{"id":39189,"date":"2025-11-24T15:22:17","date_gmt":"2025-11-24T09:52:17","guid":{"rendered":"https:\/\/www.verdantis.com\/"},"modified":"2026-01-31T20:17:35","modified_gmt":"2026-01-31T14:47:35","slug":"manufacturing-master-data","status":"publish","type":"post","link":"https:\/\/www.verdantis.com\/manufacturing-master-data\/","title":{"rendered":"Manufacturing Master Data Management: A Complete Guide"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"39189\" class=\"elementor elementor-39189\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b7344bc e-flex e-con-boxed e-con e-parent\" data-id=\"b7344bc\" 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-c8b530a elementor-widget elementor-widget-text-editor\" data-id=\"c8b530a\" 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>Manufacturing Master Data Management serves as the foundational infrastructure for operational excellence, enabling organizations to transform fragmented data silos into a unified source of truth.<\/p><p>Despite significant investments in advanced technologies like AI, IoT, and automation, manufacturers continue to grapple with fundamental data quality issues that undermine operational efficiency and strategic decision-making.\u00a0<\/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-4c32a53 e-grid e-con-full e-con e-child\" data-id=\"4c32a53\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-417ee33 e-grid e-con-full e-con e-child\" data-id=\"417ee33\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-207fa05 elementor-widget elementor-widget-text-editor\" data-id=\"207fa05\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"color: #ffffff;\">A study across enterprise environments reports that companies often manage <strong data-start=\"797\" data-end=\"890\">data across 17 different enterprise systems, with 72% struggling to integrate legacy data<\/strong>, contributing to quality issues and long delays in transformation efforts<\/span><\/p><p style=\"text-align: center;\"><a href=\"https:\/\/www.ijfmr.com\/papers\/2024\/6\/30964.pdf\" rel=\"nofollow noopener\" target=\"_blank\"><span style=\"color: #ffffff;\">Source- IJFMR<\/span><\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e0d6a53 e-flex e-con-boxed e-con e-parent\" data-id=\"e0d6a53\" 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-4556f4b elementor-widget elementor-widget-text-editor\" data-id=\"4556f4b\" 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>When properly managed and integrated, master data becomes the single source of truth that empowers manufacturers to optimize production workflows, streamline supply chains, maintain regulatory compliance, and deliver superior customer experiences through data-driven decision-making.<\/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-33b05db elementor-widget elementor-widget-heading\" data-id=\"33b05db\" 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\" class=\"elementor-heading-title elementor-size-default\" id=\"key-stakeholders-of-manufacturing-mdm\">Key Stakeholders of Manufacturing MDM<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-70e49a8 elementor-widget elementor-widget-text-editor\" data-id=\"70e49a8\" 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>Different organizational functions depend on reliable master data to execute their responsibilities effectively.<\/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-7e08702 e-con-full e-flex e-con e-child\" data-id=\"7e08702\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-a5444c7 e-con-full e-flex e-con e-child\" data-id=\"a5444c7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b34d90d 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=\"b34d90d\" 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\tProduction &amp; Operations\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\tAccurate BOMs and material data enable realistic schedules, timely material ordering, and reduced downtime.\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-d1ba0d8 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=\"d1ba0d8\" 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\tProcurement &amp; Supply Chain\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\tStandardized supplier and material data improves sourcing, spend control, and supplier performance management.\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-2c00329 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=\"2c00329\" 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\tMaintenance &amp; Engineering\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\tReliable asset and equipment data supports predictive maintenance, spare parts optimization, and higher uptime.\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-e309323 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=\"e309323\" 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\tQuality Assurance\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\tConsistent product and supplier data ensures compliance, traceability, and effective corrective actions.\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-47deab1 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=\"47deab1\" 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\tFinance &amp; Accounting\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\tClean master data enables accurate reporting, budgeting, costing, and profitability analysis.\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-9f83f47 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=\"9f83f47\" 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\tIT &amp; Data Governance\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\tMDM ownership, data standards enforcement, system integration, and enterprise-wide governance.\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-3ec504b e-con-full e-flex e-con e-child\" data-id=\"3ec504b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-c322055 e-con-full form1 e-flex e-con e-child\" data-id=\"c322055\" 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-3313914 e-con-full form1 e-flex e-con e-child\" data-id=\"3313914\" 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-876476e e-con-full e-flex e-con e-child\" data-id=\"876476e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9e60ea5 elementor-widget elementor-widget-heading\" data-id=\"9e60ea5\" 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\">Keep Your Manufacturing Data Accurate and Organized for Better Business Results<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd48478 elementor-widget elementor-widget-heading\" data-id=\"dd48478\" 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\">Free Proof of Concept on your Own Sample Data<\/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-cf785b1 e-con-full e-flex e-con e-child\" data-id=\"cf785b1\" 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-7bb270d elementor-widget elementor-widget-template\" data-id=\"7bb270d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"container\" data-elementor-id=\"35768\" class=\"elementor elementor-35768\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t<div class=\"elementor-element elementor-element-10b489b1 e-con-full e-flex e-con e-child\" data-id=\"10b489b1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-196cdd1d elementor-button-align-stretch elementor-widget elementor-widget-form\" data-id=\"196cdd1d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;step_next_label&quot;:&quot;Next&quot;,&quot;step_previous_label&quot;:&quot;Previous&quot;,&quot;button_width&quot;:&quot;100&quot;,&quot;step_type&quot;:&quot;number_text&quot;,&quot;step_icon_shape&quot;:&quot;circle&quot;}\" data-widget_type=\"form.