{"id":38174,"date":"2025-09-30T20:08:11","date_gmt":"2025-09-30T14:38:11","guid":{"rendered":"https:\/\/www.verdantis.com\/?p=38174"},"modified":"2026-02-02T12:30:23","modified_gmt":"2026-02-02T07:00:23","slug":"estatisticas-dos-dados-mestre-do-mro","status":"publish","type":"post","link":"https:\/\/www.verdantis.com\/pt\/mro-master-data-statistics\/","title":{"rendered":"Perspetivas sobre MRO baseadas em dados 2026"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"38174\" class=\"elementor elementor-38174\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a8baa8c e-flex e-con-boxed e-con e-parent\" data-id=\"a8baa8c\" 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-75cade7 elementor-widget elementor-widget-text-editor\" data-id=\"75cade7\" 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=\"289\" data-end=\"837\">As organiza\u00e7\u00f5es dos setores da ind\u00fastria transformadora, da energia, dos servi\u00e7os p\u00fablicos, da ind\u00fastria qu\u00edmica e de ind\u00fastrias com elevada intensidade de produ\u00e7\u00e3o enfrentam uma press\u00e3o crescente para melhorar a efici\u00eancia operacional, reduzir custos e manter a fiabilidade da cadeia de abastecimento.<\/p>\n<p data-start=\"289\" data-end=\"837\">No entanto, apesar dos milhares de milh\u00f5es investidos em sistemas ERP e em iniciativas de transforma\u00e7\u00e3o digital, muitas empresas continuam a enfrentar dificuldades relacionadas com a qualidade dos dados, inefici\u00eancias na gest\u00e3o de MRO e processos de aquisi\u00e7\u00e3o fragmentados.<\/p>\n<p data-start=\"839\" data-end=\"1201\">As estrat\u00e9gias estruturadas de MRO e de dados operacionais s\u00e3o cada vez mais essenciais para reduzir o tempo de inatividade, otimizar o invent\u00e1rio, melhorar a produtividade da for\u00e7a de trabalho e explorar oportunidades estrat\u00e9gicas de aquisi\u00e7\u00e3o.\u00a0<\/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-6f0d756 e-flex e-con-boxed e-con e-parent\" data-id=\"6f0d756\" 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-0b99894 e-con-full e-flex e-con e-child\" data-id=\"0b99894\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-01939fb e-con-full e-flex e-con e-child\" data-id=\"01939fb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-ba95044 e-con-full e-flex e-con e-child\" data-id=\"ba95044\" 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-035de77 e-con-full e-flex e-con e-child\" data-id=\"035de77\" 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-6a987ba elementor-widget__width-auto elementor-widget elementor-widget-image\" data-id=\"6a987ba\" 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=\"60\" height=\"60\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1.png\" class=\"attachment-full size-full wp-image-34099\" alt=\"\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1.png 60w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1-12x12.png 12w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1-24x24.png 24w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1-48x48.png 48w\" sizes=\"(max-width: 60px) 100vw, 60px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a30e899 e-con-full e-flex e-con e-child\" data-id=\"a30e899\" 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-cf48560 elementor-widget elementor-widget-heading\" data-id=\"cf48560\" 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\">Maximizar o ROI a partir dos dados de MRO: Dados de investiga\u00e7\u00e3o da Verdantis<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a01600 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6a01600\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b6932e2 open-form-btn elementor-widget elementor-widget-heading\" data-id=\"b6932e2\" 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\"><a href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM4NDAxIiwidG9nZ2xlIjpmYWxzZX0%3D\">Descarregar <\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6698957 download-pdf-btn elementor-widget elementor-widget-heading\" data-id=\"6698957\" 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\"><a href=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Verdantis-Solution-Brochure.pdf\">O DOWNLOAD EST\u00c1 PRONTO<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d19b8b elementor-widget elementor-widget-heading\" data-id=\"1d19b8b\" 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\">Otimiza\u00e7\u00e3o de MRO baseada em dados<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ba763b1 e-flex e-con-boxed e-con e-parent\" data-id=\"ba763b1\" 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-31e4509 elementor-widget elementor-widget-text-editor\" data-id=\"31e4509\" 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=\"990\" data-end=\"1202\">A gest\u00e3o eficaz dos dados de MRO \u00e9 fundamental para a continuidade operacional e a efici\u00eancia em termos de custos. Os dados dispersos e n\u00e3o estruturados resultam frequentemente em encomendas duplicadas, rupturas de stock e fluxos de trabalho de manuten\u00e7\u00e3o ineficientes.<\/p>\n<p data-start=\"1204\" data-end=\"1472\">A investiga\u00e7\u00e3o da Verdantis, realizada junto de centenas de organiza\u00e7\u00f5es industriais, demonstra que a ado\u00e7\u00e3o de pr\u00e1ticas estruturadas de gest\u00e3o de dados de MRO pode resultar em melhorias financeiras e operacionais significativas, incluindo a redu\u00e7\u00e3o de custos, a otimiza\u00e7\u00e3o do invent\u00e1rio e uma maior efici\u00eancia nas aquisi\u00e7\u00f5es.<\/p>\n<p data-start=\"1474\" data-end=\"1795\">As abordagens tradicionais t\u00eam obrigado as organiza\u00e7\u00f5es a escolher entre opera\u00e7\u00f5es reativas \u2014 que acarretam o risco de paragens dispendiosas \u2014 e medidas preventivas que podem aumentar o tempo de inatividade planeado e os custos gerais. As pr\u00e1ticas modernas de MRO, baseadas em dados, proporcionam uma abordagem equilibrada, minimizando tanto as perturba\u00e7\u00f5es operacionais como as despesas desnecess\u00e1rias.<\/p>\n<p data-start=\"1375\" data-end=\"1610\">Num estudo recente com a dura\u00e7\u00e3o de 18 meses, realizado junto de cerca de 1 900 executivos de topo dos setores da Minera\u00e7\u00e3o, Petr\u00f3leo e Energia, Servi\u00e7os P\u00fablicos e Ind\u00fastria Transformadora, a Verdantis identificou um d\u00e9fice de efici\u00eancia de mil milh\u00f5es de d\u00f3lares nas opera\u00e7\u00f5es com elevada intensidade de ativos. As principais conclus\u00f5es incluem:<\/p>\n<ul data-start=\"1612\" data-end=\"1818\">\n<li data-start=\"1612\" data-end=\"1689\">\n<p data-start=\"1614\" data-end=\"1689\"><strong data-start=\"1614\" data-end=\"1621\">51%<\/strong> dos inquiridos destacaram problemas relacionados com a qualidade dos dados nas opera\u00e7\u00f5es de MRO.<\/p>\n<\/li>\n<li data-start=\"1690\" data-end=\"1751\">\n<p data-start=\"1692\" data-end=\"1751\"><strong data-start=\"1692\" data-end=\"1699\">49%<\/strong> foram detetadas inconsist\u00eancias nos dados mestre dos fornecedores.