 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-660f057 elementor-widget elementor-widget-text-editor\" data-id=\"660f057\" 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>Neste artigo, abordamos a origem da gest\u00e3o de dados de materiais, os v\u00e1rios tipos existentes, os desafios e a forma como as organiza\u00e7\u00f5es podem alcan\u00e7ar a excel\u00eancia atrav\u00e9s de estrat\u00e9gias de gest\u00e3o de dados nas \u00e1reas da produ\u00e7\u00e3o, manuten\u00e7\u00e3o (MRO), gest\u00e3o de mat\u00e9rias-primas e muito mais.<\/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-856dffc e-flex e-con-boxed e-con e-parent\" data-id=\"856dffc\" 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-ac14b7c elementor-widget elementor-widget-text-editor\" data-id=\"ac14b7c\" 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>O termo \u00abMaterials Master\u00bb remonta \u00e0s d\u00e9cadas de 1970 e 1980, quando a SAP introduziu o termo para se referir a um reposit\u00f3rio central que armazenava toda a informa\u00e7\u00e3o relacionada com os materiais.<\/p><p>O pr\u00f3prio conceito de \u00abdados mestres\u00bb tem origem na terminologia da gest\u00e3o de bases de dados e refere-se a todos os dados essenciais e n\u00e3o transacionais que fornecem o contexto para as opera\u00e7\u00f5es empresariais.<\/p><p>O Mestre de Materiais \u00e9 um objeto padr\u00e3o em m\u00f3dulos SAP como o MM (Gest\u00e3o de Materiais) e o PP (Planeamento da Produ\u00e7\u00e3o)<\/p><p>O mesmo conceito tamb\u00e9m existe noutros sistemas ERP, mas com nomes diferentes; o objeto \u00abMestre de Materiais\u00bb, por exemplo, \u00e9 designado por \u00ab<a href=\"https:\/\/www.verdantis.com\/item-data-management\/\">Mestre de Artigos<\/a>\u201d nos sistemas Oracle.<\/p><p>Um Mestre de Materiais \u00e9 o conjunto de dados principal utilizado para descrever \u00abitens de material\u00bb m\u00f3veis, desde mat\u00e9rias-primas, produtos acabados, pe\u00e7as sobressalentes e outros materiais utilizados nas opera\u00e7\u00f5es comerciais di\u00e1rias.<\/p><p>Naturalmente, \u00e0 medida que os processos empresariais se expandem, a qualidade dos dados no ficheiro mestre de materiais deteriora-se, sendo necess\u00e1ria a sua corre\u00e7\u00e3o para garantir um funcionamento mais harmonioso das opera\u00e7\u00f5es empresariais. Al\u00e9m disso, s\u00e3o necess\u00e1rios sistemas de governa\u00e7\u00e3o para garantir que a qualidade dos dados se mant\u00e9m intacta num estado est\u00e1vel.<\/p><p>A gest\u00e3o de dados de materiais \u00e9 fundamental em setores como a ind\u00fastria transformadora, os servi\u00e7os p\u00fablicos, a energia e a minera\u00e7\u00e3o, onde mesmo pequenos problemas relacionados com a qualidade dos dados tendem a ter um impacto negativo nos custos de aquisi\u00e7\u00e3o, na gest\u00e3o da manuten\u00e7\u00e3o e nas opera\u00e7\u00f5es do dia-a-dia.<\/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-e4f057d e-flex e-con-boxed e-con e-parent\" data-id=\"e4f057d\" 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-d03aba9 elementor-widget elementor-widget-heading\" data-id=\"d03aba9\" 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=\"categories-within-materials-master\">Categorias no Mestre de Materiais<\/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-64b0d80 e-flex e-con-boxed e-con e-parent\" data-id=\"64b0d80\" 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-41768fc elementor-widget elementor-widget-text-editor\" data-id=\"41768fc\" 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>Em qualquer organiza\u00e7\u00e3o, o mestre de materiais n\u00e3o \u00e9 apenas um grande conjunto de dados que se refere a todos os tipos de materiais que se encontram em utiliza\u00e7\u00e3o.<\/p><p>Em vez disso, est\u00e1 dividido em diferentes categorias, cada uma com uma fun\u00e7\u00e3o distinta e cada uma exigindo alguns ajustes no que diz respeito \u00e0 gest\u00e3o dos respetivos dados.<\/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-66c7f38 e-flex e-con-boxed e-con e-parent\" data-id=\"66c7f38\" 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-7064fa9 elementor-widget elementor-widget-heading\" data-id=\"7064fa9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"mro-materials-master\">Mestre de Materiais MRO<\/h3>\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-d300b98 e-flex e-con-boxed e-con e-parent\" data-id=\"d300b98\" 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-fb9ddce elementor-widget elementor-widget-text-editor\" data-id=\"fb9ddce\" 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>Pode dizer-se que a gest\u00e3o da qualidade dos dados relativos aos materiais MRO \u00e9 um dos aspetos mais complexos e importantes da Gest\u00e3o de Materiais enquanto disciplina.<\/p><p>MRO significa simplesmente \u00abManuten\u00e7\u00e3o, Repara\u00e7\u00f5es e Opera\u00e7\u00f5es\u00bb, e os materiais MRO referem-se a pe\u00e7as sobressalentes, pe\u00e7as de substitui\u00e7\u00e3o e consum\u00edveis utilizados em opera\u00e7\u00f5es de produ\u00e7\u00e3o em grande escala.<\/p><p>Em geral, as fun\u00e7\u00f5es espec\u00edficas da manuten\u00e7\u00e3o n\u00e3o s\u00e3o regidas por protocolos rigorosos de gest\u00e3o de dados, pelo que est\u00e3o sujeitas a erros.<\/p><p>Al\u00e9m disso, a natureza dos dados pode ser de car\u00e1cter t\u00e9cnico e n\u00e3o estar facilmente acess\u00edvel, o que torna a sua gest\u00e3o ainda mais complicada.<\/p><p>Os setores em que esta \u00e9 uma quest\u00e3o grave s\u00e3o tamb\u00e9m aqueles em que <a href=\"https:\/\/www.bcg.com\/publications\/2021\/companies-data-capabilities-progress\" rel=\"nofollow noopener\" target=\"_blank\">as suas capacidades em mat\u00e9ria de dados est\u00e3o classificadas entre as mais baixas<\/a>, o que agrava ainda mais a situa\u00e7\u00e3o.<\/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-5e9b994 e-flex e-con-boxed e-con e-parent\" data-id=\"5e9b994\" 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-69e2038 elementor-widget elementor-widget-heading\" data-id=\"69e2038\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Desafios comuns relacionados com o registo de materiais de MRO<\/h4>\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-6421361 e-con-full e-flex e-con e-parent\" data-id=\"6421361\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-6634821 e-con-full e-flex e-con e-child\" data-id=\"6634821\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-26da6fb elementor-widget elementor-widget-heading\" data-id=\"26da6fb\" 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\">Duplica\u00e7\u00e3o de dados <\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a3ef35b elementor-widget elementor-widget-text-editor\" data-id=\"a3ef35b\" 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>De longe, uma das quest\u00f5es mais complexas no que diz respeito \u00e0 gest\u00e3o de dados de pe\u00e7as sobressalentes MRO.<\/p><p>Devido a pedidos de aquisi\u00e7\u00e3o urgentes e de \u00faltima hora e \u00e0 aus\u00eancia total de protocolos de gest\u00e3o de dados e de tecnologia para os apoiar, o mesmo registo de pe\u00e7a \u00e9 criado v\u00e1rias vezes no sistema.<\/p><p>Embora isto possa parecer trivial, as entradas duplicadas aumentam diretamente os custos de aquisi\u00e7\u00e3o <a href=\"https:\/\/www.verdantis.com\/mro-spend-analysis\/\">Despesas com MRO<\/a> ao manter a mesma pe\u00e7a em stock v\u00e1rias vezes.<\/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-4f94851 elementor-widget elementor-widget-text-editor\" data-id=\"4f94851\" 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=\"242\" data-end=\"295\"><em><strong>Por exemplo:<\/strong><\/em><\/p><p data-start=\"242\" data-end=\"295\">Um \u00fanico contactor el\u00e9trico de 3 p\u00f3los pode apresentar-se da seguinte forma:<\/p><ul data-start=\"297\" data-end=\"463\"><li data-start=\"297\" data-end=\"337\"><p data-start=\"299\" data-end=\"337\"><strong data-start=\"299\" data-end=\"335\">\u00abContactor, 3P, bobina de 24 VCC, 32 A\u00bb<\/strong><\/p><\/li><li data-start=\"338\" data-end=\"378\"><p data-start=\"340\" data-end=\"378\"><strong data-start=\"340\" data-end=\"376\">\u00abContactor de 3 p\u00f3los, 32 A, 24 V CC\u00bb<\/strong><\/p><\/li><li data-start=\"379\" data-end=\"423\"><p data-start=\"381\" data-end=\"423\"><strong data-start=\"381\" data-end=\"421\">\u00abContactor 3P 3RT2026-1BB40\u00bb<\/strong><\/p><\/li><li data-start=\"424\" data-end=\"463\"><p data-start=\"426\" data-end=\"463\"><strong data-start=\"426\" data-end=\"463\">\u00abContactor 3RT2026-1BB40\u00bb<\/strong><\/p><\/li><\/ul><p data-start=\"465\" data-end=\"621\">Todas estas descri\u00e7\u00f5es referem-se ao mesmo produto, mas a formata\u00e7\u00e3o inconsistente, a falta de informa\u00e7\u00f5es sobre a marca ou a reorganiza\u00e7\u00e3o dos atributos levam \u00e0 exist\u00eancia de v\u00e1rios c\u00f3digos de material.<\/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-eed85dc elementor-widget elementor-widget-text-editor\" data-id=\"eed85dc\" 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>Aqui est\u00e1 um passo a passo que mostra como o agente de IA da Verdantis deduplica os dados e assinala as duplicatas de n\u00edvel 2 e 3 (a deduplica\u00e7\u00e3o come\u00e7a aos 11:42):<\/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-63fbcc3 elementor-widget elementor-widget-video\" data-id=\"63fbcc3\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;start&quot;:702,&quot;end&quot;:756,&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=702,756\" 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<div class=\"elementor-element elementor-element-c57631d e-con-full e-flex e-con e-child\" data-id=\"c57631d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d53759b elementor-widget elementor-widget-text-editor\" data-id=\"d53759b\" 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>Conforme noticiado por <a href=\"https:\/\/www.forbes.com\/sites\/paulnoble\/2024\/06\/25\/moving-past-traditional-data-approach-mentalities\/\" rel=\"nofollow noopener\" target=\"_blank\"><em><strong>Forbes<\/strong><\/em><\/a> num estudo sobre dados empresariais duplicados:\u00a0<\/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-ffeccfc elementor-blockquote--skin-quotation elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"ffeccfc\" 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\tUma empresa do setor do petr\u00f3leo e g\u00e1s, inclu\u00edda na lista da Fortune 200, identificou pe\u00e7as duplicadas no valor de $37 milh\u00f5es no seu invent\u00e1rio global. As pe\u00e7as duplicadas passaram despercebidas tanto pela empresa como pelos seus fornecedores, o que resultou em custos de manuten\u00e7\u00e3o inflacionados (15\u201320% acima do valor das pe\u00e7as), desperd\u00edcio de espa\u00e7o de armazenamento, poss\u00edveis implica\u00e7\u00f5es fiscais e redu\u00e7\u00e3o da rentabilidade.\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<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-700dae4 e-con-full e-flex e-con e-parent\" data-id=\"700dae4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e62c1ac e-con-full e-flex e-con e-child\" data-id=\"e62c1ac\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e2b112e elementor-widget elementor-widget-heading\" data-id=\"e2b112e\" 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\">Dados indispon\u00edveis ou dados em falta<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-922b672 elementor-widget elementor-widget-text-editor\" data-id=\"922b672\" 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>Estas quest\u00f5es surgem quando o colaborador da linha da frente ou o respons\u00e1vel pelas aquisi\u00e7\u00f5es solicita a compra de uma determinada pe\u00e7a sem atualizar as especifica\u00e7\u00f5es, as medidas e outros detalhes relacionados com a pe\u00e7a no sistema.<\/p><p>Se n\u00e3o for acompanhada, esta quest\u00e3o pode agravar-se exponencialmente, resultando numa vis\u00e3o do mestre de materiais pouco fi\u00e1vel que n\u00e3o informa adequadamente as equipas de aprovisionamento ou da cadeia de abastecimento.<\/p><p>Em casos graves, especialmente quando <a href=\"https:\/\/www.verdantis.com\/spare-parts-management\/\">gest\u00e3o de stock de pe\u00e7as sobressalentes<\/a> Se n\u00e3o for assente em bases s\u00f3lidas, isso resulta em rupturas de stock de materiais, que podem conduzir a paragens de equipamento, levando a interrup\u00e7\u00f5es na produ\u00e7\u00e3o at\u00e9 que a aquisi\u00e7\u00e3o da referida pe\u00e7a sobressalente esteja conclu\u00edda.<\/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-20d8c0a elementor-widget elementor-widget-text-editor\" data-id=\"20d8c0a\" 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=\"242\" data-end=\"295\"><em><strong>Por exemplo:<\/strong><\/em><\/p><p data-start=\"130\" data-end=\"230\">Numa instala\u00e7\u00e3o industrial, um motor de bomba pode ser introduzido no sistema com dados limitados ou inconsistentes:<\/p><ul data-start=\"232\" data-end=\"335\"><li data-start=\"232\" data-end=\"256\"><p data-start=\"234\" data-end=\"256\"><strong data-start=\"234\" data-end=\"246\">Entrada 1:<\/strong> \u00abMotor\u00bb<\/p><\/li><li data-start=\"257\" data-end=\"291\"><p data-start=\"259\" data-end=\"291\"><strong data-start=\"259\" data-end=\"271\">Entrada 2:<\/strong> \u00abMotor da bomba de 15 HP\u00bb<\/p><\/li><li data-start=\"292\" data-end=\"335\"><p data-start=\"294\" data-end=\"335\"><strong data-start=\"294\" data-end=\"306\">Entrada 3:<\/strong> \u00abMotor para bomba \u2013 Sem especifica\u00e7\u00f5es\u00bb<\/p><\/li><\/ul><p data-start=\"337\" data-end=\"653\">Neste caso, informa\u00e7\u00f5es essenciais, tais como tens\u00e3o, RPM, fabricante, n\u00famero do modelo ou tamanho do quadro, est\u00e3o em falta ou foram registadas apenas parcialmente.<\/p><p data-start=\"337\" data-end=\"653\">Esta falta de dados completos pode atrasar a manuten\u00e7\u00e3o, dificultar o aprovisionamento preciso e criar confus\u00e3o entre os departamentos, acabando por afetar o tempo de disponibilidade do equipamento e a efici\u00eancia operacional.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f058e7f e-con-full e-flex e-con e-child\" data-id=\"f058e7f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-240e740 elementor-blockquote--skin-border elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"240e740\" 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\tDe acordo com um artigo publicado pela Harvard Business Review, \u00ab47% dos registos de dados rec\u00e9m-criados cont\u00eam pelo menos um erro cr\u00edtico, e apenas 3% dos dados das empresas cumprem os padr\u00f5es b\u00e1sicos de qualidade, mesmo sob os crit\u00e9rios mais flex\u00edveis \u2014 o que destaca a necessidade urgente de um enriquecimento e uma governa\u00e7\u00e3o eficazes dos dados.