{"id":25462,"date":"2025-01-22T18:09:11","date_gmt":"2025-01-22T12:39:11","guid":{"rendered":"https:\/\/www.verdantis.com\/?p=25462"},"modified":"2026-01-12T15:58:29","modified_gmt":"2026-01-12T10:28:29","slug":"gestao-de-dados-de-manutencao-mro","status":"publish","type":"post","link":"https:\/\/www.verdantis.com\/pt\/gestao-de-dados-de-manutencao-mro\/","title":{"rendered":"No\u00e7\u00f5es b\u00e1sicas sobre a gest\u00e3o de dados de MRO [com solu\u00e7\u00f5es]"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"25462\" class=\"elementor elementor-25462\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4def887 e-flex e-con-boxed e-con e-parent\" data-id=\"4def887\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b93bda2 elementor-widget elementor-widget-text-editor\" data-id=\"b93bda2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Os processos na \u00e1rea de Manuten\u00e7\u00e3o, Repara\u00e7\u00f5es e Opera\u00e7\u00f5es [MRO], especialmente em grandes organiza\u00e7\u00f5es industriais ou com elevada intensidade de produ\u00e7\u00e3o, exigem a gest\u00e3o, a gera\u00e7\u00e3o, o tratamento e a sincroniza\u00e7\u00e3o de um volume consider\u00e1vel de dados em v\u00e1rios sistemas organizacionais.<\/p><p>Estes dados podem dizer respeito a pe\u00e7as sobressalentes, consum\u00edveis, ativos fixos, exist\u00eancias, fornecedores, ordens de trabalho, listas de materiais de equipamento, etc.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-96c2ebf e-flex e-con-boxed e-con e-parent\" data-id=\"96c2ebf\" data-element_type=\"container\" 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0-2.311-.249-3.394-.757-2.81-1.316-4.604-4.14-4.604-7.243v-28.264h-21.093v92.294h92.294v-92.294zm0-108.294h-21.093v28.264c0 3.103-1.795 5.927-4.604 7.244-1.083.508-2.243.756-3.394.756-1.836 0-3.654-.631-5.119-1.851l-11.937-9.936-11.936 9.935c-2.385 1.986-5.703 2.413-8.514 1.095-2.81-1.317-4.604-4.14-4.604-7.244v-28.264h-21.093v92.294h92.294zm64.349 134.604-2.202-1.832-11.937 9.935c-1.465 1.22-3.283 1.852-5.119 1.852-1.152 0-2.311-.248-3.394-.756-2.81-1.317-4.604-4.141-4.604-7.244v-28.264h-21.093v92.294h48.349zm161.24-34.405.238.062h.002s.001 0 .002 0l.047.012c1.191.311 2.403-.337 2.755-1.473l15.21-49.082-9.263-2.406-10.679 50.251c-.248 1.168.493 2.325 1.688 2.636zm-117.211 130.085h132.691v-121.192c-2.71 3.601-6.668 6.052-11.065 6.912l-2.781 10.702c-.707 2.722-2.735 4.746-5.218 5.575 0 .022.003.044.003.066 0 4.418-3.582 8-8 8h-58.7c-4.418 0-8-3.582-8-8s3.582-8 8-8h56.18c.024-.552.104-1.109.248-1.665l2.759-10.617c-2.368-1.953-4.202-4.454-5.334-7.272h-53.853c-4.418 0-8-3.582-8-8s3.582-8 8-8h54.097l1.608-7.565h-55.705c-4.418 0-8-3.582-8-8s3.582-8 8-8h58.7c.135 0 .267.014.401.02l2.433-11.447-138.206-.689c1.104 2.835 1.711 5.919 1.711 9.141v193.062c0 5.105 4.153 9.259 9.258 9.259h3.623c6.087-1.052 7.505-5.359 7.207-21.551-.03-1.617-.059-3.206-.059-4.738.002-4.419 3.584-8.001 8.002-8.001zm156.336-255.486c-1.12-2.011-3.028-3.493-5.235-4.066-.683-.178-1.384-.265-2.084-.265-1.556 0-3.108.432-4.455 1.265-.987.61-2.722 2-3.242 4.448l-.211.993 15.584 4.048.304-.982c.737-2.378-.098-4.43-.661-5.441zm-50.704 208.669h-58.7c-4.418 0-8 3.582-8 8s3.582 8 8 8h58.7c4.418 0 8-3.582 8-8s-3.581-8-8-8zm0-35.555h-58.7c-4.418 0-8 3.582-8 8s3.582 8 8 8h58.7c4.418 0 8-3.582 8-8s-3.581-8-8-8z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tExist\u00eancias - Sistemas d\u00edspares e registos de exist\u00eancias desatualizados criam desequil\u00edbrios dispendiosos.\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f1d6cba elementor-view-stacked elementor-position-inline-start elementor-shape-circle elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"f1d6cba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Capa_1\" height=\"512\" viewbox=\"0 0 512 512\" width=\"512\"><g><circle cx=\"256\" cy=\"70\" r=\"70\"><\/circle><path d=\"m211 272h-45v40c0 8.284-6.716 15-15 15s-15-6.716-15-15v-40h-30c-8.284 0-15 6.716-15 15v75h120z\"><\/path><path d=\"m376 312c0 8.284-6.716 15-15 15s-15-6.716-15-15v-40h-45v90h120v-75c0-8.284-6.716-15-15-15h-30z\"><\/path><path d=\"m241 257v105h30v-105c0-8.284 6.716-15 15-15h100.913c-10.038-39.805-37.801-72.631-74.366-89.57-16.095 11.076-35.575 17.57-56.547 17.57s-40.452-6.494-56.547-17.57c-36.565 16.939-64.328 49.765-74.366 89.57h100.913c8.284 0 15 6.716 15 15z\"><\/path><path d=\"m256 392c-33.084 0-60 26.916-60 60s26.916 60 60 60 60-26.916 60-60-26.916-60-60-60zm0 75c-8.284 0-15-6.716-15-15s6.716-15 15-15 15 6.716 15 15-6.716 15-15 15z\"><\/path><path d=\"m452 392c-33.084 0-60 26.916-60 60s26.916 60 60 60 60-26.916 60-60-26.916-60-60-60zm0 75c-8.284 0-15-6.716-15-15s6.716-15 15-15 15 6.716 15 15-6.716 15-15 15z\"><\/path><path d=\"m127.02 392c14.28 15.935 22.98 36.969 22.98 60s-8.7 44.065-22.98 60h61.96c-14.28-15.935-22.98-36.969-22.98-60s8.7-44.065 22.98-60z\"><\/path><path d=\"m323.02 392c14.28 15.935 22.98 36.969 22.98 60s-8.7 44.065-22.98 60h61.96c-14.28-15.935-22.98-36.969-22.98-60s8.7-44.065 22.98-60z\"><\/path><path d=\"m60 392c-33.084 0-60 26.916-60 60s26.916 60 60 60 60-26.916 60-60-26.916-60-60-60zm0 75c-8.284 0-15-6.716-15-15s6.716-15 15-15 15 6.716 15 15-6.716 15-15 15z\"><\/path><\/g><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tFornecedores \u2014 As duplicatas e as informa\u00e7\u00f5es inconsistentes tornam dif\u00edcil confiar nos dados dos fornecedores.\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1e443ff e-flex e-con-boxed e-con e-parent\" data-id=\"1e443ff\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5b2df39 elementor-widget elementor-widget-text-editor\" data-id=\"5b2df39\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Estes conjuntos de dados s\u00e3o normalmente geridos em sistemas ERP e, devido ao seu enorme volume, \u00e0 escala de utiliza\u00e7\u00e3o e \u00e0 aus\u00eancia de protocolos de gest\u00e3o de dados, a sua qualidade vai deteriorando-se ao longo do tempo.<\/p><p>Os problemas relacionados com a qualidade dos dados relativos \u00e0s pe\u00e7as sobressalentes s\u00e3o, em geral, os mais comuns, seguidos dos relativos aos fornecedores de MRO e aos equipamentos.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d95e054 e-flex e-con-boxed e-con e-parent\" data-id=\"d95e054\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4423cf8 elementor-widget elementor-widget-heading\" data-id=\"4423cf8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"key-mro-data-quality-issues-their-consequences\">Principais problemas relacionados com a qualidade dos dados de MRO e as suas consequ\u00eancias<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c17c79a e-flex e-con-boxed e-con e-parent\" data-id=\"c17c79a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9a799a0 elementor-widget elementor-widget-heading\" data-id=\"9a799a0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Dados duplicados<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ae97391 e-flex e-con-boxed e-con e-parent\" data-id=\"ae97391\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-61fd71a elementor-widget elementor-widget-text-editor\" data-id=\"61fd71a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Devido a uma m\u00e1 gest\u00e3o dos dados e \u00e0 quase aus\u00eancia de normas de governa\u00e7\u00e3o de dados relativas a pe\u00e7as sobressalentes, ao longo do tempo, s\u00e3o criados v\u00e1rios registos para o que \u00e9, essencialmente, a mesma pe\u00e7a, o mesmo fornecedor ou o mesmo equipamento.