<\/p>\n<\/li>\n<li data-start=\"1752\" data-end=\"1818\">\n<p data-start=\"1754\" data-end=\"1818\"><strong data-start=\"1754\" data-end=\"1761\">26%<\/strong> identificou lacunas na visibilidade e na integra\u00e7\u00e3o da cadeia de abastecimento.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"1820\" data-end=\"2243\">Quase <strong data-start=\"1827\" data-end=\"1849\">60% dos inquiridos<\/strong> concordaram que dados precisos e fi\u00e1veis, processos documentados de forma sistem\u00e1tica e sistemas de software s\u00e3o essenciais para impulsionar melhorias operacionais nas fun\u00e7\u00f5es de gest\u00e3o da manuten\u00e7\u00e3o e de excel\u00eancia operacional.\u00a0<\/p>\n<p data-start=\"1820\" data-end=\"2243\">Al\u00e9m disso, <strong data-start=\"2071\" data-end=\"2105\">A 56% acredita nos sistemas baseados em IA<\/strong> pode desempenhar um papel corretivo, com <strong data-start=\"2139\" data-end=\"2176\">51%, referindo-se especificamente a agentes de IA<\/strong> como sendo eficaz na corre\u00e7\u00e3o de imprecis\u00f5es nos dados relacionados com a produ\u00e7\u00e3o.<\/p>\n<p data-start=\"2245\" data-end=\"2383\">Estas conclus\u00f5es sublinham a necessidade urgente de estrat\u00e9gias estruturadas em mat\u00e9ria de dados para otimizar as opera\u00e7\u00f5es de manuten\u00e7\u00e3o, aquisi\u00e7\u00e3o e gest\u00e3o de stocks.<\/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-39d1ea7 elementor-widget elementor-widget-image\" data-id=\"39d1ea7\" 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=\"721\" height=\"480\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/MRO-Data-Management-Insights.jpg\" class=\"attachment-large size-large wp-image-38188\" alt=\"Perspetivas sobre a gest\u00e3o de dados de MRO\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/MRO-Data-Management-Insights.jpg 721w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/MRO-Data-Management-Insights-300x200.jpg 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/MRO-Data-Management-Insights-18x12.jpg 18w\" sizes=\"(max-width: 721px) 100vw, 721px\" \/>\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-72ea710 e-flex e-con-boxed e-con e-parent\" data-id=\"72ea710\" 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-0d1d34c elementor-widget elementor-widget-heading\" data-id=\"0d1d34c\" 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=\"report-purpose\">Objetivo do relat\u00f3rio<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a9d9d6f elementor-widget elementor-widget-text-editor\" data-id=\"a9d9d6f\" 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 organiza\u00e7\u00f5es de todos os setores est\u00e3o sob uma press\u00e3o crescente para gerir os custos, melhorar a efici\u00eancia operacional e refor\u00e7ar a fiabilidade da cadeia de abastecimento. Os dados relativos \u00e0 manuten\u00e7\u00e3o, repara\u00e7\u00e3o e opera\u00e7\u00f5es (MRO), muitas vezes dispersos por v\u00e1rios sistemas e formatos, constituem frequentemente uma fonte de inefici\u00eancia, em vez de uma fonte de informa\u00e7\u00e3o \u00fatil.<\/p><p>Este relat\u00f3rio apresenta as conclus\u00f5es da iniciativa de investiga\u00e7\u00e3o da Verdantis, que visa quantificar o impacto das pr\u00e1ticas estruturadas de gest\u00e3o de dados de MRO na redu\u00e7\u00e3o de custos, na gest\u00e3o de invent\u00e1rio, na efici\u00eancia da manuten\u00e7\u00e3o e na otimiza\u00e7\u00e3o das aquisi\u00e7\u00f5es. Ao fornecer refer\u00eancias baseadas em dados concretos, o relat\u00f3rio ajuda as organiza\u00e7\u00f5es a compreender como a governa\u00e7\u00e3o de dados, a classifica\u00e7\u00e3o e as abordagens orientadas pela an\u00e1lise de dados contribuem para melhorias mensur\u00e1veis no desempenho operacional.<\/p><p>Os principais objetivos do relat\u00f3rio s\u00e3o:<\/p><ul><li>Estabelecer refer\u00eancias do setor para a redu\u00e7\u00e3o de custos baseada em dados no \u00e2mbito da manuten\u00e7\u00e3o, repara\u00e7\u00e3o e revis\u00e3o (MRO).<\/li><li>Para destacar as \u00e1reas em que as melhorias na governa\u00e7\u00e3o e na acessibilidade dos dados geram os maiores retornos.<\/li><li>Para apoiar a tomada de decis\u00f5es em iniciativas de transforma\u00e7\u00e3o digital, atualiza\u00e7\u00f5es de sistemas ERP e otimiza\u00e7\u00e3o da cadeia de abastecimento.<\/li><li>Capacitar os l\u00edderes empresariais e t\u00e9cnicos com estrat\u00e9gias baseadas em dados, com vista \u00e0 excel\u00eancia operacional sustent\u00e1vel.<\/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-a8f55bc elementor-widget elementor-widget-heading\" data-id=\"a8f55bc\" 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=\"survey-research-and-methodology\">Investiga\u00e7\u00e3o e Metodologia de Inqu\u00e9ritos<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d21b60 elementor-widget elementor-widget-text-editor\" data-id=\"1d21b60\" 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 conclus\u00f5es apresentadas neste relat\u00f3rio baseiam-se nos profundos conhecimentos da Verdantis, na sua vasta experi\u00eancia no setor e em dados validados, recolhidos atrav\u00e9s de inqu\u00e9ritos estruturados e auditorias operacionais. A nossa investiga\u00e7\u00e3o conta com o contributo de parcerias com <strong>mais de 100 clientes satisfeitos e mais de 1 700 especialistas do setor<\/strong>, abrangendo diversos setores, tais como a ind\u00fastria transformadora, a energia, a ind\u00fastria qu\u00edmica, os servi\u00e7os p\u00fablicos, a ind\u00fastria alimentar e de bebidas, entre outros. Ao longo de anos de experi\u00eancia na implementa\u00e7\u00e3o de solu\u00e7\u00f5es baseadas em dados, desenvolvemos estruturas, padr\u00f5es e metodologias que proporcionam, de forma consistente, melhorias operacionais e financeiras mensur\u00e1veis.<\/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-3b98ac8 elementor-widget elementor-widget-text-editor\" data-id=\"3b98ac8\" 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 conclus\u00f5es apresentadas neste relat\u00f3rio baseiam-se numa combina\u00e7\u00e3o de inqu\u00e9ritos estruturados, entrevistas e auditorias operacionais realizadas junto de um conjunto diversificado de organiza\u00e7\u00f5es industriais. Os m\u00e9todos de recolha de dados inclu\u00edram:<\/p><ul><li><strong>Inqu\u00e9ritos aos clientes:<\/strong> Inqu\u00e9ritos quantitativos distribu\u00eddos \u00e0s equipas de manuten\u00e7\u00e3o, aquisi\u00e7\u00f5es e opera\u00e7\u00f5es em diversos setores.<\/li><li><strong>Auditorias operacionais:<\/strong> An\u00e1lise dos n\u00edveis de stock, registos de paragens e registos de aquisi\u00e7\u00f5es, com vista a identificar inefici\u00eancias.<\/li><li><strong>Entrevistas:<\/strong> Conversas com executivos de topo e respons\u00e1veis t\u00e9cnicos para compreender os desafios, as pr\u00e1ticas e os modelos de governa\u00e7\u00e3o de dados.<\/li><li><strong>An\u00e1lise comparativa:<\/strong> Compara\u00e7\u00f5es entre setores para validar as tend\u00eancias e os padr\u00f5es observados nos dados.<\/li><\/ul><p>Todos os dados foram anonimizados e agregados para garantir a confidencialidade. Os instrumentos do inqu\u00e9rito e da auditoria foram revistos por especialistas na mat\u00e9ria da Verdantis e validados com base no feedback dos pain\u00e9is consultivos dos clientes.