\u00bb\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<div class=\"elementor-element elementor-element-8f31eda elementor-widget elementor-widget-text-editor\" data-id=\"8f31eda\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/hbr.org\/2017\/09\/only-3-of-companies-data-meets-basic-quality-standards\" rel=\"nofollow noopener\" target=\"_blank\"><em><strong>Harvard Business Review<\/strong><\/em><\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ca08278 e-con-full e-flex e-con e-parent\" data-id=\"ca08278\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-9c01d34 e-con-full e-flex e-con e-child\" data-id=\"9c01d34\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ef9e8b7 elementor-widget elementor-widget-heading\" data-id=\"ef9e8b7\" 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\">Dados inconsistentes <\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c651816 elementor-widget elementor-widget-text-editor\" data-id=\"c651816\" 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>Os registos de dados num mestre de materiais seguem, geralmente, uma norma fixa baseada numa taxonomia predefinida. Por exemplo, <a href=\"https:\/\/www.ungm.org\/public\/unspsc\" rel=\"nofollow noopener\" target=\"_blank\">A UNSPC \u00e9<\/a> uma dessas taxonomias definidas a n\u00edvel global que classifica os produtos e define os seus campos de dados com base na categoria<\/p><p>Os dados relativos \u00e0 mesma pe\u00e7a sobressalente, redigidos em formatos diferentes, com uma ordem diferente e com ou sem abreviaturas, podem causar discrep\u00e2ncias no conjunto de dados de materiais.<\/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-9dcecd0 elementor-widget elementor-widget-text-editor\" data-id=\"9dcecd0\" 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=\"242\" data-end=\"295\">Mesmo uma \u00fanica pe\u00e7a sobressalente, se for referida de forma inconsistente em diferentes registos, pode comprometer a precis\u00e3o do processo de aquisi\u00e7\u00e3o, aumentar os custos de invent\u00e1rio e provocar atrasos na manuten\u00e7\u00e3o.<\/p><p data-start=\"242\" data-end=\"295\">Segue-se um exemplo de como as conven\u00e7\u00f5es de nomenclatura e os formatos inconsistentes geram confus\u00e3o entre os sistemas:<\/p><p data-start=\"600\" data-end=\"655\">A entrada de um parafuso hexagonal pode aparecer num mestre de materiais da seguinte forma:<\/p><ol data-start=\"657\" data-end=\"869\"><li data-start=\"657\" data-end=\"703\"><p data-start=\"660\" data-end=\"703\"><strong data-start=\"660\" data-end=\"672\">Entrada A:<\/strong> <code data-start=\"673\" data-end=\"703\">Parafuso, cabe\u00e7a sextavada, M12x75, SS316, FT<\/code><\/p><\/li><li data-start=\"704\" data-end=\"770\"><p data-start=\"707\" data-end=\"770\"><strong data-start=\"707\" data-end=\"719\">Entrada B:<\/strong> <code data-start=\"720\" data-end=\"770\">Parafuso sextavado M12, 75 mm, em a\u00e7o inoxid\u00e1vel, totalmente roscado<\/code><\/p><\/li><li data-start=\"771\" data-end=\"819\"><p data-start=\"774\" data-end=\"819\"><strong data-start=\"774\" data-end=\"786\">Entrada C:<\/strong> <code data-start=\"787\" data-end=\"819\">PARAFUSO HEXAGONAL HD M12*75 mm em a\u00e7o inoxid\u00e1vel 316 FT<\/code><\/p><\/li><li data-start=\"820\" data-end=\"869\"><p data-start=\"823\" data-end=\"869\"><strong data-start=\"823\" data-end=\"835\">Entrada D:<\/strong> <code data-start=\"836\" data-end=\"869\">Parafuso de cabe\u00e7a hexagonal M12x75 A4-316<\/code><\/p><\/li><\/ol><p>Formata\u00e7\u00e3o inconsistente, utiliza\u00e7\u00e3o de abreviaturas <em><strong>(como \u00abFT\u00bb ou \u00abSS316\u00bb),<\/strong><\/em> e representa\u00e7\u00f5es variadas de unidades ou materiais <em>(por exemplo,<\/em><em><strong> \u00ab75 mm\u00bb vs. \u00ab75\u00bb, \u00abSS316\u00bb vs. \u00abA4-316\u00bb)<\/strong><\/em> muitas vezes fazem com que a mesma pe\u00e7a seja tratada como v\u00e1rias entradas distintas no sistema.<\/p><p>Isto leva \u00e0 duplica\u00e7\u00e3o de stock, \u00e0 perda de oportunidades de aquisi\u00e7\u00e3o em grande escala e a atrasos na manuten\u00e7\u00e3o devido \u00e0 incerteza quanto \u00e0s especifica\u00e7\u00f5es das pe\u00e7as.<\/p><p>As taxonomias padronizadas e a introdu\u00e7\u00e3o uniforme de dados s\u00e3o essenciais para evitar essas inefici\u00eancias e garantir que os dados mestre de material sejam fi\u00e1veis e utiliz\u00e1veis.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e45f5de e-grid e-con-full e-con e-child\" data-id=\"e45f5de\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-065e2aa elementor-widget elementor-widget-text-editor\" data-id=\"065e2aa\" 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>Segue-se uma descri\u00e7\u00e3o passo a passo de como o agente de IA da Verdantis normaliza os dados de acordo com as taxonomias:<\/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-59fd151 elementor-widget elementor-widget-video\" data-id=\"59fd151\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;start&quot;:7,&quot;end&quot;:245,&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=7,245\" controls=\"\" preload=\"metadata\" controlslist=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fa16b3a elementor-widget elementor-widget-text-editor\" data-id=\"fa16b3a\" 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>De acordo com um relat\u00f3rio da <em><strong><a href=\"https:\/\/pmarketresearch.com\/it\/mro-data-cleansing-and-enrichment-service-market\/\" rel=\"nofollow noopener\" target=\"_blank\">PW Consulting,<\/a><\/strong><\/em> \u00abAs empresas podem reduzir o tempo de inatividade n\u00e3o planeado em at\u00e9 23% ap\u00f3s a normaliza\u00e7\u00e3o da descri\u00e7\u00e3o e dos atributos das pe\u00e7as de MRO, demonstrando o impacto de dados fi\u00e1veis\u00bb<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e359369 e-con-full e-flex e-con e-parent\" data-id=\"e359369\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7836b44 e-con-full e-flex e-con e-child\" data-id=\"7836b44\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-024d373 elementor-widget elementor-widget-heading\" data-id=\"024d373\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Desafios relacionados com a gest\u00e3o de materiais de MRO<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-162648d elementor-widget elementor-widget-text-editor\" data-id=\"162648d\" 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>Os desafios acima referidos resultam de uma gest\u00e3o de dados de fraca qualidade e das consequ\u00eancias da mesma.<\/p><p>A corre\u00e7\u00e3o de problemas de qualidade de dados herdados \u00e9 uma atividade pontual e pode ser resolvida atrav\u00e9s de um processo de limpeza de dados.<\/p><p>No entanto, isto n\u00e3o resolve as preocupa\u00e7\u00f5es cont\u00ednuas relativas \u00e0 qualidade dos dados, o que significa que \u00e9 prov\u00e1vel que os dados sobre os materiais voltem a ficar comprometidos ao longo de um determinado per\u00edodo.<\/p><p>Para resolver esta quest\u00e3o, \u00e9 necess\u00e1ria uma revis\u00e3o de cima para baixo da abordagem da organiza\u00e7\u00e3o <a href=\"https:\/\/www.verdantis.com\/mro-data-governance-solutions\/\">\u00e0 governa\u00e7\u00e3o de dados para MRO<\/a>.<\/p><p>Sim, a tecnologia moderna, como a nossa pr\u00f3pria solu\u00e7\u00e3o de governa\u00e7\u00e3o de MRO, concebida especificamente para o efeito, <a href=\"https:\/\/www.verdantis.com\/integrity\/\"><em>Integridade<\/em><\/a>, pode ajudar ao assumir grande parte do trabalho pesado com modelos de IA treinados para o setor, mas isso tamb\u00e9m exige uma mudan\u00e7a nos processos, nos sistemas de aprova\u00e7\u00e3o e uma abordagem renovada aos processos de gest\u00e3o de dados, e raramente funciona de forma isolada.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-462304a e-grid e-con-full e-con e-child\" data-id=\"462304a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3ed0d8d elementor-widget elementor-widget-text-editor\" data-id=\"3ed0d8d\" 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=\"1812\" data-end=\"1964\">Aqui est\u00e1 um v\u00eddeo que mostra como funciona o nosso produto MRO Materials Governance<\/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-fb10750 elementor-widget elementor-widget-video\" data-id=\"fb10750\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;start&quot;:5,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/Integrity-Demo.mp4#t=5\" controls=\"\" preload=\"metadata\" controlslist=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5c100fe e-con-full e-flex e-con e-parent\" data-id=\"5c100fe\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-c990538 e-con-full e-flex e-con e-child\" data-id=\"c990538\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8fb90c3 elementor-widget elementor-widget-heading\" data-id=\"8fb90c3\" 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\">Dados n\u00e3o sincronizados <\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c6196f elementor-widget elementor-widget-text-editor\" data-id=\"3c6196f\" 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>Uma gest\u00e3o integrada de materiais tamb\u00e9m exige que os dados sejam sincronizados entre diferentes objetos de dados mestre. As pe\u00e7as sobressalentes de material MRO, por exemplo, t\u00eam de ser sincronizadas com o equipamento ou <a href=\"https:\/\/www.verdantis.com\/asset-master-data-management\/\">dados mestre de ativos.<\/a><\/p><p>Idealmente, isto deveria ser feito no pr\u00f3prio momento da cria\u00e7\u00e3o, mas pode ser realizado para materiais antigos com a ajuda de uma lista de materiais digital, o que permite uma gest\u00e3o harmoniosa de <a href=\"https:\/\/www.verdantis.com\/bom-management\/\">lista de materiais digital para ativos fixos<\/a> \u00e9 um pr\u00e9-requisito necess\u00e1rio.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0bce9cb e-con-full e-flex e-con e-parent\" data-id=\"0bce9cb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-c1799c5 e-con-full e-flex e-con e-child\" data-id=\"c1799c5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b97524e elementor-widget elementor-widget-heading\" data-id=\"b97524e\" 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\">Dados obsoletos  <\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-344bd69 elementor-widget elementor-widget-text-editor\" data-id=\"344bd69\" 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=\"283\" data-end=\"539\">Uma gest\u00e3o eficaz dos dados mestre dos materiais exige que a base de dados se mantenha isenta de registos desatualizados ou inativos.<\/p><p data-start=\"283\" data-end=\"539\">Os dados obsoletos referem-se a registos de material que j\u00e1 n\u00e3o s\u00e3o relevantes e que, muitas vezes, est\u00e3o associados a equipamento que foi retirado de servi\u00e7o, pe\u00e7as descontinuadas ou fornecedores antigos.<\/p><p data-start=\"541\" data-end=\"814\">Se n\u00e3o forem geridos, os materiais obsoletos sobrecarregam o registo mestre de artigos, o que leva a confus\u00e3o no processo de aquisi\u00e7\u00e3o, a um desfasamento em rela\u00e7\u00e3o \u00e0s necessidades reais de manuten\u00e7\u00e3o e a relat\u00f3rios imprecisos. Estes registos podem tamb\u00e9m distorcer as an\u00e1lises, inflacionando a avalia\u00e7\u00e3o do invent\u00e1rio e distorcendo as tend\u00eancias de consumo.<\/p><p data-start=\"816\" data-end=\"1334\"><a href=\"https:\/\/www.verdantis.com\/parts-obsolescence-management\/\">Os dados relativos a pe\u00e7as obsoletas devem ser geridos e tratados<\/a> atrav\u00e9s de auditorias regulares e verifica\u00e7\u00f5es automatizadas que identificam materiais sem hist\u00f3rico de movimenta\u00e7\u00e3o, refer\u00eancias de ativos n\u00e3o associadas ou informa\u00e7\u00f5es do fabricante caducadas.<\/p><p data-start=\"816\" data-end=\"1334\">Defini\u00e7\u00e3o de estados do ciclo de vida no mestre de materiais, tais como <em><strong>\u00abAtivo, inativo ou obsoleto\u00bb,<\/strong> <\/em>ajuda as partes interessadas a tomar decis\u00f5es informadas.<\/p><p data-start=\"816\" data-end=\"1334\">Nos sistemas antigos, a associa\u00e7\u00e3o de registos de materiais \u00e0s hierarquias de equipamento atuais ou \u00e0s listas de materiais digitais pode revelar pe\u00e7as inativas, facilitando a sua limpeza e retirada do registo mestre ativo.<\/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-6a1a219 elementor-widget elementor-widget-text-editor\" data-id=\"6a1a219\" 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>Num estudo de caso realizado num centro de log\u00edstica mineira no Chile, os investigadores avaliaram 8 100 pe\u00e7as sobressalentes no valor aproximado de 4,1 milh\u00f5es de euros e constataram que cerca de 34% dos artigos estavam obsoletos ou inativos, n\u00e3o tendo registado qualquer movimento ao longo de mais de 24 meses. Estas pe\u00e7as obsoletas imobilizavam mais de 1,2 milh\u00f5es de euros em capital de explora\u00e7\u00e3o e geravam custos de manuten\u00e7\u00e3o anuais de 18\u201322%, o que representava cerca de 220 000\u2013264 000 euros em despesas evit\u00e1veis. A falta de visibilidade sobre as fases de fim de vida levou a decis\u00f5es de gest\u00e3o de invent\u00e1rio inadequadas e a custos de ciclo de vida inflacionados.<\/p><p><a href=\"https:\/\/www.mdpi.com\/2071-1050\/11\/7\/1835\" rel=\"nofollow noopener\" target=\"_blank\"><strong>MDPI Research<\/strong><\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8307ead e-flex e-con-boxed e-con e-parent\" data-id=\"8307ead\" 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-1ef07e3 elementor-widget elementor-widget-image\" data-id=\"1ef07e3\" 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=\"599\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MRO-Data-Challenges-1024x767.png\" class=\"attachment-large size-large wp-image-37165\" alt=\"Uma imagem que ilustra os desafios nas solu\u00e7\u00f5es de dados e governa\u00e7\u00e3o na \u00e1rea da manuten\u00e7\u00e3o, repara\u00e7\u00e3o e revis\u00e3o (MRO), bem como os seus impactos e resultados\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MRO-Data-Challenges-1024x767.png 1024w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MRO-Data-Challenges-300x225.png 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MRO-Data-Challenges-768x575.png 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MRO-Data-Challenges-16x12.png 16w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MRO-Data-Challenges.png 1436w\" 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-c5656d9 e-flex e-con-boxed e-con e-parent\" data-id=\"c5656d9\" 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-725ee12 elementor-widget elementor-widget-heading\" data-id=\"725ee12\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Argumentos a favor do investimento no MRO Materials Master <\/h4>\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-ee471ac e-flex e-con-boxed e-con e-parent\" data-id=\"ee471ac\" 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-0e5a062 elementor-widget elementor-widget-text-editor\" data-id=\"0e5a062\" 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 class=\"MsoNormal\"><span lang=\"EN-IN\">O valor que as organiza\u00e7\u00f5es com grande volume de ativos podem gerar ao resolver estes desafios relacionados com a qualidade dos dados no seu ficheiro mestre de materiais MRO \u00e9 significativo e mensur\u00e1vel, e as estat\u00edsticas relativas a este aspeto constituem tamb\u00e9m um forte argumento a favor da corre\u00e7\u00e3o dos processos e da qualidade dos mesmos.