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<form class=\"elementor-form\" method=\"post\" name=\"New Form\">\n\t\t\t<input type=\"hidden\" name=\"post_id\" value=\"35768\"\/>\n\t\t\t<input type=\"hidden\" name=\"form_id\" value=\"196cdd1d\"\/>\n\t\t\t<input type=\"hidden\" name=\"referer_title\" value=\"Building Excellence in ERP Master Data Management\" \/>\n\n\t\t\t\t\t\t\t<input type=\"hidden\" name=\"queried_id\" value=\"26209\"\/>\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\tName\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[name]\" id=\"form-field-name\" class=\"elementor-field elementor-size-lg  elementor-field-textual\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-telephone elementor-field-group elementor-column elementor-field-group-Contact elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-Contact\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tContact No\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t<input dir=\"ltr\" type=\"text\" name=\"change_name_Contact\" id=\"form-field-Contact\" class=\"elementor-field elementor-size-lg  elementor-field-telephone elementor-field-textual yee-ltr\" required=\"required\" data-auto=\"yes\" data-pre=\"\" data-excludeCountries=\"\" data-onlyct=\"\" data-defcountry=\"\" data-hide_flag=\"\" data-hide_code=\"\" data-validation=\"yes\" data-name=\"Contact\" data-telephone_search=\"yes\" >\n\t\t<input onkeydown=\"return \/[0-9]|\\(|\\)|\\+|-|BACKSPACE\/i.test(event.key)\" type=\"hidden\" class=\"phone_check\" name=\"form_fields[Contact_check]\" value=\"\" >\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-Company elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-Company\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tCompany Name\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\tBusiness Email\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\">SCHEDULE A MEETING<\/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<\/form>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11d386b6 elementor-widget elementor-widget-heading\" data-id=\"11d386b6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Book a non-obligatory consultation call with our delivery team to address master data management challenges<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\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-762a01a elementor-widget elementor-widget-heading\" data-id=\"762a01a\" 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\" class=\"elementor-heading-title elementor-size-default\" id=\"industries-that-depend-on-manufacturing-mdm\">Industries That Depend on Manufacturing MDM<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6fb3f50 e-con-full e-flex e-con e-child\" data-id=\"6fb3f50\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-548c454 e-con-full e-flex e-con e-child\" data-id=\"548c454\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e2cb45b e-grid e-con-full e-con e-child\" data-id=\"e2cb45b\" 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-9350944 e-con-full e-flex e-con e-child\" data-id=\"9350944\" 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-4b10987 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"4b10987\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"icofont icofont-vehicle-delivery-van\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-80c44eb elementor-widget elementor-widget-heading\" data-id=\"80c44eb\" 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\">Automotive &amp; Transportation Manufacturing<\/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-85a0e69 e-con-full e-flex e-con e-child\" data-id=\"85a0e69\" 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-7f5b22f elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"7f5b22f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewBox=\"0 0 512 512\"><g><path d=\"m148.7 50.5h19.9c7.9 0 14.2 6.4 14.2 14.2v20c0 7.8-6.4 14.2-14.2 14.2h-19.9c-7.9 0-14.2-6.4-14.2-14.2v-20c0-7.8 6.4-14.2 14.2-14.2zm53.6 128h27c9.4 0 17.1 7.7 17.1 17.1v26.9c0 9.4-7.7 17.1-17.1 17.1h-27c-9.4 0-17.1-7.7-17.1-17.1v-26.9c-.1-9.4 7.6-17.1 17.1-17.1zm26.9 12.1h-27c-2.8 0-5.1 2.3-5.1 5.1v26.9c0 2.8 2.3 5.1 5.1 5.1h27c2.8 0 5.1-2.3 5.1-5.1v-26.9c0-2.9-2.3-5.1-5.1-5.1zm188.3 10.9v25.3h56.3c-2.7-5.2-8.5-10.2-16.2-14.4-11.1-6.1-25.6-10.2-40.1-10.9zm-70 53.2c-6-2.9-10.1-9-10.3-15.9h-63.9c-3.3 0-6-2.7-6-6.2.1-11.3 9.8-22.6 24.3-30.7 12.6-7.1 29-12 45.6-12.5.2-5.8 3.1-11.1 7.7-14.4-9.9-38.7-44.8-66.2-85.4-66.2-17.5 0-33.7 5.1-47.4 13.8-14.1 9-25.5 21.9-32.6 37.2-1.2 2.8-4.4 4.3-7.3 3.3-9.5-3.1-19.4-3.8-29.3-2.2v16.3c0 2.9-.7 5.6-2 8l13.7 13.7c1.2 1.2 1.8 2.7 1.8 4.3v39.1h6.9c14.9 0 27 12 27 27.5 0 5.4 4.4 9.8 9.8 9.8h77c11.1 0 20.2 9.1 20.2 20.2v6.7h16.2c14 0 22.7 12 18.8 25.8l-2.6 9c6.3-1.5 12.2-3.9 17.7-7.2v-79.4zm-10.3-27.9v-25.3c-14.5.5-28.8 4.8-39.7 10.9-7.7 4.3-13.6 9.4-16.4 14.4zm61.9-43.2h-43.5c-3.5 0-6.4 2.9-6.4 6.4v48.2c0 3.5 2.9 6.4 6.4 6.4h43.5c3.5 0 6.4-2.9 6.4-6.4v-48.2c0-3.5-2.9-6.4-6.4-6.4zm-3.9 73.5h-35.7v180.2h35.7zm-10.5-163.3h19.9c7.9 0 14.2 6.4 14.2 14.2v20c0 7.9-6.4 14.3-14.2 14.3h-19.9c-7.8 0-14.2-6.4-14.2-14.3v-20c0-7.8 6.4-14.2 14.2-14.2zm-284.4 281.2h205.6c.7 0 1.2.1 1.8.3l13.1-46.3c1.6-5.8-.9-10.5-7.3-10.5h-183.6c-7.5 0-15.4 6.5-17.5 13.7zm204.1 12h-207.5l-11.3 39.8c-1.6 5.7.9 10.5 7.2 10.5h183.8c7.5 0 15.4-6.5 17.4-13.8zm-118.9 17.6c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm79.6 0c3.3 0 6 2.7 6 6s-2.7 6-6 6h-18.4c-3.3 0-6-2.7-6-6s2.7-6 6-6zm-137.9 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm29.1 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm49.9-63c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm-58.3 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm29.1 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm-47.1-35.1h155.5v-6.7c0-4.5-3.7-8.2-8.2-8.2h-77c-12.1 0-21.8-9.7-21.8-22.3 0-8.2-6.7-15-15-15h-67.6c-8.2 0-15 6.8-15 15v130.7l20-71c3.5-12.3 16.3-22.5 29.1-22.5zm-61.1 28.4v-65.6c0-14.9 12.1-27 27-27h48.6v-36.7l-12.5-12.5c-1.9.8-4 1.2-6.2 1.2h-27c-.5 0-.9 0-1.3 0-3.2 6.4-5.3 13.3-6.2 20.5-.3 2.5-2.1 4.6-4.7 5.1-43.1 9.2-63.2 59.5-38.4 95.9 5.4 7.8 12.5 14.4 20.7 19.1zm56.9-189.8h-27c-2.8 0-5.1 2.3-5.1 5.1v27c0 2.8 2.3 5.1 5.1 5.1h27c2.8 0 5.1-2.3 5.1-5.1v-27c0-2.8-2.3-5.1-5.1-5.1z\"><\/path><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ef52422 elementor-widget elementor-widget-heading\" data-id=\"ef52422\" 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\">Metals &amp; Mining Products