<\/p><p><strong>M\u00e9todos de Investiga\u00e7\u00e3o<\/strong><\/p><p>A abordagem da investiga\u00e7\u00e3o combinou metodologias qualitativas e quantitativas para garantir a solidez e a relev\u00e2ncia pr\u00e1tica:<\/p><ol><li><strong>Triangula\u00e7\u00e3o de dados:<\/strong> Combinar respostas a inqu\u00e9ritos, dados de auditoria e entrevistas a especialistas para confirmar as conclus\u00f5es e reduzir o enviesamento.<\/li><li><strong>Modela\u00e7\u00e3o baseada em cen\u00e1rios:<\/strong> Aplica\u00e7\u00e3o de intervalos vari\u00e1veis de valores de entrada (por exemplo, taxa de acerto de 5\u201371 TP3T, custos de inatividade) para simular melhorias potenciais em condi\u00e7\u00f5es operacionais reais.<\/li><li><strong>An\u00e1lise de tend\u00eancias:<\/strong> Identificar padr\u00f5es em v\u00e1rios clientes, setores e regi\u00f5es para estabelecer refer\u00eancias escal\u00e1veis.<\/li><li><strong>Avalia\u00e7\u00e3o comparativa:<\/strong> Comparar os resultados espec\u00edficos de cada cliente com as m\u00e9dias do setor e com as normas operacionais validadas.<\/li><li><strong>Valida\u00e7\u00e3o cont\u00ednua:<\/strong> Revis\u00e3o regular das metodologias e dos resultados, a fim de garantir a adequa\u00e7\u00e3o \u00e0s necessidades em constante evolu\u00e7\u00e3o do setor e \u00e0s tecnologias emergentes.<\/li><\/ol>\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-e0ef76c elementor-widget elementor-widget-heading\" data-id=\"e0ef76c\" 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 demogr\u00e1ficos<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ec3f0ca elementor-widget elementor-widget-text-editor\" data-id=\"ec3f0ca\" 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 inqu\u00e9rito recolheu respostas de um vasto leque de fun\u00e7\u00f5es organizacionais, setores e regi\u00f5es geogr\u00e1ficas, de modo a garantir que os resultados sejam representativos e pass\u00edveis de aplica\u00e7\u00e3o pr\u00e1tica.<\/p><p><strong>Distribui\u00e7\u00e3o geogr\u00e1fica<\/strong><\/p><ul><li><p><strong>Estados Unidos:<\/strong> 68%<\/p><\/li><li><p><strong>Europa:<\/strong> 15%<\/p><\/li><li><p><strong>M\u00e9dio Oriente e \u00c1frica:<\/strong> 8%<\/p><\/li><li><p><strong>\u00c1sia-Pac\u00edfico:<\/strong> 10%<\/p><\/li><\/ul><p><strong>Dimens\u00e3o da organiza\u00e7\u00e3o<\/strong><\/p><ul><li><p>Receitas inferiores a $500 milh\u00f5es: 23%<\/p><\/li><li><p>$500 milh\u00f5es \u2013 $1 mil milh\u00f5es: 19%<\/p><\/li><li><p>$1 mil milh\u00f5es \u2013 $5 mil milh\u00f5es: 24%<\/p><\/li><li><p>Mais de $5 mil milh\u00f5es: 33%<\/p><\/li><\/ul><p><strong>Dura\u00e7\u00e3o do compromisso<\/strong><\/p><ul><li><p>Mais de 5 anos: 40%<\/p><\/li><li><p>2\u20135 anos: 35%<\/p><\/li><li><p>Menos de 2 anos: 25%<\/p><\/li><\/ul><p><strong>Fun\u00e7\u00f5es dos participantes<\/strong><\/p><table width=\"380\"><tbody><tr><td width=\"235\"><p>Fun\u00e7\u00e3o<\/p><\/td><td width=\"145\"><p>Percentagem<\/p><\/td><\/tr><tr><td><p>Gest\u00e3o de ativos<\/p><\/td><td><p>8.87%<\/p><\/td><\/tr><tr><td><p>Conformidade e Gest\u00e3o de Risco<\/p><\/td><td><p>9.92%<\/p><\/td><\/tr><tr><td><p>Governan\u00e7a de Dados \/ MDM<\/p><\/td><td><p>8.72%<\/p><\/td><\/tr><tr><td><p>Engenharia<\/p><\/td><td><p>10.28%<\/p><\/td><\/tr><tr><td><p>TI \/ Transforma\u00e7\u00e3o Digital<\/p><\/td><td><p>8.52%<\/p><\/td><\/tr><tr><td><p>Manuten\u00e7\u00e3o e Opera\u00e7\u00f5es<\/p><\/td><td><p>8.62%<\/p><\/td><\/tr><tr><td><p>Excel\u00eancia Operacional<\/p><\/td><td><p>7.82%<\/p><\/td><\/tr><tr><td><p>Outros<\/p><\/td><td><p>9.07%<\/p><\/td><\/tr><tr><td><p>Aquisi\u00e7\u00f5es e Abastecimento<\/p><\/td><td><p>9.42%<\/p><\/td><\/tr><tr><td><p>Qualidade e Garantia<\/p><\/td><td><p>9.12%<\/p><\/td><\/tr><tr><td><p>Cadeia de Abastecimento e Log\u00edstica<\/p><\/td><td><p>9.62%<\/p><\/td><\/tr><\/tbody><\/table><p><strong>Setores representados<\/strong><\/p><table width=\"340\"><tbody><tr><td width=\"170\"><p>Ind\u00fastria<\/p><\/td><td width=\"170\"><p>Percentagem<\/p><\/td><\/tr><tr><td><p>Agricultura<\/p><\/td><td><p>5%<\/p><\/td><\/tr><tr><td><p>Componentes auxiliares para a ind\u00fastria autom\u00f3vel<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Materiais de constru\u00e7\u00e3o<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Produ\u00e7\u00e3o de produtos qu\u00edmicos<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Bens de grande consumo<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Alimenta\u00e7\u00e3o e Bebidas<\/p><\/td><td><p>5%<\/p><\/td><\/tr><tr><td><p>Maquinaria industrial<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Produ\u00e7\u00e3o<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Transforma\u00e7\u00e3o de carne<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Metalurgia, Minera\u00e7\u00e3o e Minerais<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Petr\u00f3leo, G\u00e1s e Energia<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Outros<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Papel, Pl\u00e1stico e Embalagens<\/p><\/td><td><p>7%<\/p><\/td><\/tr><tr><td><p>Produtos para animais de estima\u00e7\u00e3o<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Pneus e Borracha<\/p><\/td><td><p>5%<\/p><\/td><\/tr><tr><td><p>Servi\u00e7os p\u00fablicos<\/p><\/td><td><p>6%<\/p><\/td><\/tr><tr><td><p>Fios e cabos<\/p><\/td><td><p>6%<\/p><\/td><\/tr><\/tbody><\/table><p>A diversidade de setores garante que as conclus\u00f5es sejam aplic\u00e1veis a um amplo leque de ambientes operacionais, modelos de cadeia de abastecimento e n\u00edveis de maturidade dos dados.<\/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-143c862 elementor-widget elementor-widget-heading\" data-id=\"143c862\" 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\">Principais conclus\u00f5es da investiga\u00e7\u00e3o<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5aa7193 elementor-widget elementor-widget-text-editor\" data-id=\"5aa7193\" 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> Preven\u00e7\u00e3o de custos de invent\u00e1rio \u2013 Reduzir o desperd\u00edcio e melhorar a disponibilidade<\/strong><\/li><\/ol><p>A m\u00e1 gest\u00e3o do invent\u00e1rio conduz a compras desnecess\u00e1rias e ao excesso de stock. A nossa investiga\u00e7\u00e3o revela que:<\/p><ul><li><strong>Despesa m\u00e9dia anual com MRO por organiza\u00e7\u00e3o:<\/strong> $750 milh\u00f5es<\/li><li><strong>Compras duplicadas devido \u00e0 fraca precis\u00e3o dos dados:<\/strong> 5-7%<\/li><li><strong>Potencial de poupan\u00e7a pontual resultante da redu\u00e7\u00e3o de exist\u00eancias:<\/strong> <strong>$37,5M \u2013 $52,5M<\/strong><\/li><li><strong>Poupan\u00e7as nas despesas gerais na gest\u00e3o das lojas:<\/strong> <strong>$3M \u2013 $6,3M por ano<\/strong><\/li><\/ul><p><strong>Perspetivas:<\/strong><br \/>As organiza\u00e7\u00f5es que melhoraram a classifica\u00e7\u00e3o e a visibilidade do stock existente reduziram significativamente as encomendas duplicadas. A melhoria das taxas de disponibilidade de stock permitiu um abastecimento mais r\u00e1pido a partir dos armaz\u00e9ns existentes, reduzindo tanto os custos como o tempo de aquisi\u00e7\u00e3o.