<\/p><p>O desafio, no entanto, reside no facto de os sistemas de dados mestres se basearem no padr\u00e3o do \u00abRegisto de Refer\u00eancia\u00bb, o que significa que cada registo criado faz refer\u00eancia a um produto, pe\u00e7a, equipamento ou fornecedor \u00fanico.<\/p><p>A duplica\u00e7\u00e3o de registos faz com que o sistema de gest\u00e3o de invent\u00e1rio MRO considere que as duas pe\u00e7as sobressalentes s\u00e3o distintas, o que leva \u00e0 emiss\u00e3o de v\u00e1rias ordens de aquisi\u00e7\u00e3o, ao excesso de stock de pe\u00e7as sobressalentes e, em \u00faltima an\u00e1lise,<strong> <em>custos mais elevados de aquisi\u00e7\u00e3o e de invent\u00e1rio<\/em>.<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2d278aa e-flex e-con-boxed e-con e-parent\" data-id=\"2d278aa\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-75f592a elementor-blockquote--skin-boxed elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"75f592a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\tCom base numa investiga\u00e7\u00e3o que realiz\u00e1mos na Verdantis sobre dados empresariais anonimizados, constat\u00e1mos que os custos de aquisi\u00e7\u00e3o podem estar inflacionados entre 20% e 35% em conjuntos de dados de MRO repletos de duplicados\t\t\t<\/p>\n\t\t\t\t\t<\/blockquote>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-be92234 e-flex e-con-boxed e-con e-parent\" data-id=\"be92234\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ad4953a mac elementor-widget elementor-widget-image\" data-id=\"ad4953a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"600\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/Data-Cleansing-and-Enrichment-Flowchart.png\" class=\"attachment-large size-large wp-image-27703\" alt=\"Um fluxograma que detalha o processo de limpeza e enriquecimento de dados de MRO\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/Data-Cleansing-and-Enrichment-Flowchart.png 1024w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/Data-Cleansing-and-Enrichment-Flowchart-300x225.png 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/Data-Cleansing-and-Enrichment-Flowchart-768x576.png 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/Data-Cleansing-and-Enrichment-Flowchart-150x113.png 150w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6763129 e-flex e-con-boxed e-con e-parent\" data-id=\"6763129\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-52b0f88 elementor-widget elementor-widget-heading\" data-id=\"52b0f88\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Dados imprecisos e incompletos<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6f57a3c e-flex e-con-boxed e-con e-parent\" data-id=\"6f57a3c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-16b5114 elementor-widget elementor-widget-text-editor\" data-id=\"16b5114\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Os registos de dados que s\u00e3o atualizados \u00e0 pressa para adquirir um artigo, sem que sejam atualizadas as informa\u00e7\u00f5es, os atributos, as especifica\u00e7\u00f5es ou os detalhes corretos, constituem um problema bastante comum.<\/p><p>Trata-se de um problema grave de qualidade dos dados e \u00e9 tamb\u00e9m uma das raz\u00f5es que agrava o problema #1 acima referido.<\/p><p>Por exemplo, a falta de informa\u00e7\u00e3o espec\u00edfica sobre uma pe\u00e7a sobressalente de um fornecedor pode levar a decis\u00f5es mal fundamentadas, resultando em desperd\u00edcio, aquisi\u00e7\u00f5es incorretas e, no caso de opera\u00e7\u00f5es de manuten\u00e7\u00e3o cr\u00edticas, pode traduzir-se diretamente em paragens de produ\u00e7\u00e3o.<\/p><p>A aus\u00eancia de informa\u00e7\u00f5es essenciais, como o nome do fabricante ou o n\u00famero de pe\u00e7a, torna mais dif\u00edcil determinar se o artigo em quest\u00e3o est\u00e1 \u00abativo\u00bb ou \u00abobsoleto\u00bb<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5843cf4 e-flex e-con-boxed e-con e-parent\" data-id=\"5843cf4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e3d4b2b elementor-blockquote--skin-quotation elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"e3d4b2b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\tCom base noutro estudo interno da Verdantis, os casos relacionados com paragens na produ\u00e7\u00e3o e despesas n\u00e3o autorizadas podem ser reduzidos em at\u00e9 30%, garantindo que os registos de MRO estejam em ordem e atualizados.\t\t\t<\/p>\n\t\t\t\t\t<\/blockquote>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cc25ffb e-flex e-con-boxed e-con e-parent\" data-id=\"cc25ffb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7927248 elementor-widget elementor-widget-heading\" data-id=\"7927248\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Informa\u00e7\u00f5es n\u00e3o sincronizadas<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d5b026b e-flex e-con-boxed e-con e-parent\" data-id=\"d5b026b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a4a6f58 elementor-widget elementor-widget-text-editor\" data-id=\"a4a6f58\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>O bom funcionamento de um processo de MRO depende em grande medida da sincroniza\u00e7\u00e3o dos dados entre diferentes dom\u00ednios de dados e at\u00e9 mesmo entre conjuntos de dados principais e outros m\u00f3dulos digitais no ERP.<\/p><p>Estes dados s\u00e3o sincronizados atrav\u00e9s de \u00abliga\u00e7\u00f5es\u00bb, que s\u00e3o, basicamente, identificadores \u00fanicos que associam um registo de dados entre diferentes conjuntos de dados.<\/p><ul><li><p>As liga\u00e7\u00f5es entre a lista de materiais digital (BOM) e as pe\u00e7as sobressalentes estabelecem refer\u00eancias entre os registos de dados das pe\u00e7as sobressalentes e os ativos fixos<\/p><\/li><li><p>O m\u00f3dulo \u00abPe\u00e7as de reposi\u00e7\u00e3o\u00bb do sistema de gest\u00e3o de invent\u00e1rio estabelece liga\u00e7\u00f5es com o sistema de gest\u00e3o de invent\u00e1rio<\/p><\/li><li><p>Os dados da avalia\u00e7\u00e3o da criticidade das pe\u00e7as sobressalentes tamb\u00e9m devem ser sincronizados no registo principal de MRO, a fim de distinguir as pe\u00e7as sobressalentes cr\u00edticas das n\u00e3o cr\u00edticas<\/p><\/li><li><p>Embora estejam fora do \u00e2mbito da maioria das solu\u00e7\u00f5es de gest\u00e3o de dados de MRO, as melhores pr\u00e1ticas tamb\u00e9m determinam que a pr\u00f3pria natureza das pe\u00e7as sobressalentes deve ser classificada em pe\u00e7as de baixa rotatividade, de alta rotatividade, obsoletas, etc.<\/p><\/li><\/ul><p>Esta sincroniza\u00e7\u00e3o de dados abre, assim, o caminho <a href=\"https:\/\/www.verdantis.com\/mro-inventory-management\/\">para solu\u00e7\u00f5es de gest\u00e3o de invent\u00e1rio MRO baseadas em software<\/a> dispor de todos os dados necess\u00e1rios para otimizar os n\u00edveis de stock de forma harmoniosa.