Manufacturing<\/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-7abcabd e-con-full e-flex e-con e-child\" data-id=\"7abcabd\" 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-51f58b8 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"51f58b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"solid\" viewBox=\"0 0 32 32\"><path d=\"m26 19.25h-.25v-1.25c0-.96-.79-1.75-1.75-1.75h-2c-.96 0-1.75.79-1.75 1.75v1.25h-.25c-.96 0-1.75.79-1.75 1.75v9c0 .96.79 1.75 1.75 1.75h6c.96 0 1.75-.79 1.75-1.75v-9c0-.96-.79-1.75-1.75-1.75zm-1.29 5.99-.68 2c-.11.31-.4.51-.71.51-.08 0-.16-.01-.24-.04-.39-.13-.6-.56-.47-.95l.34-1.01h-.95c-.24 0-.47-.12-.61-.31-.14-.2-.18-.45-.1-.68l.68-2c.13-.39.56-.61.95-.47.39.13.6.56.47.95l-.34 1.01h.95c.24 0 .47.12.61.31.14.2.1801.45.1.68z\"><\/path><circle cx=\"14\" cy=\"14\" r=\"5.25\"><\/circle><path d=\"m27.12 11.4-2.59-.4301c-.23-.79-.55-1.55-.95-2.27l1.54-2.14c.21-.3.18-.71-.08-.97l-2.63-2.63c-.26-.26-.67-.29-.97-.08l-2.14 1.54c-.72-.4-1.48-.72-2.27-.95l-.43-2.59c-.06-.36-.37-.63-.7401-.63h-3.72c-.37 0-.68.27-.74.63l-.43 2.59c-.79.23-1.55.55-2.27.95l-2.14-1.54c-.3-.21-.71-.18-.97.08l-2.63 2.63c-.26.2599-.29.67-.08.97l1.54 2.14c-.4.72-.72 1.48-.95 2.27l-2.59.4301c-.36.06-.63.37-.63.74v3.72c0 .37.27.68.63.74l2.59.4301c.23.79.55 1.55.95 2.27l-1.54 2.14c-.21.3-.18.71.08.97l2.63 2.63c.26.26.67.29.97.08l2.14-1.54c.72.4 1.48.72 2.27.95l.43 2.59c.06.36.37.63.74.63h3.72c.3701 0 .6801-.27.7401-.63l.15-.9v-5.22c0-.32.05-.62.14-.91-.87.42-1.86.66-2.89.66-3.72 0-6.75-3.03-6.75-6.75s3.03-6.75 6.75-6.75 6.75 3.03 6.75 6.75c0 .35-.03.7-.09 1.04.41-.19.86-.29 1.34-.29h2c1.3 0 2.43.77 2.94 1.88l.18-.03c.36-.06.63-.37.63-.74v-3.72c0-.37-.27-.68-.63-.74z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0734d45 elementor-widget elementor-widget-heading\" data-id=\"0734d45\" 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\">Electronics &amp; Electrical Equipment<\/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-e994cb7 e-con-full e-flex e-con e-child\" data-id=\"e994cb7\" 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-c2577c5 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"c2577c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" data-name=\"Layer 1\" viewBox=\"0 0 512 512\"><path d=\"M212.192,361.863V282.744a4.409,4.409,0,0,1,4.4-4.4h25.913V312.3h.028a6.927,6.927,0,0,0,11.205,5.476L260.8,312.3l6.549,5.138a6.993,6.993,0,0,0,11.714-5.138V278.341h25.912a4.409,4.409,0,0,1,4.4,4.4v79.119a4.433,4.433,0,0,1-4.4,4.432H216.6A4.433,4.433,0,0,1,212.192,361.863Zm44.259-63.792a6.954,6.954,0,0,1,8.609-.028l.057.028v-19.73h-8.666ZM81.024,366.3h88.348a4.44,4.44,0,0,0,4.433-4.432V282.744a4.416,4.416,0,0,0-4.433-4.4H143.489V312.3a6.993,6.993,0,0,1-11.714,5.138L125.2,312.3l-7.028,5.476a6.928,6.928,0,0,1-11.206-5.476h-.028V278.341H81.024a4.433,4.433,0,0,0-4.432,4.4v79.119A4.458,4.458,0,0,0,81.024,366.3Zm48.465-68.252.056.028v-19.73h-8.666v19.73A6.955,6.955,0,0,1,129.489,298.043ZM346.974,348.71V366.3h81.687V348.71a18.491,18.491,0,0,0-18.432-18.432H365.405A18.491,18.491,0,0,0,346.974,348.71ZM133.412,239.727a6.961,6.961,0,0,0,10.9,8.666l12.956-16.315a7.037,7.037,0,0,0,1.524-4.347V166.564H91.609v61.167h.028a7.005,7.005,0,0,0,1.5,4.347l12.956,16.315a6.961,6.961,0,0,0,10.9-8.666l-11.432-14.4V197.783h39.291v27.549Zm276.817,76.607a31.018,31.018,0,0,1,6.521.677l-8.271-148.358a61.8,61.8,0,0,1-41.323,0l-8.271,148.358a31.015,31.015,0,0,1,6.52-.677Zm93.712,109.208a45.439,45.439,0,0,1-45.331,45.332H53.39a45.318,45.318,0,1,1,0-90.635H458.61A45.433,45.433,0,0,1,503.941,425.542Zm-428.421,0A15.708,15.708,0,1,0,59.8,441.265,15.7,15.7,0,0,0,75.52,425.542Zm78.47,0a15.708,15.708,0,1,0-15.7,15.723A15.7,15.7,0,0,0,153.99,425.542Zm78.5,0a15.722,15.722,0,1,0-15.722,15.723A15.72,15.72,0,0,0,232.487,425.542Zm78.47,0a15.722,15.722,0,1,0-15.722,15.723A15.7,15.7,0,0,0,310.957,425.542Zm78.47,0a15.709,15.709,0,1,0-15.722,15.723A15.7,15.7,0,0,0,389.427,425.542Zm78.5,0A15.723,15.723,0,1,0,452.2,441.265,15.721,15.721,0,0,0,467.925,425.542ZM340.228,110.7a47.59,47.59,0,1,1,47.59,47.562A47.6,47.6,0,0,1,340.228,110.7Zm27.521,0a20.069,20.069,0,1,0,20.069-20.069A20.075,20.075,0,0,0,367.749,110.7Zm-39.63,14.9a61.524,61.524,0,0,1,15.468-57.694L179.055,33.533a54.264,54.264,0,0,1-10.642,39.6ZM125.2,94.586a54.375,54.375,0,0,1-16.54-2.568v60.6h33.109v-60.6A54.423,54.423,0,0,1,125.2,94.586ZM84.891,40.335A40.322,40.322,0,1,1,125.2,80.643,40.319,40.319,0,0,1,84.891,40.335Zm25.066,0A15.242,15.242,0,1,0,125.2,25.093,15.25,15.25,0,0,0,109.957,40.335Zm95.207,176.811,2.653-4.46a46.182,46.182,0,0,1-5.758-13.915l-5.052-1.271-6.125-1.524a57.186,57.186,0,0,1,0-15.637l6.125-1.553,5.052-1.27a46.171,46.171,0,0,1,5.758-13.915l-2.653-4.461-3.246-5.447a57.575,57.575,0,0,1,11.037-11.037L218.4,145.9l4.46,2.682a46.249,46.249,0,0,1,13.916-5.787l1.27-5.024,1.553-6.153a56.982,56.982,0,0,1,15.609,0l1.552,6.153,1.27,5.024a46.238,46.238,0,0,1,13.916,5.787l4.46-2.682,5.448-3.246a58.378,58.378,0,0,1,11.036,11.037l-3.246,5.447-2.653,4.461a46.171,46.171,0,0,1,5.758,13.915l5.024,1.27,6.154,1.553a57.291,57.291,0,0,1,0,15.637l-6.154,1.524-5.024,1.271a46.182,46.182,0,0,1-5.758,13.915l2.653,4.46,3.246,5.448a57.745,57.745,0,0,1-11.036,11.065l-5.448-3.274-4.46-2.654a46.177,46.177,0,0,1-13.916,5.758l-1.27,5.053-1.552,6.125a55.6,55.6,0,0,1-15.609,0l-1.553-6.125-1.27-5.053a46.188,46.188,0,0,1-13.916-5.758l-4.46,2.654-5.447,3.274a56.961,56.961,0,0,1-11.037-11.065Zm18.856-28.989a23.372,23.372,0,1,0,23.371-23.371A23.382,23.382,0,0,0,224.02,188.157ZM67.757,512H444.242V484.818H67.757Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b81cdb2 elementor-widget elementor-widget-heading\" data-id=\"b81cdb2\" 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\">Industrial Machinery &amp; Equipment<\/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-a38fb1b e-con-full e-flex e-con e-child\" data-id=\"a38fb1b\" 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-1d101e0 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"1d101e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 64 64\" width=\"512\" height=\"512\"><g id=\"GLYPH\"><g id=\"_03-Valentine_copy_5\" data-name=\"03-Valentine copy 5\"><path d=\"M12,49a4,4,0,1,0,4,4A3.9989,3.9989,0,0,0,12,49Zm0,5.75A1.75,1.75,0,1,1,13.75,53,1.7455,1.7455,0,0,1,12,54.75ZM52,44H12a9,9,0,0,0,0,18H52a9,9,0,0,0,0-18ZM12,59a6,6,0,1,1,6-6A6.0048,6.0048,0,0,1,12,59Zm13,0a6,6,0,1,1,6-6A6.0048,6.0048,0,0,1,25,59Zm14,0a6,6,0,1,1,6-6A6.0048,6.0048,0,0,1,39,59Zm13,0a6,6,0,1,1,6-6A6.0048,6.0048,0,0,1,52,59ZM39,49a4,4,0,1,0,4,4A3.9989,3.9989,0,0,0,39,49Zm0,5.75A1.75,1.75,0,1,1,40.75,53,1.7455,1.7455,0,0,1,39,54.75ZM25,49a4,4,0,1,0,4,4A3.9989,3.9989,0,0,0,25,49Zm0,5.75A1.75,1.75,0,1,1,26.75,53,1.7455,1.7455,0,0,1,25,54.75ZM52,49a4,4,0,1,0,4,4A3.9989,3.9989,0,0,0,52,49Zm0,5.75A1.75,1.75,0,1,1,53.75,53,1.7455,1.7455,0,0,1,52,54.75ZM61,2V4a2,2,0,0,1-2,2H5A2,2,0,0,1,3,4V2ZM48,8v4h2v4H36V12h2V8ZM35,34h3.62A3.3886,3.3886,0,0,1,42,37.38V42H35Zm.8-9.07,1.4-1.86a4.0241,4.0241,0,0,0,.8-2.4V18H48v2.67a4.0241,4.0241,0,0,0,.8,2.4l1.4,1.86a4.0241,4.0241,0,0,1,.8,2.4V42H44V37.38A5.3817,5.3817,0,0,0,38.62,32H35V27.33A4.0241,4.0241,0,0,1,35.8,24.93ZM13,34h3.62A3.3886,3.3886,0,0,1,20,37.38V42H13Zm.8-9.07,1.4-1.86a4.0241,4.0241,0,0,0,.8-2.4V18H26v2.67a4.0241,4.0241,0,0,0,.8,2.4l1.4,1.86a4.0241,4.0241,0,0,1,.8,2.4V42H22V37.38A5.3817,5.3817,0,0,0,16.62,32H13V27.33A4.0241,4.0241,0,0,1,13.8,24.93ZM26,13.2361V14h1.125a1.0089,1.0089,0,0,1,0,2H14.875a1.0089,1.0089,0,0,1,0-2H16v-.7639A2.2361,2.2361,0,0,1,18.2361,11H23.764A2.236,2.236,0,0,1,26,13.2361Z\"><\/path><\/g><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc349c0 