<\/p><ol start=\"2\"><li><strong> Redu\u00e7\u00e3o dos custos de manuten\u00e7\u00e3o de stock \u2013 Otimiza\u00e7\u00e3o do stock dispon\u00edvel<\/strong><\/li><\/ol><p>O excesso de stock implica capital imobilizado e custos de armazenamento. A nossa an\u00e1lise revela que:<\/p><ul><li><strong>Avalia\u00e7\u00e3o m\u00e9dia do stock:<\/strong> $1,5 mil milh\u00f5es<\/li><li><strong>Oportunidades de redu\u00e7\u00e3o:<\/strong> 5-7% dos n\u00edveis de stock<\/li><li><strong>Poupan\u00e7as decorrentes de uma redu\u00e7\u00e3o pontual:<\/strong> <strong>$75M \u2013 $105M<\/strong><\/li><li><strong>Poupan\u00e7as recorrentes nas despesas gerais:<\/strong> <strong>$7,5M \u2013 $15,75M por ano<\/strong><\/li><\/ul><p><strong>Perspetivas:<\/strong><br \/>Uma melhor classifica\u00e7\u00e3o baseada em dados permitiu \u00e0s organiza\u00e7\u00f5es retirar pe\u00e7as obsoletas, otimizar os pontos de reabastecimento e adotar estrat\u00e9gias de gest\u00e3o de stocks orientadas pela procura, reduzindo os custos de manuten\u00e7\u00e3o de stock sem comprometer os n\u00edveis de servi\u00e7o.<\/p><ol start=\"3\"><li><strong> Redu\u00e7\u00e3o do tempo de inatividade devido \u00e0 falta de stock \u2013 Melhoria da continuidade operacional<\/strong><\/li><\/ol><p>O tempo de inatividade n\u00e3o planeado \u00e9 um dos principais fatores de custos ocultos nas opera\u00e7\u00f5es industriais. A nossa investiga\u00e7\u00e3o revelou que:<\/p><ul><li><strong>M\u00e9dia de rupturas de stock por ano:<\/strong> 52<\/li><li><strong>Tempo de inatividade por evento:<\/strong> 1 a 2 horas<\/li><li><strong>Custo por hora de inatividade:<\/strong> $50,000<\/li><li><strong>Exposi\u00e7\u00e3o anual aos custos decorrentes de paragens:<\/strong> <strong>$26M \u2013 $52M<\/strong><\/li><li><strong>Potencial de redu\u00e7\u00e3o do tempo de inatividade:<\/strong> 25-50%<\/li><li><strong>Poupan\u00e7as anuais decorrentes da redu\u00e7\u00e3o do tempo de inatividade:<\/strong> <strong>$6,5M \u2013 $26M<\/strong><\/li><\/ul><p><strong>Perspetivas:<\/strong><br \/>Uma maior precis\u00e3o dos dados e uma melhor classifica\u00e7\u00e3o ajudaram as equipas de manuten\u00e7\u00e3o a prever os riscos de ruptura de stock e a dar resposta de forma proativa \u00e0s necessidades de reabastecimento. As empresas que investiram em alertas baseados em dados e na visibilidade do invent\u00e1rio registaram menos tempo de inatividade e uma maior disponibilidade do equipamento.<\/p><ol start=\"4\"><li><strong> Melhoria da produtividade do pessoal respons\u00e1vel pelos materiais \u2013 Redu\u00e7\u00e3o do desperd\u00edcio de tempo<\/strong><\/li><\/ol><p>As equipas de engenharia e manuten\u00e7\u00e3o perdem frequentemente horas valiosas \u00e0 procura de pe\u00e7as ou a corrigir dados imprecisos.<\/p><ul><li><strong>Tempo de trabalho desperdi\u00e7ado anualmente:<\/strong> 1 200 \u2013 2 000 horas<\/li><li><strong>Custo hor\u00e1rio da m\u00e3o-de-obra:<\/strong> $70 \u2013 $85<\/li><li><strong>Potencial de poupan\u00e7a em termos de produtividade:<\/strong> <strong>$84K \u2013 $170K por ano<\/strong><\/li><\/ul><p><strong>Perspetivas:<\/strong><br \/>As organiza\u00e7\u00f5es que adotaram fluxos de trabalho baseados em dados estruturados e sistemas centralizados de informa\u00e7\u00e3o sobre pe\u00e7as sobressalentes reduziram o tempo dedicado a pesquisas e reconcilia\u00e7\u00f5es manuais, o que resultou numa maior efici\u00eancia operacional e numa maior satisfa\u00e7\u00e3o dos colaboradores.<\/p><ol start=\"5\"><li><strong> Aprovisionamento Estrat\u00e9gico \u2013 Aproveitar as sinergias nas aquisi\u00e7\u00f5es<\/strong><\/li><\/ol><p>As inefici\u00eancias no processo de aquisi\u00e7\u00e3o, especialmente no que diz respeito a compras fora de cat\u00e1logo e \u00e0 agrega\u00e7\u00e3o n\u00e3o estruturada da procura, conduzem a custos mais elevados e a uma m\u00e1 gest\u00e3o dos fornecedores.<\/p><ul><li><strong>Despesas fora do cat\u00e1logo que podem ser influenciadas:<\/strong> 10-15%<\/li><li><strong>Oportunidades de melhoria:<\/strong> Redu\u00e7\u00e3o 15-20%<\/li><li><strong>Potencial de agrega\u00e7\u00e3o da procura:<\/strong> 10-15%<\/li><li><strong>Poupan\u00e7as decorrentes de um melhor aprovisionamento:<\/strong> <strong>$22,5M \u2013 $45M por ano<\/strong><\/li><\/ul><p><strong>Perspetivas:<\/strong><br \/>Com uma melhor gest\u00e3o dos dados e maior visibilidade, as organiza\u00e7\u00f5es agregaram as suas necessidades, identificaram oportunidades estrat\u00e9gicas de aprovisionamento e reduziram a depend\u00eancia de compras de emerg\u00eancia de custo elevado, otimizando assim as negocia\u00e7\u00f5es com os fornecedores e os contratos.<\/p><p><strong>Impacto financeiro consolidado<\/strong><\/p><table><thead><tr><td><p><strong>\u00c1rea<\/strong><\/p><\/td><td><p><strong>Tipo de poupan\u00e7a<\/strong><\/p><\/td><td><p><strong>Poupan\u00e7a m\u00ednima<\/strong><\/p><\/td><td><p><strong>M\u00e1xima poupan\u00e7a<\/strong><\/p><\/td><\/tr><\/thead><tbody><tr><td><p>Preven\u00e7\u00e3o de excessos de stock<\/p><\/td><td><p>\u00danico<\/p><\/td><td><p>$37,5M<\/p><\/td><td><p>$52,5M<\/p><\/td><\/tr><tr><td><p>Despesas gerais de invent\u00e1rio<\/p><\/td><td><p>Recorrente<\/p><\/td><td><p>$3M<\/p><\/td><td><p>$6.3M<\/p><\/td><\/tr><tr><td><p>Redu\u00e7\u00e3o de exist\u00eancias<\/p><\/td><td><p>\u00danico<\/p><\/td><td><p>$75M<\/p><\/td><td><p>$105M<\/p><\/td><\/tr><tr><td><p>Manuten\u00e7\u00e3o de exist\u00eancias<\/p><\/td><td><p>Recorrente<\/p><\/td><td><p>$7,5M<\/p><\/td><td><p>$15,75M<\/p><\/td><\/tr><tr><td><p>Tempo de inatividade<\/p><\/td><td><p>Recorrente<\/p><\/td><td><p>$6,5M<\/p><\/td><td><p>$26M<\/p><\/td><\/tr><tr><td><p>Produtividade<\/p><\/td><td><p>Recorrente<\/p><\/td><td><p>$0,08M<\/p><\/td><td><p>$0.17M<\/p><\/td><\/tr><tr><td><p>Aprovisionamento Estrat\u00e9gico<\/p><\/td><td><p>Recorrente<\/p><\/td><td><p>$22,5M<\/p><\/td><td><p>$45M<\/p><\/td><\/tr><tr><td><p><strong>Poupan\u00e7a total no 1.\u00ba ano<\/strong><\/p><\/td><td><p>Misto<\/p><\/td><td><p><strong>$671M<\/strong><\/p><\/td><td><p><strong>$1.12B<\/strong><\/p><\/td><\/tr><\/tbody><\/table><p>\u00a0<\/p><p>Para al\u00e9m da otimiza\u00e7\u00e3o do invent\u00e1rio, da redu\u00e7\u00e3o do tempo de inatividade e das melhorias no aprovisionamento, a nossa investiga\u00e7\u00e3o revelou v\u00e1rios desafios subjacentes que as organiza\u00e7\u00f5es enfrentam na gest\u00e3o das opera\u00e7\u00f5es de MRO. Estes desafios acarretam riscos significativos em termos de custos, efici\u00eancia e conformidade \u2013 e destacam a raz\u00e3o pela qual s\u00e3o essenciais abordagens estruturadas e baseadas em dados.