<\/span><\/p><p>Algumas delas s\u00e3o:<\/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-c309870 elementor-widget elementor-widget-n-accordion\" data-id=\"c309870\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Acorde\u00e3o. Abra os links com a tecla Enter ou a barra de espa\u00e7o, feche-os com a tecla Escape e navegue com as setas do teclado\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2040\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-2040\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Uma redu\u00e7\u00e3o mensur\u00e1vel nos custos de aquisi\u00e7\u00e3o <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2040\" class=\"elementor-element elementor-element-159aa6c e-con-full e-flex e-con e-child\" data-id=\"159aa6c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1126318 elementor-widget elementor-widget-text-editor\" data-id=\"1126318\" 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>Com um ficheiro mestre de materiais organizado e padronizado, as organiza\u00e7\u00f5es obt\u00eam uma melhor visibilidade da utiliza\u00e7\u00e3o das pe\u00e7as, das tend\u00eancias de consumo e da duplica\u00e7\u00e3o entre as diferentes instala\u00e7\u00f5es.<\/p><p>Isto permite a realiza\u00e7\u00e3o de compras consolidadas, a otimiza\u00e7\u00e3o das negocia\u00e7\u00f5es com fornecedores e a redu\u00e7\u00e3o do excesso de stock ou das compras de emerg\u00eancia, o que se traduz numa clara redu\u00e7\u00e3o das despesas globais com aquisi\u00e7\u00f5es.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2041\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2041\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Menos casos de inatividade na produ\u00e7\u00e3o <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2041\" class=\"elementor-element elementor-element-bcfce77 e-con-full e-flex e-con e-child\" data-id=\"bcfce77\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c245dad elementor-widget elementor-widget-text-editor\" data-id=\"c245dad\" 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>Dados de MRO de m\u00e1 qualidade resultam frequentemente em encomendas incorretas de pe\u00e7as ou em atrasos na identifica\u00e7\u00e3o das pe\u00e7as sobressalentes adequadas \u2013 o que conduz a paragens evit\u00e1veis do equipamento.<\/p><p>Um registo de materiais fi\u00e1vel garante que a pe\u00e7a certa \u00e9 sempre adquirida atempadamente, reduzindo as paragens n\u00e3o planeadas e melhorando a disponibilidade dos ativos.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2042\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2042\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Elimina\u00e7\u00e3o de processos manuais <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2042\" class=\"elementor-element elementor-element-833561f e-con-full e-flex e-con e-child\" data-id=\"833561f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f942617 elementor-widget elementor-widget-text-editor\" data-id=\"f942617\" 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>As inconsist\u00eancias nos dados obrigam, normalmente, as equipas de manuten\u00e7\u00e3o e de aprovisionamento a passar horas a verificar manualmente as especifica\u00e7\u00f5es das pe\u00e7as, a contactar os fornecedores ou a validar encomendas anteriores.<\/p><p>Um conjunto de dados MRO gerido automatiza estas verifica\u00e7\u00f5es, eliminando tarefas manuais repetitivas e melhorando a efici\u00eancia operacional.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2043\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2043\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Automa\u00e7\u00f5es fi\u00e1veis na aquisi\u00e7\u00e3o de materiais de manuten\u00e7\u00e3o, repara\u00e7\u00e3o e revis\u00e3o (MRO) <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2043\" class=\"elementor-element elementor-element-5a21ceb e-flex e-con-boxed e-con e-child\" data-id=\"5a21ceb\" 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-2687a0e elementor-widget elementor-widget-text-editor\" data-id=\"2687a0e\" 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>Os fluxos de trabalho automatizados, os alertas de reabastecimento e os modelos preditivos de gest\u00e3o de stocks dependem em grande medida da precis\u00e3o dos dados mestre de materiais.<\/p><p>Ao garantirem dados consistentes e enriquecidos, as organiza\u00e7\u00f5es podem adotar com confian\u00e7a ferramentas de aquisi\u00e7\u00e3o digital e processos automatizados, sem o risco de encomendar a pe\u00e7a errada.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a0940b2 e-flex e-con-boxed e-con e-parent\" data-id=\"a0940b2\" 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-60610b0 e-con-full e-flex e-con e-child\" data-id=\"60610b0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3ca8b03 elementor-widget elementor-widget-heading\" data-id=\"3ca8b03\" 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\">Como as organiza\u00e7\u00f5es est\u00e3o a implementar o MMDM para gerar impacto nos neg\u00f3cios<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-36884cd elementor-widget elementor-widget-image-carousel\" data-id=\"36884cd\" 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=\"Carrossel de imagens\" 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 von 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 von 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 von 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 von 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 von 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 von 6\" data-no-translation-aria-label=\"\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/6.webp\" alt=\"6\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div>\t\t\t<\/div>\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a0eccb5 e-flex e-con-boxed e-con e-parent\" data-id=\"a0eccb5\" 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-b2b69bf elementor-widget elementor-widget-heading\" data-id=\"b2b69bf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Para al\u00e9m da gest\u00e3o de dados de materiais MRO padr\u00e3o <\/h4>\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-91befdf e-flex e-con-boxed e-con e-parent\" data-id=\"91befdf\" 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-6bce692 elementor-widget elementor-widget-text-editor\" data-id=\"6bce692\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>V\u00e1rias solu\u00e7\u00f5es de software que resolvem <a href=\"https:\/\/www.verdantis.com\/erp-master-data-management\/\">para a gest\u00e3o de dados mestre em sistemas ERP<\/a> j\u00e1 existem hoje em dia que d\u00e3o resposta a casos de utiliza\u00e7\u00e3o padr\u00e3o na gest\u00e3o de materiais de MRO, como a deduplica\u00e7\u00e3o de n\u00edvel 1, a valida\u00e7\u00e3o de dados e a categoriza\u00e7\u00e3o<\/p><p>Na verdade, os pr\u00f3prios fornecedores de solu\u00e7\u00f5es ERP tamb\u00e9m oferecem solu\u00e7\u00f5es integradas para a gest\u00e3o de dados.<\/p><p>Por exemplo, <a href=\"https:\/\/www.verdantis.com\/sap-master-data-governance\/\">MDG da SAP<\/a>, \u00e9 uma solu\u00e7\u00e3o de software de governa\u00e7\u00e3o de dados oferecida pela SAP que resolve os desafios habituais da gest\u00e3o de dados nos sistemas de origem da SAP.<\/p><p>Da mesma forma, o Oracle Master Data Management \u00e9 o software disponibilizado pela Oracle aos clientes que utilizam o Oracle ERP.<\/p><p>Dito isto, a maioria das empresas com opera\u00e7\u00f5es de manuten\u00e7\u00e3o complexas e em grande escala precisa de resolver, com precis\u00e3o e num curto espa\u00e7o de tempo, os desafios relacionados com a qualidade e a disponibilidade dos dados.<\/p><p>E <a href=\"https:\/\/www.verdantis.com\/mro-data-management\/\">Solu\u00e7\u00f5es de dados mestre para MRO concebidas especificamente para o efeito<\/a>, como as oferecidas pela Verdantis, s\u00e3o fundamentais para resolver estes desafios.<\/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-72ed382 e-flex e-con-boxed e-con e-parent\" data-id=\"72ed382\" 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-303a152 elementor-widget elementor-widget-heading\" data-id=\"303a152\" 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\">Eis alguns exemplos de utiliza\u00e7\u00e3o<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c3d46fe e-con-full e-flex e-con e-child\" data-id=\"c3d46fe\" 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-d6ac620 elementor-widget elementor-widget-heading\" data-id=\"d6ac620\" 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\">Enriquecimento aut\u00f3nomo<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6741c79 elementor-widget elementor-widget-text-editor\" data-id=\"6741c79\" 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>Muitos registos de pe\u00e7as sobressalentes no mestre de materiais MRO est\u00e3o incompletos ou cont\u00eam descri\u00e7\u00f5es limitadas.<\/p><p>Alimentado por IA <a href=\"https:\/\/www.verdantis.com\/mro-data-enrichment\/\">Enriquecimento de dados de MRO para pe\u00e7as sobressalentes e materiais<\/a> enfrenta este desafio recorrendo a modelos treinados com base em milh\u00f5es de conjuntos de dados MRO validados, para inferir e preencher de forma inteligente as especifica\u00e7\u00f5es t\u00e9cnicas em falta, tais como o tipo de rosca, a tens\u00e3o nominal, a classe de press\u00e3o ou a composi\u00e7\u00e3o do material.<\/p><p>Este enriquecimento n\u00e3o s\u00f3 garante dados completos e \u00fateis, como tamb\u00e9m permite uma aquisi\u00e7\u00e3o eficiente, uma classifica\u00e7\u00e3o precisa e uma identifica\u00e7\u00e3o fi\u00e1vel do stock.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3749dc6 e-con-full e-flex e-con e-child\" data-id=\"3749dc6\" 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-12c10ec elementor-widget elementor-widget-heading\" data-id=\"12c10ec\" 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\">Extra\u00e7\u00e3o de dados de MRO a partir de fontes n\u00e3o estruturadas <\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-df71d3f elementor-widget elementor-widget-text-editor\" data-id=\"df71d3f\" 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=\"999\" data-end=\"1313\">Uma parte significativa dos dados relativos a pe\u00e7as sobressalentes e equipamentos existe apenas em fontes n\u00e3o estruturadas, como listas de materiais (BOM), fichas t\u00e9cnicas dos fabricantes originais (OEM), desenhos de engenharia e ordens de compra digitalizadas.<\/p><p data-start=\"999\" data-end=\"1313\">Estes documentos cont\u00eam frequentemente a \u00fanica refer\u00eancia a especifica\u00e7\u00f5es fundamentais, como a tens\u00e3o, a press\u00e3o nominal ou o tipo de material.<\/p><p data-start=\"1315\" data-end=\"1547\"><a href=\"https:\/\/www.verdantis.com\/intelligent-document-processing\/\">O processamento de documentos com recurso \u00e0 IA consegue interpretar estes ficheiros de forma inteligente, extrair atributos t\u00e9cnicos relevantes com precis\u00e3o contextual,<\/a> e convert\u00ea-los em formatos estruturados. Os dados extra\u00eddos s\u00e3o, em seguida, mapeados diretamente para os registos de mestre de material existentes.<\/p><p data-start=\"1549\" data-end=\"1760\">O resultado \u00e9 uma vis\u00e3o unificada e mais completa de cada artigo, que colmata lacunas de informa\u00e7\u00e3o e garante a coer\u00eancia entre os sistemas de aquisi\u00e7\u00e3o, engenharia e invent\u00e1rio, ao mesmo tempo que reduz a carga de trabalho manual e os erros nos dados.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-eb95c10 e-con-full e-flex e-con e-child\" data-id=\"eb95c10\" 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-694d424 elementor-widget elementor-widget-heading\" data-id=\"694d424\" 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\">Limpeza em massa com recurso \u00e0 IA para um tempo de resposta mais r\u00e1pido<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dc9c56b elementor-widget elementor-widget-text-editor\" data-id=\"dc9c56b\" 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>Os projetos tradicionais de limpeza de dados s\u00e3o frequentemente manuais e demorados, envolvendo um grande esfor\u00e7o humano para identificar duplicados, corrigir classifica\u00e7\u00f5es e preencher dados em falta.<\/p><p>As plataformas baseadas em IA podem acelerar este processo, detetando automaticamente registos duplicados, mesmo quando os formatos ou as conven\u00e7\u00f5es de nomenclatura variam significativamente.<\/p><p>O sistema tamb\u00e9m recorre a abordagens baseadas em regras e em aprendizagem autom\u00e1tica para limpar, classificar e enriquecer dezenas de milhares de registos numa quest\u00e3o de semanas, oferecendo um tempo de resposta significativamente mais curto do que os m\u00e9todos convencionais.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-87ae5bd e-con-full e-flex e-con e-child\" data-id=\"87ae5bd\" 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-6848bdc elementor-widget elementor-widget-heading\" data-id=\"6848bdc\" 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\">Governan\u00e7a em tempo real <\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2edb6f8 elementor-widget elementor-widget-text-editor\" data-id=\"2edb6f8\" 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>Em vez de permitir que se acumulem dados de m\u00e1 qualidade e de ter de lidar com essa situa\u00e7\u00e3o periodicamente, as plataformas modernas de dados de MRO permitem a valida\u00e7\u00e3o e a gest\u00e3o em tempo real.<\/p><p>\u00c0 medida que s\u00e3o criadas ou solicitadas novas pe\u00e7as, seja atrav\u00e9s de processos de aquisi\u00e7\u00e3o, manuten\u00e7\u00e3o ou engenharia, a plataforma verifica se existem duplicados, valida os atributos e sugere descri\u00e7\u00f5es padronizadas com base em taxonomias predefinidas.<\/p><p>Isto garante que os dados introduzidos no sistema sejam, desde o in\u00edcio, limpos, estruturados e precisos.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e37424a e-con-full e-flex e-con e-child\" data-id=\"e37424a\" 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-2911db2 elementor-widget elementor-widget-heading\" data-id=\"2911db2\" 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\">Integra\u00e7\u00e3o com modelos de dados mestre multidom\u00ednio<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e03c4e5 elementor-widget elementor-widget-text-editor\" data-id=\"e03c4e5\" 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>Nas grandes organiza\u00e7\u00f5es, os dados de MRO n\u00e3o existem isoladamente. Est\u00e3o interligados com os dados dos fornecedores, as hierarquias de ativos, os dados de localiza\u00e7\u00e3o e os sistemas financeiros.