elementor-widget elementor-widget-heading\" data-id=\"bc349c0\" 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\"><a href=\"https:\/\/www.verdantis.com\/food-beverage\/\">Food &amp; Beverage Processing<\/a><\/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-58e379f e-con-full e-flex e-con e-child\" data-id=\"58e379f\" 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-01c71dc elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"01c71dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Capa_1\" height=\"512\" viewBox=\"0 0 502.861 502.861\" width=\"512\"><g><path d=\"m500.522 72.127c-2.657-4.068-7.145-6.497-12.004-6.497h-145.121c-5.689 0-10.844 3.366-13.128 8.576l-23.338 53.173-23.338-53.175c-2.287-5.208-7.44-8.574-13.129-8.574h-171.017c-4.143 0-7.5 3.357-7.5 7.5s3.357 7.5 7.5 7.5h170.585l25.417 57.911h-254.675l-25.416-57.911h52.126c4.143 0 7.5-3.357 7.5-7.5s-3.357-7.5-7.5-7.5h-53.141c-4.859 0-9.347 2.429-12.004 6.497s-3.077 9.154-1.124 13.604l26.575 60.551v268.032c0 12.637 10.282 22.918 22.92 22.918h400.856c12.638 0 22.919-10.281 22.919-22.918v-23.816c0-4.143-3.357-7.5-7.5-7.5s-7.5 3.357-7.5 7.5v23.816c0 4.366-3.553 7.918-7.919 7.918h-24.489v-80.189c0-4.436-2.423-8.504-6.323-10.617-3.899-2.115-8.632-1.921-12.346.501l-17.438 11.363-17.438-11.363c-3.716-2.422-8.448-2.614-12.347-.501-3.9 2.113-6.323 6.182-6.323 10.617v80.189h-40.433v-268.69h145.055v204.994c0 4.143 3.357 7.5 7.5 7.5s7.5-3.357 7.5-7.5v-210.923l27.16-61.882c1.955-4.451 1.535-9.536-1.122-13.604zm-130.658 275.311 17.013 11.086c2.488 1.623 5.701 1.623 8.189 0l17.012-11.086v74.793h-42.214zm-319.154 74.793c-4.367 0-7.92-3.552-7.92-7.918v-260.772h256.641v268.69zm411.377-283.69h-143.673l25.417-57.911h143.673z\"><\/path><path d=\"m343.662 171.118c-7.423 0-13.461 6.038-13.461 13.461v112.096c0 7.423 6.038 13.461 13.461 13.461h86.593c7.423 0 13.462-6.038 13.462-13.461v-112.096c0-7.423-6.039-13.461-13.462-13.461zm85.054 124.018h-83.516v-109.018h83.516z\"><\/path><path d=\"m170.045 243.685h.021c1.069.004 3.736.309 5.416 3.042l3.293 5.358c2.169 3.53 6.788 4.631 10.316 2.463 3.529-2.169 4.632-6.787 2.463-10.316l-3.292-5.358c-3.903-6.352-10.684-10.16-18.139-10.188h-.084c-7.421 0-14.195 3.753-18.131 10.051l-17.141 27.425-.471-2.034c-.936-4.034-4.959-6.547-9.001-5.612-4.035.937-6.548 4.966-5.612 9.001l4.56 19.665c.801 3.452 3.875 5.807 7.3 5.807.457 0 .922-.042 1.388-.129l19.842-3.717c4.071-.763 6.754-4.682 5.991-8.753s-4.68-6.748-8.753-5.991l-3.059.573 17.678-28.285c1.689-2.703 4.332-3.002 5.415-3.002z\"><\/path><path d=\"m167.182 348.218c1.453 1.394 3.321 2.085 5.188 2.085 1.973 0 3.943-.773 5.416-2.312l13.967-14.576c2.78-2.9 2.78-7.477 0-10.378l-13.967-14.575c-2.866-2.991-7.613-3.091-10.604-.226-2.99 2.866-3.092 7.613-.226 10.604l1.807 1.886h-38.891c-3.394 0-5.035-2.3-5.583-3.289-.549-.989-1.629-3.6.17-6.478l1.877-3.003c2.195-3.513 1.127-8.14-2.385-10.336-3.512-2.193-8.14-1.127-10.336 2.385l-1.877 3.004c-4.18 6.689-4.393 14.801-.569 21.7 3.824 6.898 10.815 11.017 18.703 11.017h38.893l-1.809 1.888c-2.867 2.99-2.765 7.738.226 10.604z\"><\/path><path d=\"m197.396 258.449c-3.951-.74-7.78 1.764-8.688 5.678l-4.56 19.665c-.936 4.035 1.577 8.064 5.612 9.001.57.132 1.14.195 1.701.195 3.411 0 6.496-2.343 7.3-5.808l.432-1.865 15.783 25.685c1.77 2.88.683 5.477.133 6.459s-2.192 3.268-5.571 3.268c-4.143 0-7.5 3.357-7.5 7.5s3.357 7.5 7.5 7.5c7.853 0 14.83-4.092 18.663-10.945 3.833-6.854 3.667-14.941-.444-21.634l-16.492-26.839 3.211.602c4.076.76 7.99-1.92 8.753-5.991s-1.92-7.99-5.991-8.753z\"><\/path><path d=\"m243.523 218.429c-2.906-2.954-7.654-2.99-10.606-.087-2.953 2.905-2.991 7.653-.087 10.606 16.341 16.611 25.341 38.589 25.341 61.885 0 48.666-39.593 88.258-88.258 88.258s-88.257-39.592-88.257-88.258 39.592-88.258 88.257-88.258c13.651 0 26.742 3.036 38.91 9.023 3.72 1.83 8.212.298 10.041-3.418 1.829-3.717.299-8.212-3.418-10.041-14.246-7.01-29.566-10.564-45.533-10.564-56.936 0-103.257 46.321-103.257 103.258s46.321 103.258 103.257 103.258c56.937 0 103.258-46.321 103.258-103.258-.001-27.256-10.53-52.97-29.648-72.404z\"><\/path><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2cd9e0e elementor-widget elementor-widget-heading\" data-id=\"2cd9e0e\" 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\">Pulp, Paper &amp; Packaging<\/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-42d5dcd e-con-full e-flex e-con e-child\" data-id=\"42d5dcd\" 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-f427273 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"f427273\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewBox=\"0 0 64 64\" data-name=\"Layer 1\"><path d=\"m5.47 53.24c.19.29.5.46.84.46h19.62v7.24c0 .55.45 1 1 1h31.18c.28 0 .53-.11.71-.29.04-.05.09-.1.12-.15.03-.04.06-.08.08-.13.02-.04.04-.09.05-.13.03-.1.05-.2.05-.3v-6.3c0-.03 0-.07-.01-.1v-18.8c0-.55-.44-1-1-1h-6.06c.71-2.47 1.55-6.48 1.55-11.44 0-7.42-1.86-13.02-2.41-14.54l2.33-5.36c.13-.31.1-.67-.08-.95-.19-.28-.5-.45-.84-.45h-31.08c-.34 0-.65.17-.84.45-.18.28-.21.64-.08.95l2.33 5.37c-.18.51-.52 1.49-.89 2.86h-15.73c-.34 0-.65.17-.84.45-.18.28-.22.64-.08.95l2.33 5.37c-.56 1.53-2.41 7.13-2.41 14.53 0 7.32 1.81 12.51 2.41 14l-2.33 5.37c-.14.31-.1.66.08.94zm20.46-4.9v3.36h-18.1l1.63-3.74h16.47zm5.2 5.3h-3.2v-4.3h3.2zm0-12.59h-3.2v-.559s0-.002 0-.003 0-.002 0-.003v-3.075s0-.002 0-.003 0-.002 0-.003v-.663h3.2v4.31zm2 12.59v-4.3h8.4v4.3zm13.59 6.3h-8.39v-4.3h8.39zm10.39 0h-8.38v-4.3h8.38zm0-6.3h-3.19v-4.3h3.19zm-3.19-16.9h3.19v4.31h-3.19zm-1 6.31h4.19v4.29h-8.38v-4.29zm-9.39-6.31h8.39v4.31h-8.39zm3.2 6.31v4.29h-8.4v-4.29zm-5.2-6.31v4.31h-8.4v-4.31zm-18.72-23.11h13.06l-1.62 3.74h-24.79l-1.63-3.74zm-15.5 19.3c0-6.62 1.59-11.82 2.19-13.56h24.71c.07.21.15.45.24.74.03.08.05.16.08.24.32 1.06.74 2.62 1.1 4.53.11.56.21 1.15.3 1.77.06.42.12.85.17 1.29.02.22.05.44.07.66.03.32.06.64.08.96.03.31.05.63.07.95.05.78.07 1.59.07 2.42 0 .36 0 .71-.02 1.07 0 .17-.01.35-.01.52-.01.07-.01.15-.02.22h-9.41c-.55 0-1 .45-1 1v.666h-11.029c-.553 0-1 .448-1 1s.447 1 1 1h11.029v1.082h-8.181c-.553 0-1 .448-1 1s.447 1 1 1h8.181v4.472h-16.45c-.61-1.63-2.17-6.47-2.17-13.03z\"><\/path><path d=\"m13.8 34.34h16.11c1.37 0 2.48-1.11 2.48-2.48v-7.06c0-1.36-1.11-2.47-2.48-2.47h-16.11c-1.36 0-2.47 1.11-2.47 2.47v7.06c0 1.37 1.11 2.48 2.47 2.48zm-.47-9.54c0-.26.21-.47.47-.47h16.11c.26 0 .48.21.48.47v7.06c0 .27-.22.48-.48.48h-16.11c-.26 0-.47-.21-.47-.48z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d70c34c elementor-widget elementor-widget-heading\" data-id=\"d70c34c\" 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\">Building Materials<\/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-84bd294 e-con-full e-flex e-con e-child\" data-id=\"84bd294\" 