<\/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-c97744a elementor-widget elementor-widget-heading\" data-id=\"c97744a\" 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\">Aproveitar as tecnologias inteligentes para a manuten\u00e7\u00e3o, repara\u00e7\u00e3o e revis\u00e3o (MRO)<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f05b4fc e-flex e-con-boxed e-con e-parent\" data-id=\"f05b4fc\" 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-e3466b8 elementor-widget elementor-widget-text-editor\" data-id=\"e3466b8\" 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=\"2434\" data-end=\"2561\">As estrat\u00e9gias estruturadas de dados de MRO tiram partido da tecnologia e da an\u00e1lise de dados para fornecer informa\u00e7\u00f5es \u00fateis e em tempo real em todas as opera\u00e7\u00f5es:<\/p><ul data-start=\"2563\" data-end=\"2739\"><li data-start=\"2563\" data-end=\"2617\"><p data-start=\"2565\" data-end=\"2617\">Plataformas de gest\u00e3o de invent\u00e1rio e ferramentas de an\u00e1lise<\/p><\/li><li data-start=\"2618\" data-end=\"2652\"><p data-start=\"2620\" data-end=\"2652\">Sistemas de gest\u00e3o da manuten\u00e7\u00e3o<\/p><\/li><li data-start=\"2653\" data-end=\"2691\"><p data-start=\"2655\" data-end=\"2691\">Plataformas de aquisi\u00e7\u00e3o e abastecimento<\/p><\/li><li data-start=\"2692\" data-end=\"2739\"><p data-start=\"2694\" data-end=\"2739\">Sensores de IoT, telem\u00e1tica e localiza\u00e7\u00e3o de ativos<\/p><\/li><\/ul><p data-start=\"2741\" data-end=\"2846\">Ao transformar processos fragmentados e manuais em fluxos de trabalho integrados e orientados por dados, as organiza\u00e7\u00f5es podem:<\/p><ul data-start=\"2848\" data-end=\"3085\"><li data-start=\"2848\" data-end=\"2903\"><p data-start=\"2850\" data-end=\"2903\">Prever a falta de stock e gerir o invent\u00e1rio de forma proativa<\/p><\/li><li data-start=\"2904\" data-end=\"2967\"><p data-start=\"2906\" data-end=\"2967\">Otimizar os planos de manuten\u00e7\u00e3o para reduzir o tempo de inatividade n\u00e3o planeado<\/p><\/li><li data-start=\"2968\" data-end=\"3025\"><p data-start=\"2970\" data-end=\"3025\">Optimizar o processo de aquisi\u00e7\u00e3o e identificar despesas fora do cat\u00e1logo<\/p><\/li><li data-start=\"3026\" data-end=\"3085\"><p data-start=\"3028\" data-end=\"3085\">Aumentar a produtividade da for\u00e7a de trabalho atrav\u00e9s da centraliza\u00e7\u00e3o dos dados de MRO<\/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-a2bc552 e-flex e-con-boxed e-con e-parent\" data-id=\"a2bc552\" 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-19723a5 elementor-widget elementor-widget-heading\" data-id=\"19723a5\" 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\">Principais \u00e1reas de impacto<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5baacda e-flex e-con-boxed e-con e-parent\" data-id=\"5baacda\" 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-d6d997a elementor-widget elementor-widget-text-editor\" data-id=\"d6d997a\" 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<h3 data-start=\"3118\" data-end=\"3193\" id=\"1-inventory-optimization-reducing-waste-and-improving-availability\"><strong><span style=\"color: #333333;\">1. Otimiza\u00e7\u00e3o do invent\u00e1rio \u2013 Redu\u00e7\u00e3o do desperd\u00edcio e melhoria da disponibilidade<\/span><\/strong><\/h3>\n<p data-start=\"3194\" data-end=\"3401\">As compras duplicadas e o excesso de stock imobilizam capital e aumentam os custos. Um estudo da Verdantis revela que uma melhor classifica\u00e7\u00e3o e visibilidade podem reduzir as encomendas duplicadas e melhorar a efici\u00eancia do aprovisionamento.<\/p>\n<h3 data-start=\"3403\" data-end=\"3465\" id=\"2-downtime-reduction-enhancing-operational-continuity\">2. Redu\u00e7\u00e3o do tempo de inatividade \u2013 Melhoria da continuidade operacional<\/h3>\n<p data-start=\"3466\" data-end=\"3570\">O tempo de inatividade n\u00e3o planeado devido a inefici\u00eancias na manuten\u00e7\u00e3o, repara\u00e7\u00e3o e revis\u00e3o (MRO) continua a ser um fator de custo significativo. Os dados do inqu\u00e9rito indicam que:<\/p>\n<ul data-start=\"3572\" data-end=\"3801\">\n<li data-start=\"3572\" data-end=\"3672\">\n<p data-start=\"3574\" data-end=\"3672\"><strong data-start=\"3574\" data-end=\"3599\">50,78% dos inquiridos<\/strong> experi\u00eancia <strong data-start=\"3611\" data-end=\"3669\">25\u201350% ou mais de tempo de inatividade devido a problemas de qualidade dos dados de MRO<\/strong>.<\/p>\n<\/li>\n<li data-start=\"3673\" data-end=\"3801\">\n<p data-start=\"3675\" data-end=\"3801\">As estrat\u00e9gias estruturadas de gest\u00e3o de dados de MRO permitem a manuten\u00e7\u00e3o preditiva e o reabastecimento proativo, de modo a minimizar as interrup\u00e7\u00f5es na produ\u00e7\u00e3o.<\/p>\n<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eaf35d4 elementor-widget elementor-widget-image\" data-id=\"eaf35d4\" 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=\"687\" height=\"377\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/MRO-data-improvement-areas.jpg\" class=\"attachment-large size-large wp-image-38189\" alt=\"\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/MRO-data-improvement-areas.jpg 687w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/MRO-data-improvement-areas-300x165.jpg 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/MRO-data-improvement-areas-18x10.jpg 18w\" sizes=\"(max-width: 687px) 100vw, 687px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3cb2e19 elementor-widget elementor-widget-text-editor\" data-id=\"3cb2e19\" 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<h3 data-start=\"3803\" data-end=\"3866\" id=\"3-supplier-and-procurement-data-reducing-risk-and-cost\">3. Dados relativos a fornecedores e aquisi\u00e7\u00f5es \u2013 Redu\u00e7\u00e3o do risco e dos custos<\/h3>\n<p data-start=\"3867\" data-end=\"3947\">A fragmenta\u00e7\u00e3o dos dados dos fornecedores conduz a excedentes de custos e a inefici\u00eancias na cadeia de abastecimento:<\/p>\n<ul data-start=\"3949\" data-end=\"4124\">\n<li data-start=\"3949\" data-end=\"4032\">\n<p data-start=\"3951\" data-end=\"4032\"><strong data-start=\"3951\" data-end=\"3976\">49,171 TP3T dos inquiridos<\/strong> encontram frequentemente inconsist\u00eancias nos registos dos fornecedores.<\/p>\n<\/li>\n<li data-start=\"4033\" data-end=\"4124\">\n<p data-start=\"4035\" data-end=\"4124\"><strong data-start=\"4035\" data-end=\"4082\">O relat\u00f3rio 26% aponta a falta de integra\u00e7\u00e3o da cadeia de abastecimento<\/strong> como um obst\u00e1culo \u00e0 efici\u00eancia operacional.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"4126\" data-end=\"4275\">Dados estruturados e validados sobre fornecedores permitem \u00e0s organiza\u00e7\u00f5es consolidar a procura, negociar melhores contratos e reduzir os custos com aquisi\u00e7\u00f5es de emerg\u00eancia.<\/p>\n<h3 data-start=\"4277\" data-end=\"4329\" id=\"4-workforce-productivity-streamlining-tasks\">4. Produtividade da for\u00e7a de trabalho \u2013 Racionaliza\u00e7\u00e3o das tarefas<\/h3>\n<p data-start=\"4330\" data-end=\"4581\">As equipas de engenharia e manuten\u00e7\u00e3o desperdi\u00e7am frequentemente horas a conciliar registos imprecisos ou a localizar materiais. A centraliza\u00e7\u00e3o dos dados de MRO reduz o trabalho manual e permite uma tomada de decis\u00f5es mais r\u00e1pida, melhorando tanto a efici\u00eancia operacional como a satisfa\u00e7\u00e3o dos colaboradores.