<\/p><p>As solu\u00e7\u00f5es criadas especificamente para este fim s\u00e3o concebidas para se integrarem em programas empresariais de gest\u00e3o de dispositivos m\u00f3veis (MDM) mais abrangentes, permitindo a consist\u00eancia entre dom\u00ednios como os dados relativos a fornecedores, produtos, localiza\u00e7\u00f5es e ativos.<\/p><p>Esta abordagem integrada promove a visibilidade interfuncional, uma melhor tomada de decis\u00f5es e um maior alinhamento entre as fun\u00e7\u00f5es de manuten\u00e7\u00e3o, aprovisionamento e finan\u00e7as.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9e5c7aa e-flex e-con-boxed e-con e-parent\" data-id=\"9e5c7aa\" 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-d5b8cdc elementor-widget elementor-widget-heading\" data-id=\"d5b8cdc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"direct-materials-master\">Mestre de Materiais Diretos <\/h3>\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-1d25a61 e-flex e-con-boxed e-con e-parent\" data-id=\"1d25a61\" 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-bb2eef8 elementor-widget elementor-widget-text-editor\" data-id=\"bb2eef8\" 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>Os desafios relacionados com a qualidade dos dados do ficheiro mestre de mat\u00e9rias-primas (ou mat\u00e9rias-primas) s\u00e3o tamb\u00e9m bastante semelhantes aos dos materiais de manuten\u00e7\u00e3o, repara\u00e7\u00e3o e opera\u00e7\u00f5es (MRO), embora com algumas diferen\u00e7as menores.<\/p><p>Os dados mestre de \u00abMat\u00e9rias-primas\u00bb referem-se aos dados relativos \u00e0s mat\u00e9rias-primas, componentes ou pe\u00e7as que s\u00e3o adquiridos ou produzidos e que s\u00e3o utilizados diretamente no fabrico de produtos acabados.<\/p><p>Permite a gest\u00e3o de compras, a gest\u00e3o de invent\u00e1rio e o planeamento da produ\u00e7\u00e3o em sistemas SAP\/ERP.<\/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-cb145b2 e-con-full e-flex e-con e-parent\" data-id=\"cb145b2\" 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-24ca9bd e-con-full e-flex e-con e-child\" data-id=\"24ca9bd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-0626bf7 e-con-full pointer e-flex e-con e-child\" data-id=\"0626bf7\" 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-4916a63 elementor-widget elementor-widget-text-editor\" data-id=\"4916a63\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: left;\" data-start=\"249\" data-end=\"303\"><b><i>Por exemplo,<\/i><\/b><\/p><p style=\"text-align: left;\" data-start=\"249\" data-end=\"303\">Numa unidade industrial, um acoplamento de motor pode ser introduzido da seguinte forma:<\/p><ul style=\"text-align: left;\" data-start=\"305\" data-end=\"385\"><li data-start=\"305\" data-end=\"334\"><p data-start=\"307\" data-end=\"334\"><strong>Entrada 1:<\/strong> \u00abAcoplamento do motor\u00bb<\/p><\/li><li data-start=\"335\" data-end=\"358\"><p data-start=\"337\" data-end=\"358\"><strong>Entrada 2:<\/strong> \u00abAcoplamento\u00bb<\/p><\/li><li data-start=\"359\" data-end=\"385\"><p data-start=\"361\" data-end=\"385\"><strong>Entrada 3:<\/strong> \u00abAcoplador de transmiss\u00e3o\u00bb<\/p><\/li><\/ul><p style=\"text-align: left;\" data-start=\"387\" data-end=\"636\">Nenhum destes registos inclui especifica\u00e7\u00f5es essenciais como <strong data-start=\"441\" data-end=\"501\">di\u00e2metro do furo, tipo de material, valor nominal do bin\u00e1rio ou fabricante<\/strong>, o que dificulta a aquisi\u00e7\u00e3o da pe\u00e7a correta quando necess\u00e1rio.<\/p><p style=\"text-align: left;\" data-start=\"387\" data-end=\"636\">Estes dados incompletos d\u00e3o origem a suposi\u00e7\u00f5es, atrasos ou at\u00e9 mesmo a incompatibilidades entre pe\u00e7as.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f040cdd e-con-full pointer e-flex e-con e-child\" data-id=\"f040cdd\" 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-38d685e elementor-widget elementor-widget-text-editor\" data-id=\"38d685e\" 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><b><i>Por exemplo,<\/i><\/b><\/p><p data-start=\"702\" data-end=\"775\">No sistema de manuten\u00e7\u00e3o, um elemento de fixa\u00e7\u00e3o em a\u00e7o inoxid\u00e1vel pode ser registado como:<\/p><ul data-start=\"777\" data-end=\"899\"><li data-start=\"777\" data-end=\"812\"><p data-start=\"779\" data-end=\"812\"><strong>Entrada 1:<\/strong> \u00abParafuso SS 316 M10x50 mm\u00bb<\/p><\/li><li data-start=\"813\" data-end=\"852\"><p data-start=\"815\" data-end=\"852\"><strong>Entrada 2:<\/strong> \u00abParafuso M10*50 em a\u00e7o inoxid\u00e1vel de grau 316\u00bb<\/p><\/li><li data-start=\"853\" data-end=\"899\"><p data-start=\"855\" data-end=\"899\"><strong>Entrada 3:<\/strong> \u00abParafuso de a\u00e7o inoxid\u00e1vel M10, 50 mm, 316\u00bb<\/p><\/li><\/ul><p data-start=\"901\" data-end=\"1068\">Estes descrevem o mesmo artigo, mas a formata\u00e7\u00e3o, as unidades e as descri\u00e7\u00f5es inconsistentes sobrecarregam a base de dados e resultam em duplicados desnecess\u00e1rios e em confus\u00e3o no processo de aquisi\u00e7\u00e3o.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-693eccc e-flex e-con-boxed e-con e-parent\" data-id=\"693eccc\" 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-7425938 elementor-widget elementor-widget-text-editor\" data-id=\"7425938\" 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>Os desafios espec\u00edficos relacionados com a duplica\u00e7\u00e3o, a falta de dados, a obsolesc\u00eancia e a inconsist\u00eancia dos dados s\u00e3o praticamente os mesmos que discutimos anteriormente no contexto da MRO.<\/p><p>No entanto, alguns aspetos da gest\u00e3o de dados s\u00e3o exclusivos do mestre de materiais diretos.<\/p><ol><li>Os materiais diretos est\u00e3o frequentemente profundamente integrados nos sistemas de planeamento da produ\u00e7\u00e3o e dependem em grande medida dos sistemas de previs\u00e3o da procura para garantir o abastecimento das atividades de fabrico<\/li><li>As integra\u00e7\u00f5es com a lista de materiais do produto tamb\u00e9m s\u00e3o bastante abrangentes e<\/li><li>Os materiais diretos t\u00eam frequentemente de cumprir normas regulamentares espec\u00edficas, dependendo do setor (por exemplo, normas de qualidade, regulamentos ambientais, certifica\u00e7\u00f5es de seguran\u00e7a). Garantir que os dados mestre dos materiais refletem estes requisitos de conformidade em todas as regi\u00f5es pode ser um desafio<\/li><\/ol>\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-155e371 e-flex e-con-boxed e-con e-parent\" data-id=\"155e371\" 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-fb873f5 elementor-widget elementor-widget-image\" data-id=\"fb873f5\" 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\/08\/Materials-Master-Data-Flowchart.jpg\" class=\"attachment-large size-large wp-image-36484\" alt=\"Uma imagem que mostra as diferentes categorias de materiais na sec\u00e7\u00e3o \u00abMateriais MRO\u00bb, os seus atributos e casos de utiliza\u00e7\u00e3o\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/08\/Materials-Master-Data-Flowchart.jpg 1024w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/08\/Materials-Master-Data-Flowchart-300x225.jpg 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/08\/Materials-Master-Data-Flowchart-768x576.jpg 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/08\/Materials-Master-Data-Flowchart-16x12.jpg 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-03090f3 e-flex e-con-boxed e-con e-parent\" data-id=\"03090f3\" 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-cd40b3b elementor-widget elementor-widget-heading\" data-id=\"cd40b3b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"finished-goods-material-master\">Mestre de Materiais de Produtos Acabados<\/h3>\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-9c958f3 e-flex e-con-boxed e-con e-parent\" data-id=\"9c958f3\" 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-68eb684 elementor-widget elementor-widget-text-editor\" data-id=\"68eb684\" 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>Materiais relativos a produtos acabados, tamb\u00e9m conhecidos como \u00ab<a href=\"https:\/\/www.verdantis.com\/product-master-data-management\/\">Dados de refer\u00eancia do produto<\/a>\u00bb Os dados referem-se mais aos produtos acabados ou semiacabados que uma empresa fabrica, vende ou distribui.<\/p><p>Inclui todos os atributos e especifica\u00e7\u00f5es necess\u00e1rios para:<\/p><ol><li>Conceber o produto<\/li><li>Apresenta-o.<\/li><li>Promova-o de forma eficaz.<\/li><li>Venda-o em todos os canais e regi\u00f5es<\/li><li>Apoi\u00e1-lo ao longo de todo o seu ciclo de vida<\/li><\/ol><p>Em sistemas ERP como o SAP, os dados mestre de produtos encontram-se frequentemente no mestre de materiais, mas, quando alargados a processos voltados para o cliente, sobrep\u00f5em-se aos sistemas de gest\u00e3o de informa\u00e7\u00e3o de produtos (PIM).<\/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-5bd50dd e-con-full e-flex e-con e-parent\" data-id=\"5bd50dd\" 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-e018206 e-con-full e-flex e-con e-child\" data-id=\"e018206\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7100bb9 e-con-full pointer e-flex e-con e-child\" data-id=\"7100bb9\" 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-8c3dfa3 elementor-widget elementor-widget-text-editor\" data-id=\"8c3dfa3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: left;\" data-start=\"249\" data-end=\"303\"><b><i>Por exemplo,<\/i><\/b><\/p><p data-start=\"1125\" data-end=\"1182\">Num sistema de armaz\u00e9m, uma broca el\u00e9trica pode ser registada da seguinte forma:<\/p><ul data-start=\"1184\" data-end=\"1263\"><li data-start=\"1184\" data-end=\"1213\"><p data-start=\"1186\" data-end=\"1213\"><strong>Entrada 1:<\/strong> \u00abBerbequim sem fios\u00bb<\/p><\/li><li data-start=\"1214\" data-end=\"1239\"><p data-start=\"1216\" data-end=\"1239\"><strong>Entrada 2:<\/strong> \u00abBerbequim, 18 V\u00bb<\/p><\/li><li data-start=\"1240\" data-end=\"1263\"><p data-start=\"1242\" data-end=\"1263\"><strong>Entrada 3:<\/strong> \u00abFerramenta el\u00e9trica\u00bb<\/p><\/li><\/ul><p data-start=\"1265\" data-end=\"1454\">Informa\u00e7\u00f5es essenciais como <strong data-start=\"1291\" data-end=\"1344\">marca, n\u00famero do modelo, tipo de bateria e tamanho do mandril<\/strong> est\u00e1 em falta.<\/p><p data-start=\"1265\" data-end=\"1454\">Esta falta de pormenores dificulta a identifica\u00e7\u00e3o, a reordena\u00e7\u00e3o ou a recomenda\u00e7\u00e3o de acess\u00f3rios compat\u00edveis.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cb65666 e-con-full pointer e-flex e-con e-child\" data-id=\"cb65666\" 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-dcf8913 elementor-widget elementor-widget-text-editor\" data-id=\"dcf8913\" 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><b><i>Por exemplo,<\/i><\/b><\/p><p data-start=\"1518\" data-end=\"1569\">Um motor el\u00e9trico acabado pode apresentar-se da seguinte forma:<\/p><ul data-start=\"1571\" data-end=\"1687\"><li data-start=\"1571\" data-end=\"1615\"><p data-start=\"1573\" data-end=\"1615\"><strong>Entrada 1:<\/strong> \u00abMotor de indu\u00e7\u00e3o trif\u00e1sico de 7,5 kW\u00bb<\/p><\/li><li data-start=\"1616\" data-end=\"1647\"><p data-start=\"1618\" data-end=\"1647\"><strong>Entrada 2:<\/strong> \u00abMotor trif\u00e1sico de 7,5 kW\u00bb<\/p><\/li><li data-start=\"1648\" data-end=\"1687\"><p data-start=\"1650\" data-end=\"1687\"><strong>Entrada 3:<\/strong> \u00abMotor el\u00e9trico, trif\u00e1sico, 10 HP\u00bb<\/p><\/li><\/ul><p data-start=\"1689\" data-end=\"1827\">Conven\u00e7\u00f5es de nomenclatura diferentes para o mesmo produto criam redund\u00e2ncia e reduzem a facilidade de utiliza\u00e7\u00e3o dos dados nas opera\u00e7\u00f5es de invent\u00e1rio, vendas ou assist\u00eancia.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-23ad909 e-flex e-con-boxed e-con e-parent\" data-id=\"23ad909\" 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-04fc483 elementor-widget elementor-widget-heading\" data-id=\"04fc483\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Desafios espec\u00edficos relacionados com os dados sobre os materiais dos produtos acabados<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56c8588 elementor-widget elementor-widget-text-editor\" data-id=\"56c8588\" 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<ol><li data-start=\"194\" data-end=\"410\"><strong data-start=\"194\" data-end=\"241\">Variantes e configura\u00e7\u00f5es complexas de produtos<\/strong><br data-start=\"241\" data-end=\"244\" \/>A gest\u00e3o de v\u00e1rias vers\u00f5es de um produto com base no tamanho, na cor, nas caracter\u00edsticas ou nos requisitos espec\u00edficos do cliente conduz frequentemente a uma representa\u00e7\u00e3o inconsistente entre os sistemas.<\/li><li data-start=\"414\" data-end=\"633\"><strong data-start=\"414\" data-end=\"466\">Conven\u00e7\u00f5es de nomenclatura e descri\u00e7\u00f5es inconsistentes<\/strong><br data-start=\"466\" data-end=\"469\" \/>A variabilidade na forma como os produtos s\u00e3o descritos entre f\u00e1bricas, equipas ou regi\u00f5es afeta a precis\u00e3o das pesquisas, a qualidade dos relat\u00f3rios e o alinhamento entre as vendas e as opera\u00e7\u00f5es.<\/li><li data-start=\"637\" data-end=\"859\"><strong data-start=\"637\" data-end=\"680\">Dados de enriquecimento em falta ou de m\u00e1 qualidade<\/strong><br data-start=\"680\" data-end=\"683\" \/>Muitos registos de produtos acabados carecem de detalhes essenciais, como imagens, especifica\u00e7\u00f5es, etiquetas de conformidade ou textos de marketing, o que prejudica o com\u00e9rcio digital e os processos a jusante.<\/li><li data-start=\"863\" data-end=\"1072\"><strong data-start=\"863\" data-end=\"905\">Varia\u00e7\u00f5es espec\u00edficas por canal e regi\u00e3o<\/strong><br data-start=\"905\" data-end=\"908\" \/>Os diferentes canais de vendas e mercados geogr\u00e1ficos exigem, muitas vezes, atributos de produto, dados regulamentares e detalhes de embalagem adaptados a cada mercado, o que torna a uniformidade um desafio.<\/li><li data-start=\"1076\" data-end=\"1283\"><strong data-start=\"1076\" data-end=\"1105\">Registos de produtos duplicados<\/strong><br data-start=\"1105\" data-end=\"1108\" \/>Pequenas varia\u00e7\u00f5es nos c\u00f3digos SKU, nas descri\u00e7\u00f5es ou na categoriza\u00e7\u00e3o resultam frequentemente em registos duplicados, o que inflaciona o invent\u00e1rio e afeta a previs\u00e3o da procura e a precis\u00e3o da fixa\u00e7\u00e3o de pre\u00e7os.