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-eb20f37 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"eb20f37\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 64 64\"><g data-name=\"25-clothes\" id=\"_25-clothes\"><path d=\"M24,12a1,1,0,0,1,0-2h0a5,5,0,1,1,5-5,1,1,0,0,1-2,0,3,3,0,1,0-3,3,2,2,0,0,1,0,4Z\"><\/path><path d=\"M16,17a1,1,0,0,1-.448-1.895l8-4a1,1,0,0,1,.894,1.79l-8,4A1,1,0,0,1,16,17Z\"><\/path><path d=\"M32,17a1,1,0,0,1-.446-.105l-8-4a1,1,0,1,1,.894-1.79l8,4A1,1,0,0,1,32,17Z\"><\/path><path d=\"M24,18c-4.457,0-12-.843-12-4a1,1,0,0,1,2,0c.273.671,3.956,2,10,2s9.727-1.329,10.006-2.042a.979.979,0,0,1,1-.979A1.015,1.015,0,0,1,36,14C36,17.157,28.457,18,24,18Z\"><\/path><path d=\"M9,36H1a1,1,0,0,1-1-1V25c0-6.617,5.832-12,13-12a1,1,0,0,1,0,2C6.935,15,2,19.486,2,25v9H9a1,1,0,0,1,0,2Z\"><\/path><path d=\"M9,47a1,1,0,0,1-1-1V27a1,1,0,0,1,2,0V46A1,1,0,0,1,9,47Z\"><\/path><path d=\"M47,30a1,1,0,0,1-1-1V25c0-5.514-4.935-10-11-10a1,1,0,0,1,0-2c7.168,0,13,5.383,13,12v4A1,1,0,0,1,47,30Z\"><\/path><path d=\"M39,30a1,1,0,0,1-1-1V27a1,1,0,0,1,2,0v2A1,1,0,0,1,39,30Z\"><\/path><path d=\"M36,62H30a1,1,0,0,1,0-2h6a1,1,0,0,1,0,2Z\"><\/path><path d=\"M50,34H35a1,1,0,0,1-1-1V31a3,3,0,0,1,3-3H48a3,3,0,0,1,3,3v2A1,1,0,0,1,50,34ZM36,32H49V31a1,1,0,0,0-1-1H37a1,1,0,0,0-1,1Z\"><\/path><path d=\"M63,60H36a1,1,0,0,1-1-1V54a25.424,25.424,0,0,1,.634-4.977l.112-.56a8.563,8.563,0,0,0,.256-2.4c-.041-.6-.107-1.266-.173-1.928-.064-.644-.128-1.285-.17-1.872L35,33.071a1,1,0,0,1,2-.142l.656,9.2c.041.569.1,1.192.165,1.816.068.684.137,1.37.179,1.993a10.345,10.345,0,0,1-.292,2.924l-.109.552A23.544,23.544,0,0,0,37,54v4H62V55c0-1.635-1.751-2.968-3.921-3l-5.914.985A1.021,1.021,0,0,1,52,53a4.821,4.821,0,0,1-5-5l1-15.066a1,1,0,1,1,2,.132l-1,15A2.837,2.837,0,0,0,51.921,51l5.914-.985A1.021,1.021,0,0,1,58,50c3.309,0,6,2.243,6,5v4A1,1,0,0,1,63,60Z\"><\/path><path d=\"M54,64H53a1,1,0,0,1-1-1c0-.408-.779-1-2-1s-2,.592-2,1a1,1,0,0,1-1,1H39a3,3,0,0,1-3-3V59a1,1,0,0,1,2,0v2a1,1,0,0,0,1,1h7.219A4.044,4.044,0,0,1,50,60a4.044,4.044,0,0,1,3.781,2H54c2.988,0,8-.39,8-3a1,1,0,0,1,2,0C64,61.281,62.265,64,54,64Z\"><\/path><path d=\"M48,39H47a1,1,0,0,1,0-2h1a1,1,0,0,1,0,2Z\"><\/path><path d=\"M48,43H47a1,1,0,0,1,0-2h1a1,1,0,0,1,0,2Z\"><\/path><path d=\"M48,47H47a1,1,0,0,1,0-2h1a1,1,0,0,1,0,2Z\"><\/path><path d=\"M52,54a1,1,0,0,1-1-1V52a1,1,0,0,1,2,0v1A1,1,0,0,1,52,54Z\"><\/path><path d=\"M56,54a1,1,0,0,1-1-1V52a1,1,0,0,1,2,0v1A1,1,0,0,1,56,54Z\"><\/path><path d=\"M31,51H1a1,1,0,0,1-1-1V48a3,3,0,0,1,3-3H29a3,3,0,0,1,3,3v2A1,1,0,0,1,31,51ZM2,49H30V48a1,1,0,0,0-1-1H3a1,1,0,0,0-1,1Z\"><\/path><path d=\"M30,64H2a1,1,0,0,1-1-1V50a1,1,0,0,1,1-1H30a1,1,0,0,1,1,1V63A1,1,0,0,1,30,64ZM3,62H29V51H3Z\"><\/path><path d=\"M14,64a1,1,0,0,1-1-1V46a1,1,0,0,1,2,0V63A1,1,0,0,1,14,64Z\"><\/path><path d=\"M18,64a1,1,0,0,1-1-1V46a1,1,0,0,1,2,0V63A1,1,0,0,1,18,64Z\"><\/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-f5f62d3 elementor-widget elementor-widget-heading\" data-id=\"f5f62d3\" 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\"><a href=\"https:\/\/www.verdantis.com\/master-data-management-in-the-retail-industry\/\">Textiles, Apparel &amp; Footwear<\/a><\/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-c51a17b e-con-full e-flex e-con e-child\" data-id=\"c51a17b\" 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-87eb176 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"87eb176\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewBox=\"0 0 64 64\"><g><path d=\"m12.8041992 21.2264442h10.375c.5522461 0 1-.4477539 1-1v-3.0496826c0-.5523071-.4477539-1-1-1h-10.375c-.5523071 0-1 .4476929-1 1v3.0496826c0 .5522461.4476929 1 1 1z\"><\/path><path d=\"m21.7800293 36.380619h-14.3500366v12.419983h14.3500366zm-5.960022 9.1900025c-1.0200195 1.0200195-2.6799927 1.0200195-3.7000122 0s-1.0200195-2.6699829 0-3.7000122l.4273682-.4273682c.0012817.0012817.0016479.0031128.0029297.0043945l3.6963501 3.6963501zm2.2700196-2.2700195-.4293213.4293213-3.6963501-3.6963501c-.0012817-.0012817-.0031128-.0016479-.0043945-.0029297l.4300537-.4299927c1.0199585-1.0200195 2.6799927-1.0200195 3.7000122 0 .5099487.5099487.7699585 1.1900024.7699585 1.8499756 0 .6699829-.2600098 1.3400268-.7699585 1.8499756z\"><\/path><path d=\"m22.7833252 23.2264442h-9.583313v4.8641968l-5.7700195 4.6900024v1.5999756h15.3500366c.5599976 0 1 .4500122 1 1v14.419983c0 .5500488-.4400024 1-1 1h-15.3500366v1.2300415c0 1.0999756.8900146 2 2 2h17.1199951c1.1099854 0 2-.9000244 2-2v-19.25l-5.7666626-4.6873169z\"><\/path><path d=\"m39.0773926 22.8547401c-.5523071 0-1 .4477539-1 1v2.3461914c0 .5523071.4476929 1 1 1h11.1637573c.5523071 0 1-.4476929 1-1v-2.3461914c0-.5522461-.4476929-1-1-1z\"><\/path><path d=\"m45.1900024 40.5006142c4.710022 2.7800293 8.7299805 1 10.5100098-.1099854-1.1400146-2.8599854-3.3699951-5.1599731-6.1600342-6.4099731v-4.7800293h-9.7599487v4.7800293c-2.3800049 1.0699463-4.3400269 2.8899536-5.5900269 5.1599731 2.6099854-.8099975 6.6300049-1.2199707 11 1.3599854z\"><\/path><path d=\"m56.289978 42.3306313c-1.3599854.7600098-3.4799805 1.6300049-6.0199585 1.6300049-1.8500366 0-3.9200439-.4500122-6.1000366-1.7399902-4.8099976-2.8300171-9.1599731-1.4000244-11-.5300293-.2799683 1-.4299927 2.0599976-.4299927 3.1500244 0 3.8599854 1.8400269 7.3099976 4.7000122 9.4799805h14.4299927c2.8599854-2.1699829 4.7000122-5.6199951 4.7000122-9.4799805 0-.8599854-.0900268-1.7000123-.2800293-2.5100098z\"><\/path><circle cx=\"48.17\" cy=\"16.305\" r=\"3.672\"><\/circle><circle cx=\"37.818\" cy=\"12.634\" r=\"2.953\"><\/circle><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ce4d05 elementor-widget elementor-widget-heading\" data-id=\"6ce4d05\" 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\">Chemicals &amp; Petrochemicals<\/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-5a72476 e-con-full e-flex e-con e-child\" data-id=\"5a72476\" 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-181d585 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"181d585\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewBox=\"0 0 500 500\"><path clip-rule=\"evenodd\" d=\"m121.744 103.893v11.022c0 .382.226.707.584.84s.742.033.991-.257c9.866-11.494 26.015-15.41 40.009-9.934.394.154.623.55.56.969-2.973 19.637-21.513 33.104-41.099 29.797-.269-.046-.519.023-.727.199s-.317.411-.317.684v10.781c0 .383.228.709.588.841s.745.029.992-.265c9.83-11.677 26.11-15.715 40.228-10.192.394.154.623.55.56.969-2.986 19.727-21.668 33.203-41.318 29.759-.27-.047-.521.02-.731.196s-.319.412-.319.686v24.033c0 .493.402.896.896.896h7.77c6.656 0 12.102 5.446 12.102 12.103v8.976c0 .493-.402.896-.896.896h-53.183c-.493 0-.896-.402-.896-.896v-8.976c0-6.657 5.446-12.103 12.102-12.103h7.77c.493 0 .896-.402.896-.896v-23.958c0-.272-.108-.506-.315-.682s-.456-.245-.724-.201c-19.523 3.174-37.921-10.282-40.881-29.832-.064-.419.165-.814.56-.968 13.875-5.429 29.892-1.631 39.791 9.683.251.286.633.383.989.249s.58-.458.58-.838v-10.26c0-.273-.109-.508-.317-.684-.209-.176-.458-.244-.728-.199-19.587 3.307-38.126-10.159-41.099-29.797-.064-.419.165-.814.56-.968 13.995-5.476 30.144-1.559 40.009 