<\/p>\n<h3 data-start=\"4583\" data-end=\"4643\" id=\"5-ai-adoption-correcting-data-and-enabling-insights\">5. Ado\u00e7\u00e3o da IA \u2013 Corre\u00e7\u00e3o de dados e obten\u00e7\u00e3o de insights<\/h3>\n<p data-start=\"4644\" data-end=\"4694\">Apesar dos desafios, a ado\u00e7\u00e3o da IA est\u00e1 a acelerar:<\/p>\n<ul data-start=\"4696\" data-end=\"4874\">\n<li data-start=\"4696\" data-end=\"4806\">\n<p data-start=\"4698\" data-end=\"4806\"><strong data-start=\"4698\" data-end=\"4720\">56% dos inquiridos<\/strong> j\u00e1 implementaram a IA ou est\u00e3o a testar sistemas de IA com vista a melhorias operacionais.<\/p>\n<\/li>\n<li data-start=\"4807\" data-end=\"4874\">\n<p data-start=\"4809\" data-end=\"4874\"><strong data-start=\"4809\" data-end=\"4835\">O 51% baseia-se em dados fi\u00e1veis<\/strong> para impulsionar a tomada de decis\u00f5es baseada na IA.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"4876\" data-end=\"5011\">A an\u00e1lise e a automatiza\u00e7\u00e3o baseadas em IA ajudam a corrigir erros nos dados, a identificar anomalias e a otimizar os processos de manuten\u00e7\u00e3o e aquisi\u00e7\u00e3o.<\/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-37c7710 e-con-full e-flex e-con e-child\" data-id=\"37c7710\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-6f236d8 e-con-full e-flex e-con e-child\" data-id=\"6f236d8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-89b2cba e-con-full e-flex e-con e-child\" data-id=\"89b2cba\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-078645c e-con-full e-flex e-con e-child\" data-id=\"078645c\" 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-eff234c e-con-full e-flex e-con e-child\" data-id=\"eff234c\" 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-b673aeb elementor-widget__width-auto elementor-widget elementor-widget-image\" data-id=\"b673aeb\" 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=\"60\" height=\"60\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1.png\" class=\"attachment-full size-full wp-image-34099\" alt=\"\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1.png 60w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1-12x12.png 12w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1-24x24.png 24w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1-48x48.png 48w\" sizes=\"(max-width: 60px) 100vw, 60px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a1eef1f e-con-full e-flex e-con e-child\" data-id=\"a1eef1f\" 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-72b28cc elementor-widget elementor-widget-heading\" data-id=\"72b28cc\" 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\">Maximizar o ROI a partir dos dados de MRO: Dados de investiga\u00e7\u00e3o da Verdantis<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-de33381 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"de33381\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f80f98a open-form-btn elementor-widget elementor-widget-heading\" data-id=\"f80f98a\" 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\"><a href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM4NDAxIiwidG9nZ2xlIjpmYWxzZX0%3D\">Descarregar <\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-587df2f download-pdf-btn elementor-widget elementor-widget-heading\" data-id=\"587df2f\" 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\"><a href=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Verdantis-Solution-Brochure.pdf\">O DOWNLOAD EST\u00c1 PRONTO<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\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-097d9f5 e-flex e-con-boxed e-con e-parent\" data-id=\"097d9f5\" 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-a6b0658 elementor-widget elementor-widget-heading\" data-id=\"a6b0658\" 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=\"challenges-and-opportunities\">Desafios e Oportunidades<\/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-ca04ee0 e-flex e-con-boxed e-con e-parent\" data-id=\"ca04ee0\" 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-e25e0ba elementor-widget elementor-widget-text-editor\" data-id=\"e25e0ba\" 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<h3 data-start=\"5051\" data-end=\"5074\" id=\"poor-data-quality\">Baixa qualidade dos dados<\/h3>\n<ul data-start=\"5075\" data-end=\"5313\">\n<li data-start=\"5075\" data-end=\"5159\">\n<p data-start=\"5077\" data-end=\"5159\"><strong data-start=\"5077\" data-end=\"5090\">Tempo de inatividade:<\/strong> O 50.78% sofreu um grave per\u00edodo de inatividade relacionado com a manuten\u00e7\u00e3o, repara\u00e7\u00e3o e revis\u00e3o (MRO) devido a problemas com os dados.<\/p>\n<\/li>\n<li data-start=\"5160\" data-end=\"5236\">\n<p data-start=\"5162\" data-end=\"5236\"><strong data-start=\"5162\" data-end=\"5183\">Registos de fornecedores:<\/strong> 49.17% depara-se frequentemente com erros nos dados mestre dos fornecedores.<\/p>\n<\/li>\n<li data-start=\"5237\" data-end=\"5313\">\n<p data-start=\"5239\" data-end=\"5313\"><strong data-start=\"5239\" data-end=\"5267\">Visibilidade da cadeia de abastecimento:<\/strong> O 26% carece de dados integrados entre as opera\u00e7\u00f5es.<\/p>\n<\/li>\n<\/ul>\n<h3 data-start=\"5315\" data-end=\"5337\" id=\"manual-processes\">Processos manuais<\/h3>\n<ul data-start=\"5338\" data-end=\"5490\">\n<li data-start=\"5338\" data-end=\"5428\">\n<p data-start=\"5340\" data-end=\"5428\">Mais de <strong data-start=\"5345\" data-end=\"5373\">60% das equipas de manuten\u00e7\u00e3o<\/strong> ainda dependem de folhas de c\u00e1lculo ou de papel para as ordens de trabalho.<\/p>\n<\/li>\n<li data-start=\"5429\" data-end=\"5490\">\n<p data-start=\"5431\" data-end=\"5490\">O acompanhamento manual d\u00e1 origem a atrasos, erros e trabalho repetido.<\/p>\n<\/li>\n<\/ul>\n<h3 data-start=\"5492\" data-end=\"5536\" id=\"ai-and-digital-transformation-barriers\">Barreiras \u00e0 IA e \u00e0 transforma\u00e7\u00e3o digital<\/h3>\n<ul data-start=\"5537\" data-end=\"5644\">\n<li data-start=\"5537\" data-end=\"5644\">\n<p data-start=\"5539\" data-end=\"5644\">Os dados fragmentados ou n\u00e3o estruturados limitam a efic\u00e1cia da IA, apesar do interesse generalizado e dos programas-piloto.<\/p>\n<\/li>\n<\/ul>\n<h3 data-start=\"5646\" data-end=\"5684\" id=\"operational-and-workforce-impact\">Impacto operacional e na for\u00e7a de trabalho<\/h3>\n<ul data-start=\"5685\" data-end=\"5871\">\n<li data-start=\"5685\" data-end=\"5759\">\n<p data-start=\"5687\" data-end=\"5759\">O 60% apresenta uma maior efici\u00eancia quando s\u00e3o utilizados dados limpos e estruturados.<\/p>\n<\/li>\n<li data-start=\"5760\" data-end=\"5871\">\n<p data-start=\"5762\" data-end=\"5871\">O acesso deficiente aos dados frustra 58% de t\u00e9cnicos e engenheiros, afetando negativamente a produtividade e o moral.