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6b88d2e e-flex e-con-boxed e-con e-parent\" data-id=\"6b88d2e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d3f7d3e mac elementor-widget elementor-widget-image\" data-id=\"d3f7d3e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"600\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/MRO-Data-Management.png\" class=\"attachment-large size-large wp-image-34750\" alt=\"Um fluxograma que ilustra problemas relacionados com dados de MRO, tais como duplicados e registos n\u00e3o sincronizados, com etapas baseadas em IA para normaliza\u00e7\u00e3o, enriquecimento e integra\u00e7\u00e3o de sistemas \u2014 o que conduz a listas de materiais (BOM) precisas, a um melhor controlo de invent\u00e1rio e \u00e0 redu\u00e7\u00e3o do tempo de inatividade.\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/MRO-Data-Management.png 1024w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/MRO-Data-Management-300x225.png 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/MRO-Data-Management-768x576.png 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/MRO-Data-Management-16x12.png 16w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dd9d05e e-flex e-con-boxed e-con e-parent\" data-id=\"dd9d05e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e64f5f1 elementor-widget elementor-widget-heading\" data-id=\"e64f5f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Principais partes interessadas na gest\u00e3o de dados de MRO<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f15c33f e-flex e-con-boxed e-con e-parent\" data-id=\"f15c33f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ced50df elementor-widget elementor-widget-text-editor\" data-id=\"ced50df\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>A gest\u00e3o de dados de MRO \u00e9 fundamental para garantir o tempo de atividade dos equipamentos e a efici\u00eancia operacional. Dados precisos e consistentes ajudam as equipas de manuten\u00e7\u00e3o a encontrar as pe\u00e7as certas mais rapidamente, permitem um planeamento preciso do invent\u00e1rio e reduzem os atrasos nas aquisi\u00e7\u00f5es \u2013 o que, em \u00faltima an\u00e1lise, reduz os custos e evita o 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-56e17d4 e-con-full e-flex e-con e-child\" data-id=\"56e17d4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d43032f elementor-view-stacked elementor-widget__width-initial elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"d43032f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-person-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tRespons\u00e1veis e Engenheiros de Manuten\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\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tConfie em descri\u00e7\u00f5es e especifica\u00e7\u00f5es precisas das pe\u00e7as para minimizar o tempo de inatividade do equipamento e agilizar as repara\u00e7\u00f5es.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a14da04 elementor-view-stacked elementor-widget__width-initial elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"a14da04\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-person-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tProfissionais de Aquisi\u00e7\u00f5es e 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\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tConfie em dados de MRO precisos e classificados para evitar compras duplicadas, reduzir o risco associado aos fornecedores e otimizar as decis\u00f5es de aprovisionamento.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2fce3cb elementor-view-stacked elementor-widget__width-initial elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"2fce3cb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-person-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tRespons\u00e1veis pelas Opera\u00e7\u00f5es e Confiabilidade das F\u00e1bricas\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tUtilize dados fi\u00e1veis de MRO para melhorar a fiabilidade dos ativos, planear a manuten\u00e7\u00e3o preventiva e reduzir as interrup\u00e7\u00f5es operacionais.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8c63080 elementor-view-stacked elementor-widget__width-initial elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"8c63080\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-person-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tEquipas de Gest\u00e3o de Invent\u00e1rio e Materiais\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tS\u00e3o necess\u00e1rios dados normalizados para gerir eficazmente os n\u00edveis de stock, evitar o excesso de stock e eliminar o stock ocioso.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b5ce122 elementor-view-stacked elementor-widget__width-initial elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"b5ce122\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-person-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tEquipas de TI e de Dados Mestres\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tGaranta a consist\u00eancia em todo o sistema atrav\u00e9s da integra\u00e7\u00e3o dos dados de MRO nas plataformas ERP, EAM e CMMS.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-46cbd4f elementor-view-stacked elementor-widget__width-initial elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"46cbd4f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-person-fill\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tTransforma\u00e7\u00e3o Digital e Gestores de Ativos\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tAproveite dados de MRO de alta qualidade para viabilizar iniciativas de IA, an\u00e1lise de dados e manuten\u00e7\u00e3o preditiva.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a52dd4d e-flex e-con-boxed e-con e-parent\" data-id=\"a52dd4d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8591a46 elementor-widget elementor-widget-heading\" data-id=\"8591a46\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"how-to-solve-for-these-data-quality-issues\">Como resolver estes problemas de qualidade dos 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-03b7132 e-flex e-con-boxed e-con e-parent\" data-id=\"03b7132\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e991ccc elementor-widget elementor-widget-text-editor\" data-id=\"e991ccc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>A solu\u00e7\u00e3o para este desafio cont\u00ednuo pode ser dividida em duas partes;<\/p>\n<ol>\n<li>\n<p>Normaliza\u00e7\u00e3o dos dados existentes<\/p>\n<\/li>\n<li>\n<p>Cria\u00e7\u00e3o de registos futuros<\/p>\n<\/li>\n<\/ol>\n<p>Isto implica uma normaliza\u00e7\u00e3o total dos dados hist\u00f3ricos que se acumularam ao longo dos anos e a sua limpeza minuciosa, o que envolve eliminar as entradas duplicadas, enriquecer as informa\u00e7\u00f5es necess\u00e1rias, extrair atributos dos registos de dados e sincronizar as informa\u00e7\u00f5es com outras fontes de dados.<\/p>\n<p>Para al\u00e9m do padr\u00e3o <a href=\"https:\/\/www.verdantis.com\/mro-data-cleansing\/\">Limpeza de dados de MRO<\/a>, as solu\u00e7\u00f5es de software tamb\u00e9m podem estabelecer liga\u00e7\u00f5es entre diferentes dom\u00ednios e criar uma refer\u00eancia cruzada entre ambos.