9.934.249.29.633.39.991.257s.584-.458.584-.839v-11.021c0-.224-.072-.416-.218-.586-7.042-8.153-11.303-18.776-11.303-30.395 0-14.801 6.913-27.985 17.684-36.507.33-.261.782-.261 1.111-.001 20.77 16.423 23.697 46.86 6.382 66.901-.145.168-.218.36-.218.584zm-56.429 187.344h369.371c16.669 0 30.308-13.639 30.308-30.309s-13.639-30.309-30.308-30.309h-369.371c-16.669 0-30.308 13.639-30.308 30.309s13.638 30.309 30.308 30.309zm331.005-40.855c5.825 0 10.547 4.722 10.547 10.547s-4.722 10.547-10.547 10.547-10.547-4.722-10.547-10.547c0-5.826 4.722-10.547 10.547-10.547zm-292.64 0c5.825 0 10.547 4.722 10.547 10.547s-4.722 10.547-10.547 10.547-10.547-4.722-10.547-10.547c.001-5.826 4.723-10.547 10.547-10.547zm73.16 0c5.825 0 10.547 4.722 10.547 10.547s-4.722 10.547-10.547 10.547-10.547-4.722-10.547-10.547c.001-5.826 4.723-10.547 10.547-10.547zm73.16 0c5.825 0 10.547 4.722 10.547 10.547s-4.722 10.547-10.547 10.547-10.547-4.722-10.547-10.547c0-5.826 4.722-10.547 10.547-10.547zm73.16 0c5.825 0 10.547 4.722 10.547 10.547s-4.722 10.547-10.547 10.547-10.547-4.722-10.547-10.547c0-5.826 4.722-10.547 10.547-10.547zm-224.768 55.052c-1.279 2.352-2.89 3.377-5.099 4.811l-9.094 5.906c-4.056 2.634-5.875 7.374-4.624 12.046l5.613 20.948c1.252 4.672 5.198 7.867 10.028 8.12l12.576.659c3.973.208 7.283 2.327 9.137 5.848 1.833 3.483 3.802 6.893 5.902 10.222 2.122 3.365 2.302 7.292.496 10.837l-5.717 11.221c-2.196 4.309-1.402 9.324 2.018 12.744l15.335 15.335c3.42 3.419 8.435 4.214 12.744 2.018l11.18-5.696c3.546-1.807 7.473-1.626 10.839.497 3.322 2.096 6.741 4.07 10.254 5.915 3.526 1.852 5.649 5.166 5.857 9.143l.657 12.535c.253 4.83 3.448 8.776 8.12 10.028l20.948 5.613c4.671 1.252 9.412-.568 12.045-4.624l6.837-10.527c2.169-3.34 5.664-5.148 9.644-4.989 3.964.159 7.913.158 11.837.004 3.977-.157 7.468 1.651 9.636 4.989l6.834 10.523c2.634 4.056 7.374 5.875 12.046 4.624l20.948-5.613c4.672-1.252 7.867-5.198 8.12-10.027l.659-12.576c.208-3.973 2.327-7.283 5.848-9.137 3.483-1.833 6.893-3.802 10.222-5.902 3.365-2.122 7.292-2.302 10.837-.496l11.221 5.717c4.309 2.195 9.324 1.401 12.744-2.018l15.335-15.335c3.42-3.419 4.214-8.435 2.018-12.744l-5.696-11.18c-1.807-3.546-1.626-7.473.497-10.839 2.096-3.322 4.07-6.741 5.915-10.254 1.852-3.526 5.166-5.649 9.143-5.857l12.535-.657c4.83-.253 8.776-3.448 10.028-8.12l5.613-20.948c1.252-4.671-.568-9.412-4.624-12.045l-10.527-6.837c-1.582-1.028-2.821-2.353-3.669-3.886-.162-.293-.449-.462-.784-.462h-58.762c-.484 0-.88.387-.894.871-1.376 49.17-41.663 88.609-91.165 88.609-49.503 0-89.789-39.439-91.165-88.609-.013-.484-.41-.871-.894-.871h-58.766c-.336-.001-.625.171-.786.466zm271.198-110.519h7.77c.493 0 .896-.402.896-.896v-23.958c0-.272-.108-.506-.315-.682s-.456-.245-.724-.201c-19.523 3.174-37.921-10.282-40.881-29.832-.063-.419.165-.814.56-.968 13.875-5.429 29.892-1.631 39.791 9.683.251.286.633.383.989.249s.58-.458.58-.838v-10.26c0-.273-.109-.508-.317-.684s-.458-.244-.728-.199c-19.587 3.307-38.126-10.159-41.099-29.797-.064-.419.165-.814.56-.968 13.995-5.476 30.144-1.559 40.009 9.934.249.29.633.39.991.257s.584-.458.584-.839v-11.806c0-.224-.072-.416-.218-.586-7.042-8.153-11.303-18.775-11.303-30.394 0-14.801 6.913-27.985 17.684-36.507.33-.261.782-.261 1.112 0 10.771 8.522 17.684 21.706 17.684 36.507 0 11.619-4.26 22.242-11.303 30.394-.146.169-.218.362-.218.586v11.805c0 .382.226.707.584.84s.742.033.991-.257c9.865-11.494 26.015-15.41 40.009-9.934.394.154.623.55.56.969-2.973 19.637-21.513 33.104-41.099 29.797-.269-.046-.519.023-.727.199-.209.176-.317.411-.317.684v10.781c0 .383.228.71.588.841.36.132.745.029.992-.265 9.83-11.677 26.11-15.716 40.228-10.193.394.154.623.55.56.969-2.986 19.727-21.668 33.203-41.318 29.759-.27-.047-.521.02-.731.196s-.319.412-.319.686v24.033c0 .493.402.896.896.896h7.77c6.656 0 12.102 5.446 12.102 12.103v8.976c0 .493-.402.896-.896.896h-53.183c-.493 0-.896-.402-.896-.896v-8.976c-.001-6.658 5.445-12.104 12.102-12.104zm-134.975 0h7.77c.493 0 .896-.402.896-.896v-23.958c0-.272-.108-.506-.315-.682s-.456-.245-.724-.201c-19.523 3.174-37.921-10.282-40.881-29.832-.063-.419.165-.814.56-.968 13.875-5.429 29.892-1.631 39.791 9.683.251.286.633.383.989.249s.58-.458.58-.838v-10.26c0-.273-.109-.508-.317-.684s-.458-.244-.727-.199c-19.587 3.307-38.126-10.159-41.099-29.797-.063-.419.165-.814.56-.968 13.995-5.476 30.144-1.559 40.009 9.934.249.29.633.39.991.257s.584-.458.584-.839v-9.477c0-.231-.076-.429-.231-.6-7.434-8.246-11.962-19.164-11.962-31.141 0-14.801 6.913-27.985 17.684-36.507.33-.261.782-.261 1.112 0 10.77 8.522 17.684 21.706 17.684 36.507 0 11.252-3.996 21.568-10.643 29.613-.138.167-.205.354-.205.571v11.033c0 .382.226.707.584.84s.742.033.991-.257c9.865-11.494 26.015-15.41 40.009-9.934.394.154.623.55.56.969-2.973 19.637-21.513 33.104-41.099 29.797-.269-.046-.519.023-.727.199s-.317.411-.317.684v10.781c0 .383.228.71.588.841.36.132.745.029.992-.265 9.83-11.677 26.11-15.716 40.228-10.193.394.154.623.55.56.969-2.986 19.727-21.668 33.203-41.317 29.759-.27-.047-.521.02-.731.196s-.319.412-.319.686v24.033c0 .493.402.896.896.896h7.77c6.656 0 12.102 5.446 12.102 12.103v8.976c0 .493-.402.896-.896.896h-53.183c-.493 0-.896-.402-.896-.896v-8.976c-.003-6.658 5.442-12.104 12.099-12.104z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f717b76 elementor-widget elementor-widget-heading\" data-id=\"f717b76\" 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\">Agri-Processing<\/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<\/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-c579274 e-flex e-con-boxed e-con e-parent\" data-id=\"c579274\" 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-53bff08 elementor-widget elementor-widget-heading\" data-id=\"53bff08\" 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\" class=\"elementor-heading-title elementor-size-default\" id=\"manufacturing-process-challenges-traceable-to-master-data-issues\">Manufacturing Process Challenges Traceable to Master Data Issues<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c0f76d elementor-widget elementor-widget-text-editor\" data-id=\"6c0f76d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">In most manufacturing environments,\u00a0unexpected equipment failures\u00a0often expose deeper\u00a0master data issues\u00a0lurking in the background.<\/p><ul class=\"marker:text-quiet list-disc\"><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">When a critical asset fails, maintenance discovers\u00a0multiple part numbers\u00a0for the\u00a0<em>same component<\/em>.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Item descriptions vary &#8211;\u00a0 some too generic, others incomplete, and rarely aligned with actual supplier catalogs.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Procurement teams struggle to identify the\u00a0correct part or supplier, leading to confusion and sourcing delays.<\/p><\/li><\/ul><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>Common Data Challenges:<\/strong><\/p><ul class=\"marker:text-quiet list-disc\"><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>Incomplete or missing data<\/strong>: Critical attributes &#8211; dimensions, material compositions, or supplier codes &#8211; often absent.