<\/li><\/ol>\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-b95b0eb e-flex e-con-boxed e-con e-parent\" data-id=\"b95b0eb\" 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-80870b7 elementor-widget elementor-widget-heading\" data-id=\"80870b7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"packaging-materials-master\">Guia de Materiais de Embalagem<\/h3>\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-ed47d4d e-flex e-con-boxed e-con e-parent\" data-id=\"ed47d4d\" 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-ae01134 elementor-widget elementor-widget-text-editor\" data-id=\"ae01134\" 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>O \u00abMaster de Materiais de Embalagem\u00bb \u00e9 exatamente o que o nome indica: um conjunto de dados mestre no SAP MM (para uma vis\u00e3o geral detalhada da gest\u00e3o de materiais do SAP, <a class=\"decorated-link\" href=\"https:\/\/www.verdantis.com\/sap-materials-management\/\" target=\"_new\" rel=\"noopener\" data-start=\"979\" data-end=\"1055\"><em>Leia o artigo aqui<\/em><\/a>) que cont\u00e9m todos os dados relativos aos materiais de embalagem utilizados no produto final.<\/p><p>Naturalmente, trata-se de um conjunto de dados que s\u00f3 \u00e9 utilizado por empresas industriais com grandes opera\u00e7\u00f5es de produ\u00e7\u00e3o.<\/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-757b07a e-flex e-con-boxed e-con e-parent\" data-id=\"757b07a\" 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-1babaeb elementor-widget elementor-widget-heading\" data-id=\"1babaeb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Desafios espec\u00edficos da gest\u00e3o de materiais de embalagem (Master)<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c0708b elementor-widget elementor-widget-text-editor\" data-id=\"3c0708b\" 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<ol><li><strong>Complexidade dos atributos dos dados: <\/strong>Os materiais de embalagem apresentam frequentemente requisitos de dados mais complexos do que os materiais diretos, uma vez que envolvem normalmente v\u00e1rios atributos, como tamanho, forma, peso, composi\u00e7\u00e3o do material (por exemplo, cart\u00e3o, pl\u00e1stico, vidro), considera\u00e7\u00f5es ambientais (por exemplo, reciclabilidade) e conformidade com regulamenta\u00e7\u00f5es (por exemplo, caracter\u00edsticas de seguran\u00e7a alimentar ou de inviolabilidade).<\/li><li><strong>V\u00e1rios fornecedores e estrat\u00e9gias de abastecimento: <\/strong>A m\u00e1 gest\u00e3o ou a falta de coer\u00eancia no acompanhamento de qual o fornecedor que fornece cada tipo de embalagem e em que condi\u00e7\u00f5es pode conduzir a inefici\u00eancias no processo de aquisi\u00e7\u00e3o e a desfasamentos no invent\u00e1rio. Pode tamb\u00e9m provocar atrasos no aprovisionamento, caso os fornecedores de embalagens n\u00e3o cumpram as normas exigidas.<\/li><li><strong>Integra\u00e7\u00f5es com outros sistemas de dados mestre: <\/strong>Os dados relativos aos materiais de embalagem est\u00e3o frequentemente isolados dos outros sistemas de dados mestre de materiais (como os relativos \u00e0s mat\u00e9rias-primas ou aos produtos acabados), devido \u00e0s diferen\u00e7as nas suas fun\u00e7\u00f5es e nas partes interessadas que os gerem. A integra\u00e7\u00e3o destes dados com os sistemas de aprovisionamento, invent\u00e1rio e log\u00edstica constitui um desafio comum.<\/li><li><strong>Gest\u00e3o das unidades de medida: <\/strong>Os materiais de embalagem s\u00e3o frequentemente medidos em unidades diferentes, como caixas, rolos, folhas, paletes, etc. Gerir estas m\u00faltiplas unidades de medida e garantir que est\u00e3o em conformidade com os sistemas de aquisi\u00e7\u00e3o e de invent\u00e1rio pode ser um desafio.<\/li><li><strong>Dados relativos \u00e0 sustentabilidade ambiental: <\/strong>As ind\u00fastrias est\u00e3o sob uma press\u00e3o crescente para reduzir os res\u00edduos de embalagem e adotar materiais mais sustent\u00e1veis. Os dados de refer\u00eancia relativos aos materiais de embalagem t\u00eam de refletir estas considera\u00e7\u00f5es de sustentabilidade e permitir o acompanhamento da reciclabilidade dos materiais, da pegada de carbono e das op\u00e7\u00f5es de elimina\u00e7\u00e3o de res\u00edduos.<\/li><\/ol>\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-4844a21 e-flex e-con-boxed e-con e-parent\" data-id=\"4844a21\" 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-e3b43db elementor-widget elementor-widget-heading\" data-id=\"e3b43db\" 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=\"core-pain-points-in-materials-master-management\">Principais pontos cr\u00edticos na gest\u00e3o do mestre de materiais<\/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-465968d e-flex e-con-boxed e-con e-parent\" data-id=\"465968d\" 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-0370f40 elementor-widget elementor-widget-text-editor\" data-id=\"0370f40\" 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=\"853\" data-end=\"1266\">Um dos principais obst\u00e1culos na gest\u00e3o de dados de materiais \u00e9 o volume e a complexidade dos dados de invent\u00e1rio e dos dados eletr\u00f3nicos.<\/p><p data-start=\"853\" data-end=\"1266\">A m\u00e1 qualidade dos dados resulta frequentemente de processos inadequados e pouco claros, bem como de tecnologia desatualizada.<\/p><p data-start=\"853\" data-end=\"1266\">Sem processos ou normas claras, com a gest\u00e3o manual dos dados, a falta de responsabiliza\u00e7\u00e3o e de visibilidade, e altera\u00e7\u00f5es organizacionais como fus\u00f5es e aquisi\u00e7\u00f5es, os dados tornam-se pouco fi\u00e1veis e inutiliz\u00e1veis.<\/p><p data-start=\"1268\" data-end=\"1512\">O crescimento das empresas com elevado volume de ativos contribui para este desafio, tornando imperativa a implementa\u00e7\u00e3o de processos e tecnologias eficientes. A gest\u00e3o do invent\u00e1rio de materiais torna-se essencial para garantir o bom funcionamento da produ\u00e7\u00e3o e das opera\u00e7\u00f5es fabris.<\/p><p data-start=\"1514\" data-end=\"1805\">Com apenas dados inconsistentes e pouco fi\u00e1veis \u00e0 disposi\u00e7\u00e3o, as equipas de manuten\u00e7\u00e3o e de aprovisionamento t\u00eam dificuldade em manter as opera\u00e7\u00f5es de forma eficiente, gerir o invent\u00e1rio e adquirir pe\u00e7as quando necess\u00e1rio.<\/p><p data-start=\"1514\" data-end=\"1805\">Algumas das inefici\u00eancias e consequ\u00eancias da baixa qualidade dos dados que representam custos para as empresas incluem:<\/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-8980a57 e-flex e-con-boxed e-con e-parent\" data-id=\"8980a57\" 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-2fb97c0 e-con-full pointer e-flex e-con e-child\" data-id=\"2fb97c0\" 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-6668e20 elementor-widget elementor-widget-icon-box\" data-id=\"6668e20\" 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\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\tFragmenta\u00e7\u00e3o e inconsist\u00eancia dos dados\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-c0ee691 elementor-widget elementor-widget-text-editor\" data-id=\"c0ee691\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: left;\">As organiza\u00e7\u00f5es enfrentavam dificuldades devido \u00e0 dispers\u00e3o dos dados relativos aos materiais por v\u00e1rios sistemas, departamentos e locais.<\/p><p style=\"text-align: left;\">O mesmo material pode ser identificado de forma diferente nos sistemas de aquisi\u00e7\u00e3o, invent\u00e1rio, manuten\u00e7\u00e3o e contabilidade, o que pode causar confus\u00e3o, redund\u00e2ncias e falhas operacionais.<\/p><p style=\"text-align: left;\">Sem uma abordagem unificada, as empresas viram-se incapazes de identificar a \u00ab\u00fanica fonte de verdade\u00bb para as informa\u00e7\u00f5es relativas a materiais cr\u00edticos.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2dd3f91 e-flex e-con-boxed e-con e-parent\" data-id=\"2dd3f91\" 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-19234fa e-con-full pointer e-flex e-con e-child\" data-id=\"19234fa\" 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-fedb9a0 elementor-widget elementor-widget-icon-box\" data-id=\"fedb9a0\" 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\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\tAquisi\u00e7\u00f5es ineficientes e excesso de stock\u200b\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-621e350 elementor-widget elementor-widget-text-editor\" data-id=\"621e350\" 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 class=\"whitespace-pre-wrap break-words\">Na aus\u00eancia de dados padronizados sobre os materiais, os departamentos de compras voltavam frequentemente a encomendar artigos que j\u00e1 se encontravam em stock, mas que estavam registados com c\u00f3digos ou descri\u00e7\u00f5es diferentes. Isto levou a:<\/p><ul class=\"[&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc space-y-1.5 pl-7\"><li class=\"whitespace-normal break-words\"><p>Exist\u00eancias duplicadas que ocupam espa\u00e7o valioso no armaz\u00e9m<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Capital desnecess\u00e1rio imobilizado em exist\u00eancias excedent\u00e1rias<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Aumento dos custos de manuten\u00e7\u00e3o do excesso de stock<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Materiais caducados ou obsoletos que necessitam de ser eliminados<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-75dff93 e-flex e-con-boxed e-con e-parent\" data-id=\"75dff93\" 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-86baaf5 e-con-full pointer e-flex e-con e-child\" data-id=\"86baaf5\" 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-6617390 elementor-widget elementor-widget-icon-box\" data-id=\"6617390\" 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\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\tAtrasos na produ\u00e7\u00e3o e tempo de inatividade do equipamento\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-b32750a elementor-widget elementor-widget-text-editor\" data-id=\"b32750a\" 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 class=\"whitespace-pre-wrap break-words\">Quando as equipas de manuten\u00e7\u00e3o n\u00e3o conseguiam localizar rapidamente as pe\u00e7as sobressalentes adequadas devido \u00e0 m\u00e1 qualidade dos dados:<\/p><ul class=\"[&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc space-y-1.5 pl-7\"><li class=\"whitespace-normal break-words\"><p>O equipamento essencial permaneceu fora de servi\u00e7o durante longos per\u00edodos<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Os planos de produ\u00e7\u00e3o sofreram perturba\u00e7\u00f5es<\/p><\/li><li class=\"whitespace-normal break-words\"><p>As compras de emerg\u00eancia a pre\u00e7os elevados tornaram-se comuns<\/p><\/li><li class=\"whitespace-normal break-words\"><p>A efic\u00e1cia global do equipamento (OEE) registou uma descida substancial<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ddb174a e-flex e-con-boxed e-con e-parent\" data-id=\"ddb174a\" 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-294b38e e-con-full pointer e-flex e-con e-child\" data-id=\"294b38e\" 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-f10267e elementor-widget elementor-widget-icon-box\" data-id=\"f10267e\" 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\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\tDesafios relacionados com a visibilidade da cadeia de abastecimento\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-4c0a0b2 elementor-widget elementor-widget-text-editor\" data-id=\"4c0a0b2\" 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 class=\"whitespace-pre-wrap break-words\">A m\u00e1 qualidade dos dados mestre de materiais criou pontos cegos na cadeia de abastecimento:<\/p><ul class=\"[&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc space-y-1.5 pl-7\"><li class=\"whitespace-normal break-words\"><p>Dificuldade em rastrear a origem e as especifica\u00e7\u00f5es dos materiais<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Incapacidade de monitorizar o desempenho dos fornecedores de forma consistente<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Desafios na previs\u00e3o e preven\u00e7\u00e3o da escassez de materiais<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Capacidade limitada para otimizar o invent\u00e1rio em v\u00e1rios locais<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9f92083 e-flex e-con-boxed e-con e-parent\" data-id=\"9f92083\" 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-4cbf296 e-con-full pointer e-flex e-con e-child\" data-id=\"4cbf296\" 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-d393430 elementor-widget elementor-widget-icon-box\" data-id=\"d393430\" 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\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\tFalhas na conformidade e na gest\u00e3o de riscos\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-e09fa32 elementor-widget elementor-widget-text-editor\" data-id=\"e09fa32\" 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 class=\"whitespace-pre-wrap break-words\">As organiza\u00e7\u00f5es enfrentaram riscos regulamentares e operacionais significativos:<\/p><ul class=\"[&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc space-y-1.5 pl-7\"><li class=\"whitespace-normal break-words\"><p>Incapacidade de comunicar com precis\u00e3o a presen\u00e7a de materiais perigosos<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Dificuldade em cumprir os regulamentos e normas do setor<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Desafios na rastreabilidade dos materiais durante recolhas de produtos ou auditorias<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Problemas de qualidade decorrentes da utiliza\u00e7\u00e3o de materiais incorretos ou de qualidade inferior<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-306ff6f e-flex e-con-boxed e-con e-parent\" data-id=\"306ff6f\" 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-98ffadd e-con-full pointer e-flex e-con e-child\" data-id=\"98ffadd\" 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-653e559 elementor-widget elementor-widget-icon-box\" data-id=\"653e559\" 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\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\tDesafios t\u00e9cnicos e de integra\u00e7\u00e3o\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-7913d10 elementor-widget elementor-widget-text-editor\" data-id=\"7913d10\" 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 class=\"whitespace-pre-wrap break-words\">\u00c0 medida que as organiza\u00e7\u00f5es foram adotando sistemas mais sofisticados, a m\u00e1 qualidade dos dados mestre de materiais tornou-se um estrangulamento cr\u00edtico:<\/p><ul><li><p>As implementa\u00e7\u00f5es de ERP n\u00e3o conseguiram proporcionar os benef\u00edcios prometidos<\/p><\/li><li><p>As iniciativas de an\u00e1lise avan\u00e7ada produziram conclus\u00f5es pouco fi\u00e1veis<\/p><\/li><li><p>Os esfor\u00e7os de transforma\u00e7\u00e3o digital ficaram paralisados devido a problemas relacionados com a qualidade dos dados<\/p><\/li><li><p>A integra\u00e7\u00e3o entre os sistemas tornou-se desnecessariamente complexa<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0781449 e-flex e-con-boxed e-con e-parent\" data-id=\"0781449\" 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-fd9a85a elementor-widget elementor-widget-text-editor\" data-id=\"fd9a85a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/www.verdantis.com\/sap-mro-master\/\">Materiais de MRO no SAP<\/a> s\u00e3o os componentes essenciais que apoiam as fun\u00e7\u00f5es de manuten\u00e7\u00e3o, ajudando a evitar paragens n\u00e3o planeadas ao garantir que as pe\u00e7as certas estejam dispon\u00edveis quando necess\u00e1rio.