<\/p>\n<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d446b6 elementor-widget elementor-widget-image\" data-id=\"3d446b6\" 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=\"450\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/Key-Outcomes-of-High-Quality-Procurement-Data-2-1024x576.jpg\" class=\"attachment-large size-large wp-image-38230\" alt=\"Perspetivas Operacionais de MRO\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/Key-Outcomes-of-High-Quality-Procurement-Data-2-1024x576.jpg 1024w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/Key-Outcomes-of-High-Quality-Procurement-Data-2-300x169.jpg 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/Key-Outcomes-of-High-Quality-Procurement-Data-2-768x432.jpg 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/Key-Outcomes-of-High-Quality-Procurement-Data-2-1536x864.jpg 1536w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/Key-Outcomes-of-High-Quality-Procurement-Data-2-18x10.jpg 18w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/09\/Key-Outcomes-of-High-Quality-Procurement-Data-2.jpg 1920w\" 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-1fe2240 e-flex e-con-boxed e-con e-parent\" data-id=\"1fe2240\" 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-9bffd7a elementor-widget elementor-widget-heading\" data-id=\"9bffd7a\" 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=\"strategic-benefits-of-data-driven-mro-strategies\">Benef\u00edcios estrat\u00e9gicos das estrat\u00e9gias de MRO baseadas em dados<\/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-5e45f52 e-flex e-con-boxed e-con e-parent\" data-id=\"5e45f52\" 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-e0d3ad7 elementor-widget elementor-widget-text-editor\" data-id=\"e0d3ad7\" 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<table class=\"w-fit min-w-(--thread-content-width)\" data-start=\"5936\" data-end=\"6729\"><thead data-start=\"5936\" data-end=\"5976\"><tr data-start=\"5936\" data-end=\"5976\"><th data-start=\"5936\" data-end=\"5943\" data-col-size=\"sm\">\u00c1rea<\/th><th data-start=\"5943\" data-end=\"5956\" data-col-size=\"md\">Impacto principal<\/th><th data-start=\"5956\" data-end=\"5976\" data-col-size=\"md\">Perspetivas do inqu\u00e9rito<\/th><\/tr><\/thead><tbody data-start=\"6018\" data-end=\"6729\"><tr data-start=\"6018\" data-end=\"6156\"><td data-start=\"6018\" data-end=\"6043\" data-col-size=\"sm\">Otimiza\u00e7\u00e3o do invent\u00e1rio<\/td><td data-start=\"6043\" data-end=\"6087\" data-col-size=\"md\">Redu\u00e7\u00e3o das encomendas duplicadas e do excesso de stock<\/td><td data-start=\"6087\" data-end=\"6156\" data-col-size=\"md\">A 51% refere problemas com os dados de MRO; a classifica\u00e7\u00e3o melhorada reduz o desperd\u00edcio<\/td><\/tr><tr data-start=\"6157\" data-end=\"6309\"><td data-start=\"6157\" data-end=\"6178\" data-col-size=\"sm\">Redu\u00e7\u00e3o do tempo de inatividade<\/td><td data-start=\"6178\" data-end=\"6235\" data-col-size=\"md\">Menos paragens n\u00e3o planeadas e maior disponibilidade dos ativos<\/td><td data-start=\"6235\" data-end=\"6309\" data-col-size=\"md\">50.78% afetado pela m\u00e1 qualidade dos dados de MRO; os sistemas preditivos reduzem o tempo de inatividade<\/td><\/tr><tr data-start=\"6310\" data-end=\"6430\"><td data-start=\"6310\" data-end=\"6335\" data-col-size=\"sm\">Precis\u00e3o dos dados dos fornecedores<\/td><td data-start=\"6335\" data-end=\"6378\" data-col-size=\"md\">Melhoria na gest\u00e3o de aquisi\u00e7\u00f5es e na efici\u00eancia de custos<\/td><td data-start=\"6378\" data-end=\"6430\" data-col-size=\"md\">O 49.17% depara-se frequentemente com erros nos dados dos fornecedores<\/td><\/tr><tr data-start=\"6431\" data-end=\"6576\"><td data-start=\"6431\" data-end=\"6456\" data-col-size=\"sm\">Produtividade da for\u00e7a de trabalho<\/td><td data-start=\"6456\" data-end=\"6512\" data-col-size=\"md\">Opera\u00e7\u00f5es simplificadas, redu\u00e7\u00e3o da reconcilia\u00e7\u00e3o manual<\/td><td data-start=\"6512\" data-end=\"6576\" data-col-size=\"md\">Os t\u00e9cnicos da 58% manifestam frustra\u00e7\u00e3o devido ao acesso deficiente aos dados<\/td><\/tr><tr data-start=\"6577\" data-end=\"6729\"><td data-start=\"6577\" data-end=\"6591\" data-col-size=\"sm\">Ado\u00e7\u00e3o da IA<\/td><td data-start=\"6591\" data-end=\"6644\" data-col-size=\"md\">Informa\u00e7\u00f5es preditivas, dete\u00e7\u00e3o de anomalias, automatiza\u00e7\u00e3o<\/td><td data-start=\"6644\" data-end=\"6729\" data-col-size=\"md\">56% dos inquiridos utilizam IA nas opera\u00e7\u00f5es; 51% dependem de dados fi\u00e1veis para a efic\u00e1cia da IA<\/td><\/tr><\/tbody><\/table>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-20e3918 e-flex e-con-boxed e-con e-parent\" data-id=\"20e3918\" 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-8335f69 elementor-widget elementor-widget-heading\" data-id=\"8335f69\" 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=\"workable-approach-to-solving-the-billion-dollar-efficiency-problem\">Uma abordagem vi\u00e1vel para resolver o problema da efici\u00eancia de mil milh\u00f5es de d\u00f3lares<\/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-3c1514a e-flex e-con-boxed e-con e-parent\" data-id=\"3c1514a\" 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-80e3f64 elementor-widget elementor-widget-text-editor\" data-id=\"80e3f64\" 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=\"255\" data-end=\"489\">A implementa\u00e7\u00e3o de uma estrat\u00e9gia estruturada de dados de MRO e a promo\u00e7\u00e3o de melhorias operacionais exigem uma abordagem pragm\u00e1tica e gradual que combine governa\u00e7\u00e3o, tecnologia e alinhamento organizacional. A Verdantis recomenda o seguinte roteiro:<\/p><h3 data-start=\"491\" data-end=\"537\" id=\"1-assess-current-data-and-processesconduct-an-operational-audit-to-identify-mro-inventory-and-procurement-data-gaps-quantify-the-impact-of-duplicate-orders-stock-outs-and-downtime-on-costs-priori\">1. <strong data-start=\"498\" data-end=\"535\">Avaliar os dados e processos atuais<\/strong><\/h3><ul data-start=\"538\" data-end=\"772\"><li data-start=\"538\" data-end=\"625\"><p data-start=\"540\" data-end=\"625\">Realizar uma auditoria operacional para identificar lacunas nos dados relativos \u00e0 manuten\u00e7\u00e3o, repara\u00e7\u00e3o e revis\u00e3o (MRO), ao invent\u00e1rio e \u00e0s aquisi\u00e7\u00f5es.<\/p><\/li><li data-start=\"626\" data-end=\"705\"><p data-start=\"628\" data-end=\"705\">Quantificar o impacto das encomendas duplicadas, da falta de stock e do tempo de inatividade nos custos.<\/p><\/li><li data-start=\"706\" data-end=\"772\"><p data-start=\"708\" data-end=\"772\">D\u00ea prioridade \u00e0s \u00e1reas em que os dados limpos possam proporcionar o maior retorno sobre o investimento.<\/p><\/li><\/ul><h3 data-start=\"774\" data-end=\"818\">2. <strong data-start=\"781\" data-end=\"816\">Estabelecer quadros de governa\u00e7\u00e3o<\/strong><\/h3><ul data-start=\"819\" data-end=\"1050\"><li data-start=\"819\" data-end=\"893\"><p data-start=\"821\" data-end=\"893\">Uniformizar os dados mestre nos registos de MRO, fornecedores e aquisi\u00e7\u00f5es.<\/p><\/li><li data-start=\"894\" data-end=\"976\"><p data-start=\"896\" data-end=\"976\">Implementar regras de valida\u00e7\u00e3o, sistemas de classifica\u00e7\u00e3o e protocolos de gest\u00e3o.<\/p><\/li><li data-start=\"977\" data-end=\"1050\"><p data-start=\"979\" data-end=\"1050\">Criar uma fonte \u00fanica de informa\u00e7\u00e3o para os dados relativos a ativos, materiais e fornecedores.