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>Non-standardized naming conventions<\/strong>: Similar components recorded differently across systems.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>Duplicate records<\/strong>: Multiple item codes for the same part, confusing maintenance and procurement teams.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>Outdated or unverified information<\/strong>: Supplier details, pricing, or technical specs not regularly validated.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>Poor catalog alignment<\/strong>: Internal data rarely match supplier or OEM catalogs.<\/p><\/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-12ec034 elementor-widget elementor-widget-image\" data-id=\"12ec034\" 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=\"714\" height=\"476\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/11\/Master-data-challenges.jpg\" class=\"attachment-large size-large wp-image-39673\" alt=\"infographic illustration focused on manufacturing master data challenges\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/11\/Master-data-challenges.jpg 714w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/11\/Master-data-challenges-300x200.jpg 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/11\/Master-data-challenges-18x12.jpg 18w\" sizes=\"(max-width: 714px) 100vw, 714px\" \/>\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-53a682d elementor-widget elementor-widget-text-editor\" data-id=\"53a682d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>Consequences:<\/strong><\/p><ul class=\"marker:text-quiet list-disc\"><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Sourcing delays due to mismatched or duplicated data.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Prolonged equipment downtime as teams sift through inconsistent records.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Idle production lines, rising costs, and\u00a0lost revenue opportunities.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Difficulty in identifying the correct part or approved supplier.<\/p><\/li><\/ul><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">In short, data inconsistency silently erodes operational efficiency and exposes how dependent manufacturing performance is on\u00a0reliable, standardized master data.<\/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-9f9e701 e-flex e-con-boxed e-con e-parent\" data-id=\"9f9e701\" 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-8380b89 e-grid e-con-full e-con e-child\" data-id=\"8380b89\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-172871a elementor-widget elementor-widget-text-editor\" data-id=\"172871a\" 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><strong>Why is this a Recurring Issue?<\/strong><\/p><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Most large enterprises run on a\u00a0<em>patchwork of systems<\/em>\u00a0that each maintain a different \u201ctruth\u201d about the same asset.<\/p><ul class=\"marker:text-quiet list-disc\"><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>ERP systems<\/strong>\u00a0(e.g., SAP, Oracle): Handle finance and materials.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>Procurement platforms<\/strong>\u00a0(e.g., Ariba, Coupa): Manage sourcing activities.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>Maintenance systems<\/strong>\u00a0(e.g., Maximo, SAP PM): Track asset performance.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Additional tools such as a\u00a0CMMS\u00a0or\u00a0Work Order systems\u00a0may also feed data directly into the ERP\/EAM layer.<\/p><\/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-520389e elementor-widget elementor-widget-image\" data-id=\"520389e\" 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=\"990\" height=\"532\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/11\/ERP-EAM-System-e1765960236888.jpg\" class=\"attachment-full size-full wp-image-39475\" alt=\"A simple infographic showing how ERP\/EAM systems integrate finance, procurement, maintenance, and work order platforms into a unified enterprise data flow.\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/11\/ERP-EAM-System-e1765960236888.jpg 990w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/11\/ERP-EAM-System-e1765960236888-300x161.jpg 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/11\/ERP-EAM-System-e1765960236888-768x413.jpg 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/11\/ERP-EAM-System-e1765960236888-18x10.jpg 18w\" sizes=\"(max-width: 990px) 100vw, 990px\" \/>\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\t\t<div class=\"elementor-element elementor-element-ca7c13e elementor-widget elementor-widget-text-editor\" data-id=\"ca7c13e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>The challenge:<\/strong><\/p><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Each system stores its own version of the same part:<\/p><ul class=\"marker:text-quiet list-disc\"><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Different naming conventions.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Missing or inconsistent specifications.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Varied supplier records.<\/p><\/li><\/ul><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>Operational impact:<\/strong><\/p><ul class=\"marker:text-quiet list-disc\"><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Procurement searches one database, maintenance updates another, and quality verifies a third.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Finance then attempts to reconcile these inconsistencies to determine inventory value.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">The outcome: the organization functions like\u00a0<em>three separate companies pretending to be one<\/em>, generating waste at every touchpoint.<\/p><\/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-2f598e9 elementor-widget elementor-widget-text-editor\" data-id=\"2f598e9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">To function as a truly integrated enterprise, manufacturers must manage and synchronize master data for all critical domains: materials, services, assets, products, suppliers, and employees.<\/p><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>Benefits of Reliable, Standardized Master Data:<\/strong><\/p><ul class=\"marker:text-quiet list-disc\"><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Establishes a single source of truth across all enterprise systems.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Eliminates rework and redundant validation efforts.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Streamlines sourcing, inventory, and maintenance workflows.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Enhances supply chain visibility and regulatory compliance.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Enables\u00a0data-driven decision-making\u00a0and optimized production performance.<\/p><\/li><\/ul><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">When master data is clean, consistent, and connected, manufacturing operations shift from reactive firefighting to\u00a0predictable, efficient performance.