<\/p>\n<p>At\u00e9 agora, as empresas dependiam, em grande medida, de equipas numerosas que limpavam manualmente esses registos de dados; embora a precis\u00e3o desses processos fosse, sem d\u00favida, aceit\u00e1vel, o tempo de execu\u00e7\u00e3o de tal <a href=\"https:\/\/www.verdantis.com\/master-data-cleansing\/\">exerc\u00edcio de limpeza de registos de dados mestre<\/a> era bastante elevado.<\/p>\n<p>Nos \u00faltimos tempos, por\u00e9m, com o surgimento de modelos de IA concebidos especificamente para este fim, a limpeza de dados de MRO \u00e9 hoje muito mais precisa e pode ser realizada numa fra\u00e7\u00e3o do tempo, gra\u00e7as a agentes de IA treinados com milh\u00f5es de registos de fornecedores, pe\u00e7as sobressalentes ou equipamentos.<\/p>\n<p>O v\u00eddeo abaixo mostra como o Harmonize, uma solu\u00e7\u00e3o de software que implementa esses agentes de IA, consegue normalizar dados legados com uma precis\u00e3o superior a 95%.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ad87fa4 e-flex e-con-boxed e-con e-parent\" data-id=\"ad87fa4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a215819 elementor-widget elementor-widget-text-editor\" data-id=\"a215819\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>O v\u00eddeo abaixo detalha o processo de enriquecimento de dados da nossa solu\u00e7\u00e3o de Harmoniza\u00e7\u00e3o de 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-85b0201 elementor-widget elementor-widget-video\" data-id=\"85b0201\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;start&quot;:6,&quot;video_type&quot;:&quot;hosted&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/Harmonize-Demo-V2.mp4#t=6\" controls=\"\" preload=\"metadata\" controlslist=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d0dd556 e-flex e-con-boxed e-con e-parent\" data-id=\"d0dd556\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8a328f3 elementor-widget elementor-widget-heading\" data-id=\"8a328f3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Cria\u00e7\u00e3o de registos futuros<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-944323b e-flex e-con-boxed e-con e-parent\" data-id=\"944323b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-27af2a3 elementor-widget elementor-widget-text-editor\" data-id=\"27af2a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Embora a limpeza dos dados hist\u00f3ricos proteja a integridade dos dados de MRO relativos ao passado, h\u00e1 muito pouco que impe\u00e7a que estes problemas de qualidade dos dados voltem a surgir.<\/p><p>Assim, as empresas recorrem normalmente a uma solu\u00e7\u00e3o baseada em software que se integra com os seus sistemas ERP e com o ficheiro mestre de MRO, para evitar, desde o in\u00edcio, a cria\u00e7\u00e3o de duplicados, utilizando uma combina\u00e7\u00e3o de modelos de IA e potentes sistemas de correspond\u00eancia aproximada.<\/p><p>H\u00e1 quem tamb\u00e9m se refira a isto como <a href=\"https:\/\/www.verdantis.com\/mro-data-governance-solutions\/\">uma solu\u00e7\u00e3o de governa\u00e7\u00e3o de dados para MRO<\/a>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-165c0de e-flex e-con-boxed e-con e-parent\" data-id=\"165c0de\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ad3f2b0 elementor-widget elementor-widget-text-editor\" data-id=\"ad3f2b0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>O v\u00eddeo abaixo apresenta as principais funcionalidades da nossa solu\u00e7\u00e3o de governa\u00e7\u00e3o de 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-6e865be elementor-widget elementor-widget-video\" data-id=\"6e865be\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;start&quot;:6,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/Integrity-Demo.mp4#t=6\" controls=\"\" preload=\"metadata\" controlslist=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f5b0142 e-flex e-con-boxed e-con e-parent\" data-id=\"f5b0142\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d404556 elementor-widget elementor-widget-heading\" data-id=\"d404556\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"beyond-master-data\">Para al\u00e9m dos dados mestres<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f332cf6 e-flex e-con-boxed e-con e-parent\" data-id=\"f332cf6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1b90eaf elementor-widget elementor-widget-text-editor\" data-id=\"1b90eaf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>At\u00e9 agora, abord\u00e1mos de forma geral o que \u00e9 considerado como ofertas padr\u00e3o na gest\u00e3o de dados de MRO.<\/p>\n<p>No entanto, as empresas que pretendem criar uma verdadeira vantagem competitiva com as suas estrat\u00e9gias de gest\u00e3o de dados de MRO melhoram a qualidade dos dados atrav\u00e9s de abordagens inovadoras, bem como atrav\u00e9s da ado\u00e7\u00e3o de novas t\u00e9cnicas para esse efeito.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dbe97b9 e-flex e-con-boxed e-con e-parent\" data-id=\"dbe97b9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0d390ea elementor-widget elementor-widget-heading\" data-id=\"0d390ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Identifica\u00e7\u00e3o de pe\u00e7as obsoletas<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b4eae4d e-flex e-con-boxed e-con e-parent\" data-id=\"b4eae4d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-745b011 elementor-widget elementor-widget-text-editor\" data-id=\"745b011\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Atualmente, as solu\u00e7\u00f5es avan\u00e7adas de gest\u00e3o de dados de MRO podem analisar exaustivamente todos os dados existentes relativos \u00e0s pe\u00e7as sobressalentes de MRO e determinar o \u00abestado\u00bb de qualquer pe\u00e7a espec\u00edfica, ou seja, podem classificar uma pe\u00e7a sobressalente como \u00abObsoleta\u00bb ou \u00abAtiva\u00bb \u2013 permitindo uma gest\u00e3o mais eficaz <a href=\"http:\/\/www.verdantis.com\/parts-obsolescence-management\/\">gest\u00e3o de dados de obsolesc\u00eancia para pe\u00e7as sobressalentes.<\/a><\/p><p>Isto \u00e9 agora poss\u00edvel gra\u00e7as \u00e0 utiliza\u00e7\u00e3o de agentes de IA capazes de desenvolver de forma aut\u00f3noma uma compreens\u00e3o contextual, acedendo a cat\u00e1logos de fornecedores, s\u00edtios Web e informa\u00e7\u00f5es provenientes de fontes abertas e propriet\u00e1rias.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ea3079a e-flex e-con-boxed e-con e-parent\" data-id=\"ea3079a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-56352b4 elementor-widget elementor-widget-heading\" data-id=\"56352b4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Identifica\u00e7\u00e3o de fornecedores estrat\u00e9gicos e pe\u00e7as alternativas<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-df939b2 e-flex e-con-boxed e-con e-parent\" data-id=\"df939b2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3f1f605 elementor-widget elementor-widget-text-editor\" data-id=\"3f1f605\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>As solu\u00e7\u00f5es de IA ag\u00eanica tamb\u00e9m podem analisar os dados relativos \u00e0s pe\u00e7as e identificar pe\u00e7as sobressalentes alternativas, bem como os fornecedores dessas pe\u00e7as.