<\/p><\/li><\/ul><h3 data-start=\"1052\" data-end=\"1098\">3. <strong data-start=\"1059\" data-end=\"1096\">Aproveitar a tecnologia e a an\u00e1lise de dados<\/strong><\/h3><ul data-start=\"1099\" data-end=\"1340\"><li data-start=\"1099\" data-end=\"1168\"><p data-start=\"1101\" data-end=\"1168\">Implementar plataformas de gest\u00e3o preditiva de invent\u00e1rio e de manuten\u00e7\u00e3o.<\/p><\/li><li data-start=\"1169\" data-end=\"1257\"><p data-start=\"1171\" data-end=\"1257\">Integrar ferramentas baseadas em IA para detetar anomalias, corrigir erros e prever a procura.<\/p><\/li><li data-start=\"1258\" data-end=\"1340\"><p data-start=\"1260\" data-end=\"1340\">Utilize sensores IoT e sistemas inteligentes de localiza\u00e7\u00e3o de ativos para obter visibilidade operacional em tempo real.<\/p><\/li><\/ul><h3 data-start=\"1342\" data-end=\"1382\">4. <strong data-start=\"1349\" data-end=\"1380\">Iniciativas-piloto e em pequena escala<\/strong><\/h3><ul data-start=\"1383\" data-end=\"1681\"><li data-start=\"1383\" data-end=\"1499\"><p data-start=\"1385\" data-end=\"1499\">Comece por ativos ou instala\u00e7\u00f5es de grande impacto para testar os fluxos de trabalho de manuten\u00e7\u00e3o preditiva e de otimiza\u00e7\u00e3o de invent\u00e1rio.<\/p><\/li><li data-start=\"1500\" data-end=\"1607\"><p data-start=\"1502\" data-end=\"1607\">Acompanhe os resultados em rela\u00e7\u00e3o a indicadores-chave de desempenho (KPI), tais como a redu\u00e7\u00e3o do tempo de inatividade, as taxas de acerto do invent\u00e1rio e as poupan\u00e7as nas aquisi\u00e7\u00f5es.<\/p><\/li><li data-start=\"1608\" data-end=\"1681\"><p data-start=\"1610\" data-end=\"1681\">Expandir gradualmente os projetos-piloto bem-sucedidos a todas as \u00e1reas operacionais relevantes.<\/p><\/li><\/ul><h3 data-start=\"1683\" data-end=\"1721\">5. <strong data-start=\"1690\" data-end=\"1719\">Promover a ado\u00e7\u00e3o por parte dos colaboradores<\/strong><\/h3><ul data-start=\"1722\" data-end=\"1940\"><li data-start=\"1722\" data-end=\"1789\"><p data-start=\"1724\" data-end=\"1789\">Proporcionar \u00e0s equipas acesso centralizado aos dados de MRO e de fornecedores.<\/p><\/li><li data-start=\"1790\" data-end=\"1849\"><p data-start=\"1792\" data-end=\"1849\">Reduzir a reconcilia\u00e7\u00e3o manual e os fluxos de trabalho em papel.<\/p><\/li><li data-start=\"1850\" data-end=\"1940\"><p data-start=\"1852\" data-end=\"1940\">Formar o pessoal para que tire partido dos pain\u00e9is anal\u00edticos e dos alertas baseados em IA na tomada de decis\u00f5es.<\/p><\/li><\/ul><h3 data-start=\"1942\" data-end=\"1984\">6. <strong data-start=\"1949\" data-end=\"1982\">Medir, iterar e melhorar<\/strong><\/h3><ul data-start=\"1985\" data-end=\"2304\"><li data-start=\"1985\" data-end=\"2095\"><p data-start=\"1987\" data-end=\"2095\">Estabelecer ciclos de feedback cont\u00ednuos que integrem os dados operacionais com os sistemas de manuten\u00e7\u00e3o e de aquisi\u00e7\u00f5es.<\/p><\/li><li data-start=\"2096\" data-end=\"2220\"><p data-start=\"2098\" data-end=\"2220\">Acompanhe os benef\u00edcios quantitativos e qualitativos, incluindo poupan\u00e7as de custos, redu\u00e7\u00e3o do tempo de inatividade e satisfa\u00e7\u00e3o dos colaboradores.<\/p><\/li><li data-start=\"2221\" data-end=\"2304\"><p data-start=\"2223\" data-end=\"2304\">Aperfei\u00e7oar a governa\u00e7\u00e3o de dados, os modelos de IA e os fluxos de trabalho operacionais com base nos resultados.<\/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-f79fdee e-flex e-con-boxed e-con e-parent\" data-id=\"f79fdee\" 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-d0428be e-con-full e-flex e-con e-child\" data-id=\"d0428be\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-5592d8e e-con-full e-flex e-con e-child\" data-id=\"5592d8e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-86666a0 e-con-full e-flex e-con e-child\" data-id=\"86666a0\" 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-0aeefdb e-con-full e-flex e-con e-child\" data-id=\"0aeefdb\" 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-6145afd elementor-widget__width-auto elementor-widget elementor-widget-image\" data-id=\"6145afd\" 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=\"60\" height=\"60\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1.png\" class=\"attachment-full size-full wp-image-34099\" alt=\"\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1.png 60w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1-12x12.png 12w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1-24x24.png 24w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/file-download-1-48x48.png 48w\" sizes=\"(max-width: 60px) 100vw, 60px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9ca4a3e e-con-full e-flex e-con e-child\" data-id=\"9ca4a3e\" 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-c18ee47 elementor-widget elementor-widget-heading\" data-id=\"c18ee47\" 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\">Maximizar o ROI a partir dos dados de MRO: Dados de investiga\u00e7\u00e3o da Verdantis<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-99d02b8 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"99d02b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0949cca open-form-btn elementor-widget elementor-widget-heading\" data-id=\"0949cca\" 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\"><a href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM4NDAxIiwidG9nZ2xlIjpmYWxzZX0%3D\">Descarregar <\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b3c6224 download-pdf-btn elementor-widget elementor-widget-heading\" data-id=\"b3c6224\" 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\"><a href=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Verdantis-Solution-Brochure.pdf\">O DOWNLOAD EST\u00c1 PRONTO<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>O estudo da Verdantis, realizado junto de 1 900 l\u00edderes operacionais a n\u00edvel mundial, destaca os desafios relacionados com a manuten\u00e7\u00e3o, repara\u00e7\u00e3o e revis\u00e3o (MRO), a gest\u00e3o de invent\u00e1rio e a qualidade dos dados, oferecendo perspetivas sobre como tirar partido dos dados estruturados, da intelig\u00eancia artificial e das melhorias nos processos para aumentar a efici\u00eancia e reduzir os custos.<\/p>","protected":false},"author":6,"featured_media":40455,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[70],"tags":[309],"class_list":["post-38174","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-white-papers","tag-eam-mro"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/posts\/38174","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=38174"}],"version-history":[{"count":0,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/posts\/38174\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/media\/40455"}],"wp:attachment":[{"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/media?parent=38174"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/categories?post=38174"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/tags?post=38174"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}