<\/p><p><span style=\"font-family: var(--body-font);\">Os dados mestre de materiais referem-se ao conjunto abrangente de informa\u00e7\u00f5es sobre os materiais utilizados nas opera\u00e7\u00f5es de uma empresa, nomeadamente na produ\u00e7\u00e3o e na gest\u00e3o da cadeia de abastecimento; \u00e9 precisamente por isso que tamb\u00e9m s\u00e3o utilizados no \u00e2mbito das solu\u00e7\u00f5es de MRO, <a href=\"https:\/\/www.verdantis.com\/mro-data-cleansing\/\">Limpeza de dados de MRO<\/a> &amp; Aprofundamento.<\/span><\/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-a07d3d5 e-flex e-con-boxed e-con e-parent\" data-id=\"a07d3d5\" 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-f7d6cdb elementor-widget elementor-widget-heading\" data-id=\"f7d6cdb\" 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=\"data-management-during-erp-implementation\">Gest\u00e3o de dados durante a implementa\u00e7\u00e3o do ERP<\/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-1c45cfa e-flex e-con-boxed e-con e-parent\" data-id=\"1c45cfa\" 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-4455f5e elementor-widget elementor-widget-text-editor\" data-id=\"4455f5e\" 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<div class=\"elementor-element elementor-element-78b8c44 elementor-widget elementor-widget-text-editor\" data-id=\"78b8c44\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p data-start=\"91\" data-end=\"464\">A integra\u00e7\u00e3o da Gest\u00e3o de Dados Mestres de Materiais (MDM) na implementa\u00e7\u00e3o do ERP n\u00e3o \u00e9 apenas uma mais-valia, \u00e9 uma necessidade.<\/p><p data-start=\"91\" data-end=\"464\">Em iniciativas de n\u00edvel empresarial, como a implementa\u00e7\u00e3o ou consolida\u00e7\u00e3o de sistemas ERP, dados precisos e fi\u00e1veis constituem a base para o sucesso. No entanto, a gest\u00e3o de dados mestre (MDM) \u00e9 frequentemente ignorada nos planos de implementa\u00e7\u00e3o de ERP, o que leva \u00e0 perda de oportunidades, ao prolongamento dos prazos e ao aumento dos custos.<\/p><p data-start=\"466\" data-end=\"753\">Uma das principais vantagens da integra\u00e7\u00e3o do MDM com o ERP \u00e9 o controlo de custos. A limpeza, a normaliza\u00e7\u00e3o e o enriquecimento dos dados antes da sua introdu\u00e7\u00e3o no sistema ERP eliminam a redund\u00e2ncia, evitam erros dispendiosos e otimizam as compras e a gest\u00e3o de stock, melhorando diretamente as margens em mercados competitivos.<\/p><p data-start=\"755\" data-end=\"965\">Igualmente importante \u00e9 a integra\u00e7\u00e3o de processos. O MDM elimina os silos, unifica os padr\u00f5es de dados e permite uma comunica\u00e7\u00e3o fluida entre departamentos e regi\u00f5es geogr\u00e1ficas, potenciando a colabora\u00e7\u00e3o, a efici\u00eancia e a agilidade.<\/p><p data-start=\"967\" data-end=\"1299\">Durante as implementa\u00e7\u00f5es de ERP, a migra\u00e7\u00e3o de dados provenientes de v\u00e1rios sistemas, locais e idiomas, sem uma limpeza adequada, pode causar inconsist\u00eancias, atrasos e at\u00e9 mesmo falhas.<\/p><p data-start=\"967\" data-end=\"1299\">O MDM mitiga estes riscos atrav\u00e9s de uma governa\u00e7\u00e3o s\u00f3lida, classifica\u00e7\u00e3o automatizada, normaliza\u00e7\u00e3o e valida\u00e7\u00e3o, capacidades que os sistemas ERP, por si s\u00f3, n\u00e3o conseguem proporcionar na \u00edntegra.<\/p><p data-start=\"1301\" data-end=\"1610\">Ao integrar o MDM no ciclo de vida do ERP, as organiza\u00e7\u00f5es garantem que apenas dados precisos, consistentes e fi\u00e1veis entram no sistema, criando as condi\u00e7\u00f5es para a excel\u00eancia operacional a longo prazo.<\/p><p data-start=\"1301\" data-end=\"1610\">Um estudo realizado pela Aberdeen revela que a integra\u00e7\u00e3o do MDM em projetos de ERP pode proporcionar melhorias mensur\u00e1veis no desempenho e no retorno sobre o investimento.<\/p><\/div><\/div>\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-3552115 e-flex e-con-boxed e-con e-parent\" data-id=\"3552115\" 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-c66a2a0 elementor-widget elementor-widget-image\" data-id=\"c66a2a0\" 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=\"277\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-Integrated-1024x354.png\" class=\"attachment-large size-large wp-image-33700\" alt=\"\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-Integrated-1024x354.png 1024w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-Integrated-300x104.png 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-Integrated-768x265.png 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-Integrated-1536x530.png 1536w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-Integrated-2048x707.png 2048w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-Integrated-18x6.png 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bda5932 e-flex e-con-boxed e-con e-parent\" data-id=\"bda5932\" 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-ff1f5ac elementor-widget elementor-widget-text-editor\" data-id=\"ff1f5ac\" 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<div class=\"elementor-element elementor-element-78b8c44 elementor-widget elementor-widget-text-editor\" data-id=\"78b8c44\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p><b>ROI otimizado da implementa\u00e7\u00e3o do ERP com o MDM integrado<\/b><\/p><p>Com base em estat\u00edsticas detalhadas anteriores, \u00e9 f\u00e1cil concluir que a implementa\u00e7\u00e3o de uma iniciativa de MDM durante a implementa\u00e7\u00e3o de um ERP, recorrendo a solu\u00e7\u00f5es automatizadas que combinam tecnologia baseada em IA e um profundo conhecimento do setor, pode garantir o sucesso do projeto.<\/p><p>A gest\u00e3o de dados mestre pode revelar o verdadeiro potencial de um projeto de implementa\u00e7\u00e3o de ERP e permitir alcan\u00e7ar os resultados esperados.<\/p><\/div><\/div>\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-adff4a4 e-flex e-con-boxed e-con e-parent\" data-id=\"adff4a4\" 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-7c68554 elementor-widget elementor-widget-image\" data-id=\"7c68554\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"291\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-1024x373.png\" class=\"attachment-large size-large wp-image-33701\" alt=\"\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-1024x373.png 1024w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-300x109.png 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-768x280.png 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-1536x560.png 1536w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-2048x746.png 2048w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-18x7.png 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-305be7d e-flex e-con-boxed e-con e-parent\" data-id=\"305be7d\" 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-449d6f2 elementor-widget elementor-widget-heading\" data-id=\"449d6f2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"who-owns-the-material-master-within-an-asset-intensive-organization\">Quem \u00e9 o respons\u00e1vel pelo Material Master numa organiza\u00e7\u00e3o com grande volume de ativos?<\/h3>\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-ea0c945 e-flex e-con-boxed e-con e-parent\" data-id=\"ea0c945\" 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-3d54660 elementor-widget elementor-widget-text-editor\" data-id=\"3d54660\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"89\" data-end=\"325\">A gest\u00e3o dos dados mestre de materiais \u00e9 complexa, especialmente quando estes s\u00e3o da responsabilidade de v\u00e1rias divis\u00f5es, tais como TI (Cadeia de Abastecimento), Supervisores de F\u00e1brica, Aprovisionamento e Opera\u00e7\u00f5es.<\/p><p data-start=\"89\" data-end=\"325\">Esta fragmenta\u00e7\u00e3o da propriedade conduz frequentemente a confus\u00e3o e inefici\u00eancia.<\/p><p data-start=\"327\" data-end=\"640\">Para se manterem competitivas, as organiza\u00e7\u00f5es t\u00eam de investir na limpeza dos dados mestre de materiais; estabelecer parcerias com fornecedores de software empresarial especializados na \u00e1rea dos materiais \u00e9 um passo na dire\u00e7\u00e3o certa.<\/p><p data-start=\"327\" data-end=\"640\">Dados limpos e detalhados melhoram a efici\u00eancia operacional, otimizam a gest\u00e3o de stock e proporcionam um elevado retorno do investimento.<\/p><p data-start=\"642\" data-end=\"884\">A chave para o sucesso reside na escolha da tecnologia adequada para automatizar a gest\u00e3o do ficheiro mestre de artigos. Isto inclui garantir uma qualidade consistente dos dados, implementar solu\u00e7\u00f5es em constante evolu\u00e7\u00e3o para obter o m\u00e1ximo retorno do investimento e selecionar sistemas capazes de acompanhar a expans\u00e3o das opera\u00e7\u00f5es.<\/p><p data-start=\"886\" data-end=\"1039\">Com a crescente import\u00e2ncia dos dados mestres, as empresas devem colaborar com especialistas na \u00e1rea para obter retornos significativos e efici\u00eancia a longo prazo.<\/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-6418df3 e-flex e-con-boxed e-con e-parent\" data-id=\"6418df3\" 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-d16cd2f elementor-widget elementor-widget-heading\" data-id=\"d16cd2f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"the-business-case-for-material-master-data-management\">A  justifica\u00e7\u00e3o empresarial para a gest\u00e3o dos dados mestre de materiais<\/h3>\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-7bbcd20 e-flex e-con-boxed e-con e-parent\" data-id=\"7bbcd20\" 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-938d6c6 elementor-widget elementor-widget-text-editor\" data-id=\"938d6c6\" 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>Estudos realizados por empresas de an\u00e1lise de refer\u00eancia revelaram que a redu\u00e7\u00e3o dos custos com materiais e a otimiza\u00e7\u00e3o do invent\u00e1rio, possibilitadas pela harmoniza\u00e7\u00e3o e posterior manuten\u00e7\u00e3o dos dados mestre de materiais, podem contribuir com mais de 1\/3<sup>rd<\/sup> das poupan\u00e7as concretas resultantes de uma iniciativa de consolida\u00e7\u00e3o do ERP.<\/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-83a2981 e-flex e-con-boxed e-con e-parent\" data-id=\"83a2981\" 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-f168159 elementor-widget elementor-widget-image\" data-id=\"f168159\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"432\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/ERP.jpg\" class=\"attachment-large size-large wp-image-33732\" alt=\"\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/ERP.jpg 887w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/ERP-300x162.jpg 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/ERP-768x415.jpg 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/ERP-18x10.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-deb96ba e-flex e-con-boxed e-con e-parent\" data-id=\"deb96ba\" 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-c065cd5 elementor-widget elementor-widget-heading\" data-id=\"c065cd5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Indicadores de sucesso para a qualidade dos dados mestre de materiais orientada para o neg\u00f3cio com o MDG<\/h4>\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-31c60ff e-flex e-con-boxed e-con e-parent\" data-id=\"31c60ff\" 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-38f0c41 elementor-widget elementor-widget-text-editor\" data-id=\"38f0c41\" 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>Vamos ver alguns n\u00fameros concretos, com base em mais de 50 implementa\u00e7\u00f5es.<\/p><p data-start=\"175\" data-end=\"502\"><strong data-start=\"175\" data-end=\"202\">Reduzir as despesas n\u00e3o autorizadas:<\/strong><\/p><p data-start=\"175\" data-end=\"502\">Em muitos setores, 30\u201350% das despesas n\u00e3o s\u00e3o geridas, o que representa um custo adicional de cerca de 17% em rela\u00e7\u00e3o \u00e0s despesas geridas.<\/p><p data-start=\"175\" data-end=\"502\">Uma meta realista consiste em reduzir as despesas n\u00e3o controladas em 50% por ano, durante tr\u00eas anos, atrav\u00e9s da melhoria da qualidade dos dados mestre de materiais e das capacidades de pesquisa do MDG, que alinham a nomenclatura do sistema antigo com as taxonomias atuais.<\/p><p data-start=\"504\" data-end=\"726\"><strong data-start=\"504\" data-end=\"530\">Redu\u00e7\u00e3o do invent\u00e1rio de MRO:<\/strong>\u00a0<\/p><p data-start=\"504\" data-end=\"726\">A identifica\u00e7\u00e3o de duplicados exatos pode reduzir o invent\u00e1rio em 4\u20138%, enquanto a dete\u00e7\u00e3o de equivalentes em termos de \u00abforma, ajuste e fun\u00e7\u00e3o\u00bb permite uma redu\u00e7\u00e3o adicional de 6\u201312%. A dete\u00e7\u00e3o em tempo real evita o aumento excessivo do invent\u00e1rio no futuro.<\/p><p data-start=\"728\" data-end=\"977\"><strong data-start=\"728\" data-end=\"761\">Aproveitar as economias de escala<\/strong>:<\/p><p data-start=\"728\" data-end=\"977\">A visibilidade ao n\u00edvel dos atributos permite uma melhor gest\u00e3o de fornecedores, a consolida\u00e7\u00e3o de volumes e a utiliza\u00e7\u00e3o de fornecedores preferenciais, gerando poupan\u00e7as de 5\u201315%. As ferramentas da MDG tratam do trabalho intensivo com dados, para que os gestores de mat\u00e9rias-primas se possam concentrar na estrat\u00e9gia.<\/p><p data-start=\"979\" data-end=\"1278\"><strong data-start=\"979\" data-end=\"1020\">Reduzir o n\u00famero de novos pedidos e o tempo de aprova\u00e7\u00e3o<\/strong>:<\/p><p data-start=\"979\" data-end=\"1278\">Dados organizados e pesquis\u00e1veis, juntamente com a preven\u00e7\u00e3o de duplicados, reduzem os pedidos desnecess\u00e1rios de novos artigos em at\u00e9 75% por ano. Os fluxos de trabalho automatizados podem reduzir os ciclos de aprova\u00e7\u00e3o de 7 dias para apenas 4 horas, poupando custos com envios urgentes, compras locais e tempo de inatividade.<\/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-251d23c e-flex e-con-boxed e-con e-parent\" data-id=\"251d23c\" 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-d7a14b0 elementor-widget elementor-widget-heading\" data-id=\"d7a14b0\" 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<h5 class=\"elementor-heading-title elementor-size-default\">Caso de utiliza\u00e7\u00e3o: Uma gigante global do setor do petr\u00f3leo e do g\u00e1s<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2008625 elementor-widget elementor-widget-text-editor\" data-id=\"2008625\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"89\" data-end=\"311\">O setor do petr\u00f3leo e do g\u00e1s \u00e9 intensivo em capital, com opera\u00e7\u00f5es complexas em que mesmo pequenas perturba\u00e7\u00f5es podem causar preju\u00edzos de v\u00e1rios milh\u00f5es de d\u00f3lares. Um risco significativo, mas frequentemente ignorado, reside na fraca qualidade dos dados mestre de materiais (MMD).