<\/p><p><a href=\"https:\/\/www.verdantis.com\/spare-parts-management\/\">Esta gest\u00e3o de pe\u00e7as sobressalentes<\/a> \u00e9 fundamental para alcan\u00e7ar a excel\u00eancia na gest\u00e3o de MRO, otimizar e analisar as despesas com MRO e integra-se numa estrat\u00e9gia global de aprovisionamento de MRO.<\/p><p>Assim que o nome do fabricante ou o n\u00famero de pe\u00e7a das pe\u00e7as sobressalentes forem identificados, as melhores pr\u00e1ticas indicam que esses dados podem ser associados a <a href=\"https:\/\/www.verdantis.com\/vendor-master-data\/\">o registo de fornecedores<\/a>, construindo assim uma abordagem hol\u00edstica <a href=\"https:\/\/www.verdantis.com\/multi-domain-mdm\/\">sistema MDM multidom\u00ednio<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0115049 e-flex e-con-boxed e-con e-parent\" data-id=\"0115049\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f3ddc99 elementor-widget elementor-widget-heading\" data-id=\"f3ddc99\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Controlo de stock<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c714e3a e-flex e-con-boxed e-con e-parent\" data-id=\"c714e3a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e38532f elementor-widget elementor-widget-text-editor\" data-id=\"e38532f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Para al\u00e9m da avalia\u00e7\u00e3o do equipamento e das pe\u00e7as essenciais para a manuten\u00e7\u00e3o, repara\u00e7\u00e3o e revis\u00e3o (MRO), da natureza das pe\u00e7as sobressalentes e das rela\u00e7\u00f5es entre elas, um conjunto de dados fi\u00e1vel sobre MRO pode refor\u00e7ar as capacidades de um software de gest\u00e3o de invent\u00e1rio de MRO<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a6f93b0 e-flex e-con-boxed e-con e-parent\" data-id=\"a6f93b0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e87ba9f elementor-widget elementor-widget-heading\" data-id=\"e87ba9f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Extra\u00e7\u00e3o de dados de listas de materiais digitais<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6153cfb e-flex e-con-boxed e-con e-parent\" data-id=\"6153cfb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b599eaf elementor-widget elementor-widget-text-editor\" data-id=\"b599eaf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"0\" data-end=\"401\">As ferramentas de IA ag\u00eanica podem simplificar e refor\u00e7ar significativamente o processo de <a href=\"https:\/\/www.verdantis.com\/bom-management\/\">Gest\u00e3o de dados das listas de materiais<\/a> atrav\u00e9s da extra\u00e7\u00e3o de dados de listas de materiais (BOM) digitais. Estas encontram-se frequentemente em formatos como ficheiros PDF de engenharia, ficheiros Excel, exporta\u00e7\u00f5es de ERP ou desenhos CAD.<\/p><p data-start=\"0\" data-end=\"401\">Estes documentos s\u00e3o dif\u00edceis de processar em grande escala devido \u00e0 sua natureza n\u00e3o estruturada, e o tratamento manual acaba por introduzir, frequentemente, erros, atrasos e inconsist\u00eancias.<\/p><p data-start=\"403\" data-end=\"765\">As ferramentas de extra\u00e7\u00e3o baseadas em IA conseguem ler estas listas de materiais (BOM) digitais e extrair automaticamente informa\u00e7\u00f5es essenciais, tais como n\u00fameros de pe\u00e7a, identifica\u00e7\u00f5es de equipamento, descri\u00e7\u00f5es de pe\u00e7as e quantidades.<\/p><p data-start=\"403\" data-end=\"765\">Depois de extra\u00eddos, estes dados estruturados s\u00e3o cruzados com os registos mestre de pe\u00e7as sobressalentes e de equipamentos, a fim de estabelecer liga\u00e7\u00f5es entre as pe\u00e7as e as m\u00e1quinas ou ativos espec\u00edficos a que pertencem.<\/p><p data-start=\"767\" data-end=\"1108\">Este mapeamento automatizado elimina a ambiguidade, definindo claramente quais as pe\u00e7as utilizadas em cada equipamento, a sua localiza\u00e7\u00e3o na estrutura de ativos e quantas unidades s\u00e3o necess\u00e1rias.<\/p><p data-start=\"767\" data-end=\"1108\">Ajuda a evitar a cria\u00e7\u00e3o de registos duplicados de pe\u00e7as, garante a coer\u00eancia entre as fontes de dados e facilita a cria\u00e7\u00e3o de listas de materiais de manuten\u00e7\u00e3o precisas e completas.<\/p><p data-start=\"1110\" data-end=\"1489\">Al\u00e9m disso, este processo de extra\u00e7\u00e3o contribui diretamente para melhorar a precis\u00e3o do invent\u00e1rio, otimizar as estrat\u00e9gias de armazenamento de pe\u00e7as sobressalentes e reduzir os casos de encomendas em excesso ou insuficientes.<\/p><p data-start=\"1110\" data-end=\"1489\">Permite ainda a classifica\u00e7\u00e3o das pe\u00e7as sobressalentes de acordo com o seu contexto de utiliza\u00e7\u00e3o na lista de materiais (BOM) \u2014 quer se trate de pe\u00e7as de alta rotatividade, cr\u00edticas ou de baixa utiliza\u00e7\u00e3o \u2014, o que \u00e9 fundamental para definir prioridades no planeamento das aquisi\u00e7\u00f5es e da manuten\u00e7\u00e3o.<\/p><p data-start=\"1491\" data-end=\"1840\" data-is-last-node=\"\" data-is-only-node=\"\">Isto contribui para a harmoniza\u00e7\u00e3o dos dados, refor\u00e7a a integridade dos registos-mestre de ativos e materiais e cria as bases para uma automatiza\u00e7\u00e3o e an\u00e1lises mais avan\u00e7adas. Trata-se de um passo fundamental para permitir opera\u00e7\u00f5es de MRO proativas e orientadas por 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-903d431 e-flex e-con-boxed e-con e-parent\" data-id=\"903d431\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5a3b194 elementor-widget elementor-widget-heading\" data-id=\"5a3b194\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Intelig\u00eancia Artificial na Gest\u00e3o de Dados de MRO<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-699c82b e-flex e-con-boxed e-con e-parent\" data-id=\"699c82b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e8647f1 elementor-widget elementor-widget-text-editor\" data-id=\"e8647f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>No passado, as empresas dependiam em grande medida de uma equipa numerosa de colaboradores que corrigia manualmente os dados comprometidos nos conjuntos de dados de MRO; tal como referido anteriormente, os prazos de execu\u00e7\u00e3o, os custos e a precis\u00e3o desta abordagem estavam aqu\u00e9m do ideal.<\/p><p>O software de gest\u00e3o de dados de MRO, como o que desenvolvemos na Verdantis, recorre a modelos de IA treinados para o setor para automatizar a maioria das tarefas de normaliza\u00e7\u00e3o de dados, que s\u00e3o depois reencaminhadas para um revisor humano para controlo de qualidade.<\/p><p>Eis alguns dos setores em que nos especializamos<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c54ac37 e-flex e-con-boxed e-con e-parent\" data-id=\"c54ac37\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-ece06f0 e-grid e-con-full e-con e-child\" data-id=\"ece06f0\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-9a32edf e-con-full e-flex e-con e-child\" data-id=\"9a32edf\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4411ce6 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"4411ce6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" height=\"512\" viewbox=\"0 0 450 450\" width=\"512\"><g><g><g id=\"XMLID_1_\"><path d=\"m119.1 231.1-36.6 16.7 3.3-32z\"><\/path><path d=\"m162.9 251.1h-62.8l31.4-14.4z\"><\/path><path d=\"m177.2 215.8 3.3 32-36.6-16.7z\"><\/path><path d=\"m172.6 170.3 3 29.3-32.2-15.4z\"><\/path><path d=\"m169.5 208-38 17.4-38-17.4 38-18.1z\"><\/path><path d=\"m119.6 184.2-32.2 15.4 2.9-29.3z\"><\/path><path d=\"m131.5 141.5 34.6 20.5-34.6 16.5-34.6-16.5z\"><\/path><path d=\"m121.4 135.5-29.3 17.4 3.3-32.8z\"><\/path><path d=\"m167.6 120.1 3.3 32.8-29.3-17.4z\"><\/path><path d=\"m163.7 81 2.2 21.8-22.9-11.5z\"><\/path><path d=\"m161.2 111.9-29.7 17.6-29.7-17.6 29.7-14.8z\"><\/path><path d=\"m120 91.3-22.9 11.5 2.2-21.8z\"><\/path><path d=\"m146.3 78.2-14.8 7.4-14.8-7.4z\"><\/path><path d=\"m113.2 36.4c-2.2 3.8-6.8 6.4-11.2 6.3-4-.1-7.3-2.5-9.4-6.9-2-4.2-3.8-12-1.9-25.8 13.3 5.4 19.1 11 21.7 15 3.2 5 2.2 9 .8 11.4z\"><\/path><path d=\"m170.4 35.8c-2.1 4.4-5.4 6.8-9.4 6.9-4.4.2-9-2.4-11.1-6.3-1.4-2.4-2.4-6.4.8-11.4 2.6-4 8.4-9.6 21.7-15 1.8 13.8 0 21.6-2 25.8z\"><\/path><path d=\"m323.8 46.4h17.1v8.4h-17.1z\"><\/path><path d=\"m239.9 65.1h128.5v10.4h-128.5z\"><\/path><path d=\"m248.9 85.7h110.3v13.6h-110.3z\"><\/path><path d=\"m248.9 109.6v96.9h110.3v-96.9zm70.8 83.7c-4.6 2.9-10.1 4.4-15.6 4.4-5.2 0-10.4-1.3-14.9-3.9-8.8-5.2-13.6-14.6-13.1-25.7.6-13.8 8.7-29.8 24.2-47.6 1-1.1 2.4-1.8 3.9-1.8s2.9.6 3.9 1.8c15 17.3 23.1 33 24.1 46.5.7 11.2-3.8 20.8-12.5 26.3z\"><\/path><path d=\"m314.3 184.5c-5.8 3.6-14 3.7-19.9.3-3.9-2.3-8.5-7-8-16.4.3-7.2 3.8-19.3 17.8-36.7 13.6 16.9 17.2 28.8 17.7 35.9.7 9.7-3.8 14.5-7.6 16.9z\"><\/path><path d=\"m248.9 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13.3 14.4 19.7 21.4 20.8.8.1 1.5.2 2.3.2 6.1 0 10.9-4.1 15.1-7.9.3-.1.7-.5 1-.8z\"><\/path><path d=\"m380.5 354c-30.1 47.8-81.7 80.8-141.1 85.4-3.2-4.1-4.5-8-4-11.6.8-6 6.6-10.6 10-12.9 3.4-2.2 7.3-2.4 11.5-2.6 6.1-.3 13.6-.7 18.7-8.5 4.8-7.3 3.2-15.3 1.9-21.7-1-5.3-1.6-8.6-.1-10.4 1.3-1.6 5.7-4.2 20.8-4.3 19.8-.1 36.8-14.1 38.5-15.6 13.3-10 28-9.3 43.8 2.2z\"><\/path><path d=\"m246.4 261.4c-2.1 21.6-7 28.9-10.9 31-1 .5-4.1 2.2-10.9-1.5-20.6-11.3-41.6 8.6-43.8 10.8-3.8 3.2-6.3 3.1-7.9 2.7-10.3-2.5-20.7-26.9-27.3-43z\"><\/path><path d=\"m158.3 422.8c-.3 1.5-.6 3-.9 4.3-34.2-13.6-63.4-37.1-84-67.1 3.9-2.7 7.8-6.8 12.2-11.3 7.6-7.9 16.1-16.8 23.1-15.9 3.9.5 7.8 4 11.6 10.6 10 17 30.5 24.8 32.8 25.6 15.4 6.5 9 36.1 5.2 53.8z\"><\/path><\/g><\/g><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f7cf14 elementor-widget elementor-widget-heading\" data-id=\"7f7cf14\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">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-a4bbd53 e-con-full e-flex e-con e-child\" data-id=\"a4bbd53\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-93b2149 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"93b2149\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewbox=\"0 0 512 512\"><g><path d=\"m148.7 50.5h19.9c7.9 0 14.2 6.4 14.2 14.2v20c0 7.8-6.4 14.2-14.2 14.2h-19.9c-7.9 0-14.2-6.4-14.2-14.2v-20c0-7.8 6.4-14.2 14.2-14.2zm53.6 128h27c9.4 0 17.1 7.7 17.1 17.1v26.9c0 9.4-7.7 17.1-17.1 17.1h-27c-9.4 0-17.1-7.7-17.1-17.1v-26.9c-.1-9.4 7.6-17.1 17.1-17.1zm26.9 12.1h-27c-2.8 0-5.1 2.3-5.1 5.1v26.9c0 2.8 2.3 5.1 5.1 5.1h27c2.8 0 5.1-2.3 5.1-5.1v-26.9c0-2.9-2.3-5.1-5.1-5.1zm188.3 10.9v25.3h56.3c-2.7-5.2-8.5-10.2-16.2-14.4-11.1-6.1-25.6-10.2-40.1-10.9zm-70 53.2c-6-2.9-10.1-9-10.3-15.9h-63.9c-3.3 0-6-2.7-6-6.2.1-11.3 9.8-22.6 24.3-30.7 12.6-7.1 29-12 45.6-12.5.2-5.8 3.1-11.1 7.7-14.4-9.9-38.7-44.8-66.2-85.4-66.2-17.5 0-33.7 5.1-47.4 13.8-14.1 9-25.5 21.9-32.6 37.2-1.2 2.8-4.4 4.3-7.3 3.3-9.5-3.1-19.4-3.8-29.3-2.2v16.3c0 2.9-.7 5.6-2 8l13.7 13.7c1.2 1.2 1.8 2.7 1.8 4.3v39.1h6.9c14.9 0 27 12 27 27.5 0 5.4 4.4 9.8 9.8 9.8h77c11.1 0 20.2 9.1 20.2 20.2v6.7h16.2c14 0 22.7 12 18.8 25.8l-2.6 9c6.3-1.5 12.2-3.9 17.7-7.2v-79.4zm-10.3-27.9v-25.3c-14.5.5-28.8 4.8-39.7 10.9-7.7 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0-8.2-6.7-15-15-15h-67.6c-8.2 0-15 6.8-15 15v130.7l20-71c3.5-12.3 16.3-22.5 29.1-22.5zm-61.1 28.4v-65.6c0-14.9 12.1-27 27-27h48.6v-36.7l-12.5-12.5c-1.9.8-4 1.2-6.2 1.2h-27c-.5 0-.9 0-1.3 0-3.2 6.4-5.3 13.3-6.2 20.5-.3 2.5-2.1 4.6-4.7 5.1-43.1 9.2-63.2 59.5-38.4 95.9 5.4 7.8 12.5 14.4 20.7 19.1zm56.9-189.8h-27c-2.8 0-5.1 2.3-5.1 5.1v27c0 2.8 2.3 5.1 5.1 5.1h27c2.8 0 5.1-2.3 5.1-5.1v-27c0-2.8-2.3-5.1-5.1-5.1z\"><\/path><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-da2af1d elementor-widget elementor-widget-heading\" data-id=\"da2af1d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">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-fdf7856 e-con-full e-flex e-con e-child\" data-id=\"fdf7856\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2ce6601 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"2ce6601\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"solid\" viewbox=\"0 0 32 32\"><path d=\"m26 19.25h-.25v-1.25c0-.96-.79-1.75-1.75-1.75h-2c-.96 0-1.75.79-1.75 1.75v1.25h-.25c-.96 0-1.75.79-1.75 1.75v9c0 .96.79 1.75 1.75 1.75h6c.96 0 1.75-.79 1.75-1.75v-9c0-.96-.79-1.75-1.75-1.75zm-1.29 5.99-.68 2c-.11.31-.4.51-.71.51-.08 0-.16-.01-.24-.04-.39-.13-.6-.56-.47-.95l.34-1.01h-.95c-.24 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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-c02cf5e e-con-full e-flex e-con e-child\" data-id=\"c02cf5e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3ae06b6 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"3ae06b6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewbox=\"0 0 64 64\" data-name=\"Layer 1\"><path 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elementor-widget-heading\" data-id=\"12c46b1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Produtos qu\u00edmicos <\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e4690fd e-con-full e-flex e-con e-child\" data-id=\"e4690fd\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b9139e9 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"b9139e9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg 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33.104-41.099 29.797-.269-.046-.519.023-.727.199s-.317.411-.317.684v10.781c0 .383.228.71.588.841.36.132.745.029.992-.265 9.83-11.677 26.11-15.716 40.228-10.193.394.154.623.55.56.969-2.986 19.727-21.668 33.203-41.317 29.759-.27-.047-.521.02-.731.196s-.319.412-.319.686v24.033c0 .493.402.896.896.896h7.77c6.656 0 12.102 5.446 12.102 12.103v8.976c0 .493-.402.896-.896.896h-53.183c-.493 0-.896-.402-.896-.896v-8.976c-.003-6.658 5.442-12.104 12.099-12.104z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b9cf5dc elementor-widget elementor-widget-heading\" data-id=\"b9cf5dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4249d62 e-flex e-con-boxed e-con e-parent\" data-id=\"4249d62\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8045bd8 elementor-widget elementor-widget-heading\" data-id=\"8045bd8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"types-of-mro-data-management-services\">Tipos de servi\u00e7os de gest\u00e3o de dados de MRO<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-62e10f3 e-flex e-con-boxed e-con e-parent\" data-id=\"62e10f3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-87d144e elementor-widget elementor-widget-heading\" data-id=\"87d144e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Enriquecimento de dados<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-af688f1 e-flex e-con-boxed e-con e-parent\" data-id=\"af688f1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e318dd0 elementor-widget elementor-widget-text-editor\" data-id=\"e318dd0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>O objetivo deste servi\u00e7o consiste em <a href=\"https:\/\/www.verdantis.com\/mro-data-enrichment\/\">garantir a \u00abexaustividade\u00bb dos registos de dados de MRO atrav\u00e9s da recolha de informa\u00e7\u00f5es de fontes externas,<\/a> quer manualmente, quer por meio de programa\u00e7\u00e3o, e atualizar as informa\u00e7\u00f5es no conjunto de dados MRO.