<\/p><p data-start=\"313\" data-end=\"612\">No caso da Empresa A, l\u00edder no setor petrol\u00edfero com o c\u00f3digo $10B, ocorreu um incidente que quase resultou em acidente quando um pedido de pe\u00e7a para um rolamento \u00abradial\u00bb foi erroneamente associado, no sistema ERP, a um rolamento \u00abpadr\u00e3o\u00bb, estando os dois separados apenas por um \u00fanico atributo que passou despercebido.<\/p><p data-start=\"313\" data-end=\"612\">Esses erros podem atrasar a manuten\u00e7\u00e3o, provocar avarias no equipamento e interromper a produ\u00e7\u00e3o.<\/p><p data-start=\"614\" data-end=\"815\">Em parceria com um especialista em MDM, a empresa implementou uma governan\u00e7a baseada em atributos, tornando obrigat\u00f3rios campos como \u00abtipo de rolamento\u00bb. Isto garantiu registos consistentes e normalizados desde o momento da introdu\u00e7\u00e3o dos dados.<\/p><p data-start=\"817\" data-end=\"831\"><strong data-start=\"817\" data-end=\"829\">Resultados:<\/strong><\/p><ul data-start=\"832\" data-end=\"1085\"><li data-start=\"832\" data-end=\"922\"><p data-start=\"834\" data-end=\"922\">Redu\u00e7\u00e3o significativa das discrep\u00e2ncias de stock atrav\u00e9s de uma identifica\u00e7\u00e3o precisa e baseada em atributos<\/p><\/li><li data-start=\"923\" data-end=\"977\"><p data-start=\"925\" data-end=\"977\">Previs\u00f5es e planeamento da manuten\u00e7\u00e3o mais precisos<\/p><\/li><li data-start=\"978\" data-end=\"1034\"><p data-start=\"980\" data-end=\"1034\">Stock de seguran\u00e7a otimizado e risco de obsolesc\u00eancia reduzido<\/p><\/li><li data-start=\"1035\" data-end=\"1085\"><p data-start=\"1037\" data-end=\"1085\">Melhor visibilidade do ciclo de vida e das pe\u00e7as alternativas<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fb02bf3 e-flex e-con-boxed e-con e-parent\" data-id=\"fb02bf3\" 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-16a8b4b elementor-widget elementor-widget-heading\" data-id=\"16a8b4b\" 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<h5 class=\"elementor-heading-title elementor-size-default\">Caso de utiliza\u00e7\u00e3o: Conglomerado do setor alimentar e de bebidas<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a29ad69 elementor-widget elementor-widget-text-editor\" data-id=\"a29ad69\" 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=\"93\" data-end=\"274\">Na ind\u00fastria alimentar e de bebidas, a seguran\u00e7a e a precis\u00e3o s\u00e3o imprescind\u00edveis \u2014 no entanto, mesmo pequenos erros nos dados mestre de materiais (MMD) podem provocar recolhas de produtos, paragens de produ\u00e7\u00e3o e problemas regulamentares.<\/p><p data-start=\"276\" data-end=\"474\"><strong data-start=\"276\" data-end=\"293\">O Desafio<\/strong><br data-start=\"293\" data-end=\"296\" \/>A Empresa B, um conglomerado do setor alimentar e de bebidas ($5B), gere uma f\u00e1brica de grande capacidade no Midwest que produz bebidas, molhos e refei\u00e7\u00f5es congeladas. Durante a substitui\u00e7\u00e3o de uma bomba numa linha de engarrafamento, o sistema ERP indicou:<\/p><blockquote data-start=\"476\" data-end=\"524\"><p data-start=\"478\" data-end=\"524\"><em data-start=\"478\" data-end=\"522\">Bomba centr\u00edfuga; 30 GPM; a\u00e7o inoxid\u00e1vel<\/em><\/p><\/blockquote><p data-start=\"526\" data-end=\"673\">A pe\u00e7a correta, no entanto, exigia o atributo \u00abFood-Grade\u00bb. A omiss\u00e3o deste detalhe acarretava o risco de contamina\u00e7\u00e3o, incumprimento e perdas na ordem dos milh\u00f5es.<\/p><p data-start=\"675\" data-end=\"944\"><strong data-start=\"675\" data-end=\"691\">A Solu\u00e7\u00e3o<\/strong><br data-start=\"691\" data-end=\"694\" \/>Em colabora\u00e7\u00e3o com um especialista em MMDM, a empresa implementou uma gest\u00e3o baseada em atributos \u2014 campos obrigat\u00f3rios relativos ao tipo de bomba, capacidade de caudal, material e estado da certifica\u00e7\u00e3o. No que diz respeito \u00e0s linhas de produtos alimentares, agora apenas aparecem nos resultados de pesquisa bombas certificadas para uso alimentar.<\/p><p data-start=\"946\" data-end=\"967\"><strong data-start=\"946\" data-end=\"965\">Impacto nos neg\u00f3cios<\/strong><\/p><ul data-start=\"968\" data-end=\"1170\"><li data-start=\"968\" data-end=\"1030\"><p data-start=\"970\" data-end=\"1030\">Erros de encomenda eliminados atrav\u00e9s de atributos padronizados<\/p><\/li><li data-start=\"1031\" data-end=\"1081\"><p data-start=\"1033\" data-end=\"1081\">Maior tempo de atividade e aquisi\u00e7\u00e3o com sucesso \u00e0 primeira tentativa<\/p><\/li><li data-start=\"1082\" data-end=\"1126\"><p data-start=\"1084\" data-end=\"1126\">Aprova\u00e7\u00f5es mais r\u00e1pidas e menos encomendas urgentes<\/p><\/li><li data-start=\"1127\" data-end=\"1170\"><p data-start=\"1129\" data-end=\"1170\">Maior conformidade e melhor prepara\u00e7\u00e3o para auditorias<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0d3a3ff e-flex e-con-boxed e-con e-parent\" data-id=\"0d3a3ff\" 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-9144df2 elementor-widget elementor-widget-heading\" data-id=\"9144df2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"executing-a-materials-master-data-management-strategy\">Implementa\u00e7\u00e3o de uma estrat\u00e9gia de gest\u00e3o dos dados mestre de materiais<\/h3>\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-c630a51 e-flex e-con-boxed e-con e-parent\" data-id=\"c630a51\" 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-a2f7d93 elementor-widget elementor-widget-text-editor\" data-id=\"a2f7d93\" 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=\"49\" data-end=\"258\">O roteiro para um plano infal\u00edvel de dados mestre de materiais (MMD) reflete <a href=\"https:\/\/www.verdantis.com\/master-data-management-strategies\/\">estrat\u00e9gias utilizadas para diferentes dados mestre<\/a> \u00e1reas, como dados de fornecedores, clientes e produtos, mas com especial \u00eanfase na experi\u00eancia no setor, nos prazos de execu\u00e7\u00e3o e na qualidade dos resultados.<\/p><p data-start=\"260\" data-end=\"474\">Em teoria, \u00e9 simples: limpar os dados n\u00e3o fi\u00e1veis, valid\u00e1-los de acordo com regras predefinidas relativas \u00e0 exclusividade, categoriza\u00e7\u00e3o e integridade e, em seguida, mapear esses dados no ERP com uma governa\u00e7\u00e3o robusta para evitar contamina\u00e7\u00e3o futura.<\/p><p data-start=\"476\" data-end=\"686\">Isto pode ser feito internamente com especialistas em MRO, bases de dados e TI, mas muitas organiza\u00e7\u00f5es n\u00e3o disp\u00f5em desse tipo de talento ou preferem estabelecer parcerias com especialistas como a Verdantis, que contribuem com um profundo conhecimento em MMD e experi\u00eancia em governa\u00e7\u00e3o.<\/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-6689dca e-flex e-con-boxed e-con e-parent\" data-id=\"6689dca\" 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-2e01804 elementor-widget elementor-widget-heading\" data-id=\"2e01804\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Limpeza de dados relativos a materiais<\/h4>\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-d013693 e-flex e-con-boxed e-con e-parent\" data-id=\"d013693\" 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-488201e elementor-widget elementor-widget-text-editor\" data-id=\"488201e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"89\" data-end=\"340\">Com o passar do tempo, a aus\u00eancia de governa\u00e7\u00e3o e gest\u00e3o de dados compromete os dados mestre de materiais de uma organiza\u00e7\u00e3o. Isto leva \u00e0 exist\u00eancia de registos duplicados, muitas vezes causados por uma categoriza\u00e7\u00e3o inadequada e pela falta de detalhes, como os n\u00fameros de pe\u00e7a do fabricante ou os nomes dos fornecedores.<\/p><p data-start=\"342\" data-end=\"623\">Tradicionalmente, resolver este problema implicava uma limpeza manual dos dados, recorrendo \u00e0 correspond\u00eancia de padr\u00f5es, \u00e0 correspond\u00eancia aproximada e \u00e0 \u00abmagia das folhas de c\u00e1lculo\u00bb.<\/p><p data-start=\"342\" data-end=\"623\">Embora isto melhore a efici\u00eancia ao eliminar a duplica\u00e7\u00e3o, reduzir os erros e facilitar a colabora\u00e7\u00e3o entre departamentos, \u00e9 um processo lento e que exige muito trabalho.<\/p><p data-start=\"625\" data-end=\"1021\">Na Verdantis, utilizamos agora modelos de IA e de aprendizagem autom\u00e1tica desenvolvidos para o setor, a fim de limpar, normalizar, harmonizar e enriquecer os dados mestre de materiais com maior rapidez, precis\u00e3o e fiabilidade.<\/p><p data-start=\"625\" data-end=\"1021\">A nossa su\u00edte Harmonize\u00a9 processa os registos de materiais em minutos, aplica as regras de introdu\u00e7\u00e3o de dados e conclui o processamento em poucas horas. Todos os resultados s\u00e3o verificados manualmente antes das atualiza\u00e7\u00f5es do ERP, garantindo uma precis\u00e3o total.<\/p><p data-start=\"1023\" data-end=\"1115\">O v\u00eddeo abaixo explica como o Harmonize pode restaurar a fiabilidade dos seus dados mestres antigos.<\/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-d906a83 e-con-full e-flex e-con e-parent\" data-id=\"d906a83\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_top&quot;:&quot;split&quot;}\">\n\t\t\t\t<div class=\"elementor-shape elementor-shape-top\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 1000 20\" preserveaspectratio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M0,0v3c0,0,393.8,0,483.4,0c9.2,0,16.6,7.4,16.6,16.6c0-9.1,7.4-16.6,16.6-16.6C606.2,3,1000,3,1000,3V0H0z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a0b6d07 elementor-widget elementor-widget-heading\" data-id=\"a0b6d07\" 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\">Benef\u00edcios da implementa\u00e7\u00e3o da iniciativa de limpeza de dados\n<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8029ad0 e-grid e-con-full e-con e-child\" data-id=\"8029ad0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a0c76d0 elementor-widget elementor-widget-text-editor\" data-id=\"a0c76d0\" 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><b>Redu\u00e7\u00f5es anuais nos custos de manuten\u00e7\u00e3o de exist\u00eancias de 4,41 TP3T <\/b>(Custo de capital ponderado) como redu\u00e7\u00e3o de valor (Impacto positivo no balan\u00e7o)<\/p><ul><li>400 milh\u00f5es em stock<\/li><li>10% Identifica\u00e7\u00e3o de duplicados<\/li><li>40 milh\u00f5es em valor de stock duplicado<\/li><li>Anota\u00e7\u00e3o dos custos detalhados em 4,41 TP3T de 40 milh\u00f5es = <b>$1,760,000<\/b><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b1b4c72 elementor-widget elementor-widget-video\" data-id=\"b1b4c72\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=rJmy3Gjbltg&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c16b4b7 elementor-widget elementor-widget-text-editor\" data-id=\"c16b4b7\" 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><b>Redu\u00e7\u00e3o de custos na agrega\u00e7\u00e3o da procura <\/b>em 15% de $1BN no MRO<\/p><ul><li>1 mil milh\u00f5es em material de manuten\u00e7\u00e3o, repara\u00e7\u00e3o e opera\u00e7\u00f5es<\/li><li>15% identificado como semelhante atrav\u00e9s da harmoniza\u00e7\u00e3o (em toda a base de fornecedores de 10%)<\/li><li>150 milh\u00f5es de despesas potenciais<\/li><li>12.5%: redu\u00e7\u00e3o de custos atrav\u00e9s do aprovisionamento estrat\u00e9gico<\/li><li>Redu\u00e7\u00e3o de custos de 12,51 TP3T de $150 milh\u00f5es = <b>$18,000,000<\/b><\/li><\/ul><p>REDU\u00c7\u00d5ES DE CUSTOS L\u00cdQUIDOS ANUALIZADAS DECORRENTES DE: <b>LIMPEZA DE DADOS = $19 760 000<\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-088d5f6 e-flex e-con-boxed e-con e-parent\" data-id=\"088d5f6\" 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-b61a0c1 elementor-widget elementor-widget-heading\" data-id=\"b61a0c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Gest\u00e3o de dados sobre materiais<\/h4>\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-1e9f8ab e-flex e-con-boxed e-con e-parent\" data-id=\"1e9f8ab\" 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-687b822 elementor-widget elementor-widget-text-editor\" data-id=\"687b822\" 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=\"61\" data-end=\"268\">Embora o Harmonize mantenha os dados hist\u00f3ricos dos materiais organizados e atualizados, a preven\u00e7\u00e3o de erros futuros requer uma estrat\u00e9gia s\u00f3lida de governa\u00e7\u00e3o de dados. Isto garante que todos os pedidos de materiais estejam completos e isentos de duplicados.<\/p><p data-start=\"270\" data-end=\"538\">A governa\u00e7\u00e3o de dados \u00e9 normalmente supervisionada por um <em>Respons\u00e1vel pelos dados<\/em> ou <em>Respons\u00e1vel pelos Dados Mestres.<\/em> Muitas empresas utilizam ferramentas de governa\u00e7\u00e3o de ERP integradas, como o SAP MDG ou <a href=\"https:\/\/www.oracle.com\/a\/ocom\/docs\/middleware\/data-integration\/oracle-data-governance-wp.pdf\" rel=\"nofollow noopener\" target=\"_blank\">Oracle MDM,<\/a> mas estes sistemas antigos requerem, muitas vezes, equipas dedicadas para os gerir e adaptar \u00e0s necessidades espec\u00edficas do setor.<\/p><p data-start=\"540\" data-end=\"835\"><a href=\"https:\/\/www.verdantis.com\/integrity\/\">Integrity\u00a9 da Verdantis<\/a> foi concebido especificamente para a gest\u00e3o centralizada de materiais, respondendo aos requisitos de governa\u00e7\u00e3o em setores com grande concentra\u00e7\u00e3o de ativos.<\/p><p data-start=\"540\" data-end=\"835\">Funciona como uma plataforma aut\u00f3noma ou integra-se com ferramentas como o SAP MDM, permitindo um enriquecimento, limpeza e classifica\u00e7\u00e3o mais r\u00e1pidos dos dados de materiais em grande escala.