<\/p>\n<p>Na Verdantis, baseamo-nos principalmente em <a href=\"https:\/\/www.verdantis.com\/automated-ai-enrichment-data-cleansing\/\">Modelos de IA da Agentic, desenvolvidos para o setor, que enriquecem de forma aut\u00f3noma os registos de dados<\/a> entre os postes, os ativos fixos e os fornecedores<\/p>\n<ul>\n<li>No que diz respeito \u00e0s pe\u00e7as sobressalentes de MRO, podem ser dados como o nome do fabricante, o n\u00famero de pe\u00e7a do fabricante, os atributos da pe\u00e7a, as especifica\u00e7\u00f5es, as unidades de medida e os equipamentos em que s\u00e3o utilizadas<\/li>\n<li>No caso de equipamento ou ativos fixos, podem ser: o fabricante do equipamento, o n\u00famero de identifica\u00e7\u00e3o do equipamento, a unidade onde \u00e9 utilizado e a categoria do equipamento<\/li>\n<li>No caso dos fornecedores (ou vendedores), podem ser o nome do fabricante\/distribuidor, a morada da sede, o n\u00famero de identifica\u00e7\u00e3o fiscal e outros dados semelhantes<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d013cff e-flex e-con-boxed e-con e-parent\" data-id=\"d013cff\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-86b47b7 elementor-widget elementor-widget-heading\" data-id=\"86b47b7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Cataloga\u00e7\u00e3o de dados<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-348f1eb e-flex e-con-boxed e-con e-parent\" data-id=\"348f1eb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cce321f elementor-widget elementor-widget-text-editor\" data-id=\"cce321f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Isto implica, principalmente, a cataloga\u00e7\u00e3o de pe\u00e7as sobressalentes, embora, no caso de opera\u00e7\u00f5es em grande escala, tamb\u00e9m seja comum a cataloga\u00e7\u00e3o de ativos fixos e fornecedores.<\/p><p>Cada organiza\u00e7\u00e3o adota uma taxonomia espec\u00edfica <a href=\"https:\/\/www.verdantis.com\/mro-category-management\/\">para a classifica\u00e7\u00e3o dos dados de MRO<\/a> e ativos fixos; alguns dos mais conhecidos s\u00e3o <a href=\"https:\/\/www.undp.org\/unspsc\" rel=\"nofollow noopener\" target=\"_blank\">UNSPC<\/a>, NAICS, PIDEX.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-861dbfe e-flex e-con-boxed e-con e-parent\" data-id=\"861dbfe\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-56ba5be elementor-widget elementor-widget-heading\" data-id=\"56ba5be\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Normaliza\u00e7\u00e3o de dados<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-91fd61a e-flex e-con-boxed e-con e-parent\" data-id=\"91fd61a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-158c46b elementor-widget elementor-widget-text-editor\" data-id=\"158c46b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Com base nas normas estabelecidas anteriormente, os registos de dados s\u00e3o estruturados e normalizados atrav\u00e9s do processamento de enormes volumes de dados brutos, da extra\u00e7\u00e3o de atributos-chave, do preenchimento de valores em falta e da deduplica\u00e7\u00e3o da base de dados para detetar potenciais duplicados de n\u00edvel 1 e n\u00edvel 2.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-08a9078 e-flex e-con-boxed e-con e-parent\" data-id=\"08a9078\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bc1ebaa elementor-widget elementor-widget-heading\" data-id=\"bc1ebaa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Cria\u00e7\u00e3o em massa de registos de dados<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e228877 e-flex e-con-boxed e-con e-parent\" data-id=\"e228877\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-54c3f4d elementor-widget elementor-widget-text-editor\" data-id=\"54c3f4d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Em alguns casos, as empresas precisam de criar registos de dados em massa, quer a partir de cat\u00e1logos de fornecedores, quer a partir da lista de materiais MRO interna.<\/p><p>Com solu\u00e7\u00f5es como o Auto-Doc AI, este processo pode ser simplificado e realizado em massa com apenas alguns cliques.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6652ddd e-flex e-con-boxed e-con e-parent\" data-id=\"6652ddd\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1e56dd elementor-widget elementor-widget-video\" data-id=\"b1e56dd\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;start&quot;:5,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/06\/AutoDoc-AI-Video.mp4#t=5\" controls=\"\" preload=\"metadata\" controlslist=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ee5fb24 e-flex e-con-boxed e-con e-parent\" data-id=\"ee5fb24\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-824a57d elementor-widget elementor-widget-heading\" data-id=\"824a57d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"verdantis-as-a-specialist-in-mro-data-management\">A Verdantis como especialista em gest\u00e3o de dados de MRO<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b35ed77 e-flex e-con-boxed e-con e-parent\" data-id=\"b35ed77\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ee389be elementor-widget elementor-widget-text-editor\" data-id=\"ee389be\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>A Verdantis \u00e9 especialista em gest\u00e3o de dados mestres de MRO para empresas com opera\u00e7\u00f5es de produ\u00e7\u00e3o que envolvem um grande n\u00famero de ativos e opera\u00e7\u00f5es de manuten\u00e7\u00e3o pesada.<\/p><p>O nosso foco em modelos de IA \u00abAgentic\u00bb para o conjunto completo de servi\u00e7os de dados de MRO ajudou-nos a resolver problemas graves relacionados com a qualidade dos dados para empresas de m\u00e9dio porte e de grande dimens\u00e3o a n\u00edvel global.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-062eb75 e-flex e-con-boxed e-con e-parent\" data-id=\"062eb75\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-364e611 e-con-full form1 e-flex e-con e-child\" data-id=\"364e611\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-db2c4df e-con-full form1 e-flex e-con e-child\" data-id=\"db2c4df\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-fdd5582 e-con-full e-flex e-con e-child\" data-id=\"fdd5582\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-00f0124 elementor-widget elementor-widget-heading\" data-id=\"00f0124\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Marque uma consulta com o nosso especialista em MRO<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14ec1fd elementor-widget elementor-widget-heading\" data-id=\"14ec1fd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Transforme as suas opera\u00e7\u00f5es de manuten\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-4e3e1eb e-con-full e-flex e-con e-child\" data-id=\"4e3e1eb\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-10965a9 elementor-button-align-stretch elementor-widget elementor-widget-form\" data-id=\"10965a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;step_next_label&quot;:&quot;Next&quot;,&quot;step_previous_label&quot;:&quot;Previous&quot;,&quot;button_width&quot;:&quot;100&quot;,&quot;step_type&quot;:&quot;number_text&quot;,&quot;step_icon_shape&quot;:&quot;circle&quot;}\" data-widget_type=\"form.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<form class=\"elementor-form\" method=\"post\" name=\"New Form\" action=\"\">\n\t\t\t<input type=\"hidden\" name=\"post_id\" value=\"25462\"\/>\n\t\t\t<input type=\"hidden\" name=\"form_id\" value=\"10965a9\"\/>\n\t\t\t<input type=\"hidden\" name=\"referer_title\" value=\"Essentials of MRO Data Management for Industrial Operations\" \/>\n\n\t\t\t\t\t\t\t<input type=\"hidden\" name=\"queried_id\" value=\"25462\"\/>\n\t\t\t\n\t\t\t<div class=\"elementor-form-fields-wrapper elementor-labels-above\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-name elementor-col-100\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-name\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tNome\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[name]\" id=\"form-field-name\" class=\"elementor-field elementor-size-lg  elementor-field-textual\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-tel elementor-field-group elementor-column elementor-field-group-Contact elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-Contact\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tN.\u00ba de contacto\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t<input size=\"1\" type=\"tel\" name=\"form_fields[Contact]\" id=\"form-field-Contact\" class=\"elementor-field elementor-size-lg  elementor-field-textual\" required=\"required\" pattern=\"[0-9()#&amp;+*-=.]+\" title=\"S\u00f3 s\u00e3o aceites n\u00fameros e caracteres telef\u00f3nicos (#, -, *, etc.).\">\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-Company elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-Company\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tNome da empresa\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[Company]\" id=\"form-field-Company\" class=\"elementor-field elementor-size-lg  elementor-field-textual\" required=\"required\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-email elementor-field-group elementor-column elementor-field-group-email elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-email\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tE-mail profissional\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"email\" name=\"form_fields[email]\" id=\"form-field-email\" class=\"elementor-field elementor-size-lg  elementor-field-textual\" required=\"required\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-group elementor-column elementor-field-type-submit elementor-col-100 e-form__buttons\">\n\t\t\t\t\t<button class=\"elementor-button elementor-size-sm\" type=\"submit\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">MARCAR UMA REUNI\u00c3O<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/button>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<input type=\"hidden\" name=\"trp-form-language\" value=\"pt\"\/><\/form>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-808d53b elementor-widget elementor-widget-heading\" data-id=\"808d53b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Marque uma chamada de consulta sem compromisso com a nossa equipa de implementa\u00e7\u00e3o para abordar os desafios relacionados com a gest\u00e3o de dados mestre<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f4af671 e-flex e-con-boxed e-con e-parent\" data-id=\"f4af671\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-38be655 elementor-widget elementor-widget-heading\" data-id=\"38be655\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Conta com a confian\u00e7a dos l\u00edderes do setor em todo o mundo<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d5bbb83 elementor-widget elementor-widget-image-carousel\" data-id=\"d5bbb83\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;slides_to_show&quot;:&quot;4&quot;,&quot;navigation&quot;:&quot;none&quot;,&quot;lazyload&quot;:&quot;yes&quot;,&quot;autoplay_speed&quot;:100,&quot;speed&quot;:5000,&quot;image_spacing_custom&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:50,&quot;sizes&quot;:[]},&quot;slides_to_show_tablet&quot;:&quot;4&quot;,&quot;slides_to_show_mobile&quot;:&quot;3&quot;,&quot;image_spacing_custom_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:15,&quot;sizes&quot;:[]},&quot;autoplay&quot;:&quot;yes&quot;,&quot;pause_on_hover&quot;:&quot;yes&quot;,&quot;pause_on_interaction&quot;:&quot;yes&quot;,&quot;infinite&quot;:&quot;yes&quot;,&quot;image_spacing_custom_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"image-carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-image-carousel-wrapper swiper\" role=\"region\" aria-roledescription=\"carousel\" aria-label=\"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 de 6\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/1.webp\" alt=\"1\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"2 de 6\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/2.webp\" alt=\"2\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"3 de 6\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/3.webp\" alt=\"3\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"4 de 6\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/4-1.webp\" alt=\"4-1\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"5 de 6\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/5.webp\" alt=\"5\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"6 de 6\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/6.webp\" alt=\"6\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div>\t\t\t<\/div>\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>No\u00e7\u00f5es b\u00e1sicas sobre os dados mestre de MRO e como resolver os desafios relacionados com os dados de MRO atrav\u00e9s de agentes de IA \u2013 abrangendo pe\u00e7as sobressalentes, cataloga\u00e7\u00e3o de dados, listas de materiais (BOM) de equipamentos, obsolesc\u00eancia de pe\u00e7as e governa\u00e7\u00e3o<\/p>","protected":false},"author":4,"featured_media":26351,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[64],"tags":[],"class_list":["post-25462","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/posts\/25462","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\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/comments?post=25462"}],"version-history":[{"count":0,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/posts\/25462\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/media\/26351"}],"wp:attachment":[{"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/media?parent=25462"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/categories?post=25462"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/tags?post=25462"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}