<\/p><p data-start=\"540\" data-end=\"835\">Estes s\u00e3o os setores em que a Verdantis se concentra, cada um com os seus pr\u00f3prios desafios espec\u00edficos em mat\u00e9ria de MRO e de dados relativos a materiais diretos:<\/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-d048348 e-grid e-con-full e-con e-child\" data-id=\"d048348\" 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-4b58303 e-con-full e-flex e-con e-child\" data-id=\"4b58303\" 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-7876f9c elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"7876f9c\" 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 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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-3afae34 elementor-widget elementor-widget-heading\" data-id=\"3afae34\" 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\">Energia, Petr\u00f3leo e G\u00e1s<\/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-e947a82 e-con-full e-flex e-con e-child\" data-id=\"e947a82\" 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-6ca22f7 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"6ca22f7\" 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 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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\">Metais e Minera\u00e7\u00e3o<\/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-8650566 e-con-full e-flex e-con e-child\" data-id=\"8650566\" 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-acfaf9e elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"acfaf9e\" 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 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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\">Celulose, Papel e Embalagens<\/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-6a52511 e-con-full e-flex e-con e-child\" data-id=\"6a52511\" 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-2124ff5 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"2124ff5\" 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 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.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-b3083f1 elementor-widget elementor-widget-heading\" data-id=\"b3083f1\" 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\">Transforma\u00e7\u00e3o de produtos agr\u00edcolas<\/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<div class=\"elementor-element elementor-element-8d4fa1f e-con-full e-flex e-con e-parent\" data-id=\"8d4fa1f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_top&quot;:&quot;split&quot;}\">\n\t\t\t\t<div class=\"elementor-shape elementor-shape-top\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 1000 20\" preserveaspectratio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M0,0v3c0,0,393.8,0,483.4,0c9.2,0,16.6,7.4,16.6,16.6c0-9.1,7.4-16.6,16.6-16.6C606.2,3,1000,3,1000,3V0H0z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2478f81 elementor-widget elementor-widget-heading\" data-id=\"2478f81\" 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\">Benef\u00edcios da implementa\u00e7\u00e3o da iniciativa de governa\u00e7\u00e3o de dados<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-98ac9c6 e-grid e-con-full e-con e-child\" data-id=\"98ac9c6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17a0aa0 elementor-widget elementor-widget-text-editor\" data-id=\"17a0aa0\" 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><b>Verdantis Integrity para a redu\u00e7\u00e3o das despesas n\u00e3o autorizadas<\/b><\/p><ul><li>80% das despesas com manuten\u00e7\u00e3o, repara\u00e7\u00e3o e opera\u00e7\u00e3o da categoria 1B \u00e9 abrangido por contratos preferenciais\/pr\u00e9-negociados \u2013 $800 milh\u00f5es em despesas<\/li><li>A governa\u00e7\u00e3o de dados melhorou a qualidade do cat\u00e1logo \u2013 Reduziu as despesas n\u00e3o autorizadas de <strong>40% para 25%<\/strong><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-692511c elementor-widget elementor-widget-video\" data-id=\"692511c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=jxMJSeWZ34c&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3da8153 elementor-widget elementor-widget-text-editor\" data-id=\"3da8153\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>Aumento de 15% na conformidade = mais 120 milh\u00f5es em despesas contratadas<\/li><li>M\u00e9dia de 16,51 TP3T de redu\u00e7\u00e3o de custos para categorias pr\u00e9-negociadas<\/li><li>Redu\u00e7\u00e3o de custos de <strong>16,51 TP3T de 120 milh\u00f5es = 1 TP4T 19 800 000<\/strong><\/li><\/ul><p>REDU\u00c7\u00d5ES ANUAIS DO CUSTO L\u00cdQUIDO DECORRENTES DE <b>GEST\u00c3O DE DADOS = $19 800 000<\/b><\/p><p><b>REDU\u00c7\u00d5ES DE CUSTOS L\u00cdQUIDOS ANUALIZADAS COMBINADAS:<\/b> <b>$39,560,000<\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-22c5c12 e-flex e-con-boxed e-con e-parent\" data-id=\"22c5c12\" 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-c53a583 elementor-widget elementor-widget-heading\" data-id=\"c53a583\" 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\">Conclus\u00e3o<\/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-6895f6b e-flex e-con-boxed e-con e-parent\" data-id=\"6895f6b\" 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-2e59d16 elementor-widget elementor-widget-text-editor\" data-id=\"2e59d16\" 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=\"303\" data-end=\"693\">Os dados mestre de materiais de alta qualidade n\u00e3o s\u00e3o apenas uma quest\u00e3o de gest\u00e3o de dados; pelo contr\u00e1rio, s\u00e3o um fator essencial para a efici\u00eancia operacional, o controlo de custos e a fiabilidade da manuten\u00e7\u00e3o em ambientes com grande concentra\u00e7\u00e3o de ativos.<\/p><p data-start=\"303\" data-end=\"693\">Sem uma base s\u00f3lida de dados sobre materiais precisos, enriquecidos e normalizados, as organiza\u00e7\u00f5es enfrentam invent\u00e1rios duplicados, ciclos de aquisi\u00e7\u00e3o atrasados e paragens que poderiam ser evitadas.<\/p><p data-start=\"695\" data-end=\"1051\">A Verdantis ajuda as empresas a assumir o controlo do seu mestre de materiais atrav\u00e9s de processos de classifica\u00e7\u00e3o, deduplica\u00e7\u00e3o e enriquecimento baseados em IA, proporcionando uma fonte \u00fanica de informa\u00e7\u00e3o fi\u00e1vel em todos os ambientes ERP.<\/p><p data-start=\"695\" data-end=\"1051\">Por <a href=\"https:\/\/www.verdantis.com\/inventory-data-management\/\">estabelecer dados de invent\u00e1rio precisos e centralizados,<\/a> As empresas obt\u00eam maior visibilidade, automatiza\u00e7\u00e3o e valor das suas opera\u00e7\u00f5es de MRO e de materiais diretos.<\/p><p data-start=\"1053\" data-end=\"1250\">Quer pretenda apoiar uma iniciativa de harmoniza\u00e7\u00e3o de dados ou preparar-se para uma transforma\u00e7\u00e3o de ERP, a nossa plataforma especificamente concebida para o efeito garante que os seus dados de materiais estejam prontos, organizados, completos e fi\u00e1veis.<\/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-a5dd75d e-con-full e-flex e-con e-child\" data-id=\"a5dd75d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0895ae5 elementor-widget elementor-widget-heading\" data-id=\"0895ae5\" 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\">Perguntas frequentes<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f99830a elementor-widget elementor-widget-heading\" data-id=\"f99830a\" 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\">O que as pessoas perguntam<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb91043 elementor-widget elementor-widget-n-accordion\" data-id=\"eb91043\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Acorde\u00e3o. Abra os links com a tecla Enter ou a barra de espa\u00e7o, feche-os com a tecla Escape e navegue com as setas do teclado\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2470\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-2470\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> De que forma os registos mestre de materiais de m\u00e1 qualidade afetam o planeamento de aquisi\u00e7\u00f5es e de invent\u00e1rio? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2470\" class=\"elementor-element elementor-element-2339aa6 e-con-full e-flex e-con e-child\" data-id=\"2339aa6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ca89c80 elementor-widget elementor-widget-text-editor\" data-id=\"ca89c80\" 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>Dados de materiais duplicados ou imprecisos resultam em compras redundantes, despesas n\u00e3o autorizadas e custos de manuten\u00e7\u00e3o de stock inflacionados. As equipas de aprovisionamento muitas vezes n\u00e3o conseguem tirar partido dos descontos por volume devido \u00e0 fragmenta\u00e7\u00e3o dos registos dos artigos. Os respons\u00e1veis pelo planeamento podem acabar por manter um stock insuficiente de pe\u00e7as essenciais ou um excesso de stock de artigos com baixa rotatividade, o que, em ambos os casos, esgota o capital de explora\u00e7\u00e3o e aumenta o risco operacional.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2471\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2471\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Quais s\u00e3o os principais resultados comerciais que as organiza\u00e7\u00f5es observam ap\u00f3s a implementa\u00e7\u00e3o da limpeza e do enriquecimento de dados de materiais da Verdantis? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2471\" class=\"elementor-element elementor-element-596b996 e-con-full e-flex e-con e-child\" data-id=\"596b996\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e19946e elementor-widget elementor-widget-text-editor\" data-id=\"e19946e\" 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=\"972\" data-end=\"996\">Os clientes costumam ver:<\/p><ul><li data-start=\"997\" data-end=\"1099\"><p data-start=\"999\" data-end=\"1099\"><strong data-start=\"999\" data-end=\"1047\">10\u201315%: redu\u00e7\u00e3o dos custos de manuten\u00e7\u00e3o de exist\u00eancias<\/strong> devido \u00e0 elimina\u00e7\u00e3o de duplicados e a uma melhor visibilidade.<\/p><\/li><li data-start=\"1100\" data-end=\"1197\"><p data-start=\"1102\" data-end=\"1197\"><strong data-start=\"1102\" data-end=\"1152\">Melhoria nas taxas de resolu\u00e7\u00e3o \u00e0 primeira tentativa e redu\u00e7\u00e3o do MTTR<\/strong> atrav\u00e9s de rela\u00e7\u00f5es estruturadas entre ativos e pe\u00e7as.<\/p><\/li><li data-start=\"1198\" data-end=\"1290\"><p data-start=\"1200\" data-end=\"1290\"><strong data-start=\"1200\" data-end=\"1233\">20\u201330%: poupan\u00e7as em despesas indiretas<\/strong> simplificando o processo de aquisi\u00e7\u00e3o e evitando compras de emerg\u00eancia.<\/p><\/li><li data-start=\"1293\" data-end=\"1489\"><p>Maior prepara\u00e7\u00e3o para <strong data-start=\"1316\" data-end=\"1336\">Atualiza\u00e7\u00f5es de ERP\/EAM<\/strong>, fus\u00f5es ou iniciativas de normaliza\u00e7\u00e3o regional.<\/p><\/li><\/ul><p data-start=\"1293\" data-end=\"1489\">As solu\u00e7\u00f5es da Verdantis t\u00eam um impacto direto no capital de explora\u00e7\u00e3o, no tempo de atividade das instala\u00e7\u00f5es e na prepara\u00e7\u00e3o para a transforma\u00e7\u00e3o digital.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2472\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2472\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> O que torna o motor de IA da Verdantis especialmente adequado para o enriquecimento de dados mestre de materiais? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2472\" class=\"elementor-element elementor-element-a65696c e-flex e-con-boxed e-con e-child\" data-id=\"a65696c\" 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-d69db39 elementor-widget elementor-widget-text-editor\" data-id=\"d69db39\" 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=\"3087\" data-end=\"3203\">O nosso motor de IA foi concebido especificamente para <strong data-start=\"3122\" data-end=\"3172\">contextos de dados industriais, de engenharia e de MRO<\/strong>, ao contr\u00e1rio das ferramentas gen\u00e9ricas de PLN. Esta:<\/p><ul data-start=\"3204\" data-end=\"3557\"><li data-start=\"3204\" data-end=\"3266\"><p data-start=\"3206\" data-end=\"3266\">Compreende as descri\u00e7\u00f5es de itens em texto livre provenientes de sistemas antigos.<\/p><\/li><li data-start=\"3267\" data-end=\"3334\"><p data-start=\"3269\" data-end=\"3334\">Aprende pares de atributos e valores a partir de registos esparsos ou inconsistentes.<\/p><\/li><li data-start=\"3335\" data-end=\"3378\"><p data-start=\"3337\" data-end=\"3378\">Sugere substitui\u00e7\u00f5es para artigos obsoletos.<\/p><\/li><li data-start=\"3379\" data-end=\"3557\"><p data-start=\"3381\" data-end=\"3557\">Associa os materiais \u00e0s listas de materiais (BOM) do equipamento ou aos locais funcionais.<\/p><\/li><\/ul><p data-start=\"3381\" data-end=\"3557\">Esta especializa\u00e7\u00e3o vertical torna-a altamente precisa e relevante para o enriquecimento de dados sobre materiais \u00e0 escala empresarial.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2473\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2473\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Que KPIs podem ser utilizados para acompanhar a qualidade e o impacto dos dados mestre de materiais? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2473\" class=\"elementor-element elementor-element-b33a938 e-flex e-con-boxed e-con e-child\" data-id=\"b33a938\" 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-2a8bddc elementor-widget elementor-widget-text-editor\" data-id=\"2a8bddc\" 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=\"5540\" data-end=\"5560\">Os principais indicadores incluem:<\/p><ul data-start=\"5561\" data-end=\"5910\"><li data-start=\"5561\" data-end=\"5596\"><p data-start=\"5563\" data-end=\"5596\">% de registos sem duplicados<\/p><\/li><li data-start=\"5597\" data-end=\"5642\"><p data-start=\"5599\" data-end=\"5642\">% de registos com atributos completos<\/p><\/li><li data-start=\"5643\" data-end=\"5687\"><p data-start=\"5645\" data-end=\"5687\">% classificado de acordo com a taxonomia padr\u00e3o<\/p><\/li><li data-start=\"5688\" data-end=\"5730\"><p data-start=\"5690\" data-end=\"5730\">Precis\u00e3o e rapidez na pesquisa de materiais<\/p><\/li><li data-start=\"5731\" data-end=\"5797\"><p data-start=\"5733\" data-end=\"5797\">Redu\u00e7\u00e3o do tempo de inatividade relacionado com materiais ou das encomendas de emerg\u00eancia<\/p><\/li><li data-start=\"5798\" data-end=\"5861\"><p data-start=\"5800\" data-end=\"5861\">Redu\u00e7\u00e3o das despesas indiretas ou dos custos de manuten\u00e7\u00e3o de exist\u00eancias<\/p><\/li><li data-start=\"5862\" data-end=\"5910\"><p data-start=\"5864\" data-end=\"5910\">Tempo necess\u00e1rio para integrar novos materiais ou fornecedores<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Descubra como as solu\u00e7\u00f5es espec\u00edficas para a gest\u00e3o de dados de materiais resolvem problemas herdados, reduzem a complexidade e promovem uma tomada de decis\u00f5es mais inteligente, atrav\u00e9s de sistemas mais simples, um aprovisionamento mais r\u00e1pido e um melhor alinhamento operacional.<\/p>","protected":false},"author":6,"featured_media":24028,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[64],"tags":[],"class_list":["post-22375","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/posts\/22375","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/comments?post=22375"}],"version-history":[{"count":0,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/posts\/22375\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/media\/24028"}],"wp:attachment":[{"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/media?parent=22375"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/categories?post=22375"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/tags?post=22375"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}