<\/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-e4d3075 elementor-widget elementor-widget-heading\" data-id=\"e4d3075\" 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\" class=\"elementor-heading-title elementor-size-default\" id=\"manufacturing-master-data-domains\">Manufacturing Master Data Domains<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ca95528 elementor-widget elementor-widget-text-editor\" data-id=\"ca95528\" 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>Master Data Domains in manufacturing represent the foundational datasets that drive every business process, from procurement and production to maintenance, sales, and financial reporting.<\/p><p>Each domain defines a specific \u201csource of truth\u201d that keeps operations synchronized, efficient, and data-driven.<\/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-f628dda e-con-full e-flex e-con e-child\" data-id=\"f628dda\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3807456 e-con-full e-flex e-con e-child\" data-id=\"3807456\" 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-06ed468 elementor-widget elementor-widget-heading\" data-id=\"06ed468\" 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<div class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.verdantis.com\/materials-master-data-management\/\">1. Material Master Data<\/a><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ae8bad2 e-grid e-con-full e-con e-child\" data-id=\"ae8bad2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8330e85 elementor-widget elementor-widget-text-editor\" data-id=\"8330e85\" 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=\"264\" data-end=\"565\"><strong>What it represents in manufacturing<\/strong><\/p><p data-start=\"264\" data-end=\"565\">Material Master Data defines everything the factory buys, stores, consumes, assembles, or sells-from raw materials and components to MRO spares and finished goods. It is the backbone for BOMs, inventory planning, procurement, costing, and maintenance.<\/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-26f20a1 elementor-widget elementor-widget-video\" data-id=\"26f20a1\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/qcOs4BDq13M?si=S8kr-g9rpLOOCFfm&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-754dd5a elementor-widget elementor-widget-text-editor\" data-id=\"754dd5a\" 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=\"567\" data-end=\"589\"><strong>Typical attributes<\/strong><\/p><ul data-start=\"590\" data-end=\"886\"><li data-start=\"590\" data-end=\"616\"><p data-start=\"592\" data-end=\"616\">Part \/ Material number<\/p><\/li><li data-start=\"617\" data-end=\"665\"><p data-start=\"619\" data-end=\"665\">Standardized description (naming convention)<\/p><\/li><li data-start=\"666\" data-end=\"719\"><p data-start=\"668\" data-end=\"719\">Material type (Raw, Semi-finished, Finished, MRO)<\/p><\/li><li data-start=\"720\" data-end=\"763\"><p data-start=\"722\" data-end=\"763\">Specifications (size, grade, tolerance)<\/p><\/li><li data-start=\"764\" data-end=\"797\"><p data-start=\"766\" data-end=\"797\">Unit of Measure (EA, KG, MTR)<\/p><\/li><li data-start=\"798\" data-end=\"820\"><p data-start=\"800\" data-end=\"820\">Approved suppliers<\/p><\/li><li data-start=\"821\" data-end=\"849\"><p data-start=\"823\" data-end=\"849\">Cost and valuation class<\/p><\/li><li data-start=\"850\" data-end=\"886\"><p data-start=\"852\" data-end=\"886\">Commodity codes (UNSPSC, eCl@ss)<\/p><\/li><\/ul><p data-start=\"888\" data-end=\"915\"><strong>Manufacturing example<\/strong><\/p><ul data-start=\"916\" data-end=\"1132\"><li data-start=\"916\" data-end=\"946\"><p data-start=\"918\" data-end=\"946\">Part Number: 6205-2RS1<\/p><\/li><li data-start=\"947\" data-end=\"1001\"><p data-start=\"949\" data-end=\"1001\">Description: Bearing, Deep Groove Ball, Sealed<\/p><\/li><li data-start=\"1002\" data-end=\"1035\"><p data-start=\"1004\" data-end=\"1035\">Material: Stainless Steel<\/p><\/li><li data-start=\"1036\" data-end=\"1067\"><p data-start=\"1038\" data-end=\"1067\">Size: 25mm ID \u00d7 52mm OD<\/p><\/li><li data-start=\"1068\" data-end=\"1089\"><p data-start=\"1070\" data-end=\"1089\">Supplier: SKF<\/p><\/li><li data-start=\"1090\" data-end=\"1107\"><p data-start=\"1092\" data-end=\"1107\">UoM: Each<\/p><\/li><li data-start=\"1108\" data-end=\"1132\"><p data-start=\"1110\" data-end=\"1132\">UNSPSC: 31161607<\/p><\/li><\/ul><p data-start=\"1134\" data-end=\"1170\"><strong>Why it matters on the shop floor<\/strong><\/p><ul data-start=\"1171\" data-end=\"1416\"><li data-start=\"1171\" data-end=\"1241\"><p data-start=\"1173\" data-end=\"1241\">Prevents duplicate materials (same bearing created 5 different ways)<\/p><\/li><li data-start=\"1242\" data-end=\"1289\"><p data-start=\"1244\" data-end=\"1289\">Enables accurate MRP and spare parts planning<\/p><\/li><li data-start=\"1290\" data-end=\"1340\"><p data-start=\"1292\" data-end=\"1340\">Reduces excess inventory and emergency purchases<\/p><\/li><li data-start=\"1341\" data-end=\"1416\"><p data-start=\"1343\" data-end=\"1416\">Ensures correct materials are issued to work orders and production orders<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ed7e3e8 e-con-full e-flex e-con e-child\" data-id=\"ed7e3e8\" 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-96c2f34 elementor-widget elementor-widget-heading\" data-id=\"96c2f34\" 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<div class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.verdantis.com\/vendor-master-data\/\">2. Supplier \/ Vendor Master Data<\/a><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b78f8b9 e-grid e-con-full e-con e-child\" data-id=\"b78f8b9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c3b3cdc elementor-widget elementor-widget-text-editor\" data-id=\"c3b3cdc\" 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=\"1461\" data-end=\"1692\"><strong data-start=\"1461\" data-end=\"1500\">What it represents in manufacturing<\/strong><\/p><p data-start=\"1461\" data-end=\"1692\">Supplier Master Data captures who you buy from, under what terms, and how reliable they are. It is essential for strategic sourcing, compliance,<a href=\"https:\/\/www.verdantis.com\/mro-spend-analysis\/\"> MRO spend analysis<\/a>, and risk management.<\/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-e7ffc72 elementor-widget elementor-widget-video\" data-id=\"e7ffc72\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/tgvnC-VXpoA?si=iJOU_yEo1ocvDYen&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-feef81b elementor-widget elementor-widget-text-editor\" data-id=\"feef81b\" 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=\"1461\" data-end=\"1692\">\u00a0<strong data-start=\"1694\" data-end=\"1716\">Typical attributes<\/strong><\/p><ul data-start=\"1717\" data-end=\"1939\"><li data-start=\"1717\" data-end=\"1747\"><p data-start=\"1719\" data-end=\"1747\">Supplier ID and legal name<\/p><\/li><li data-start=\"1748\" data-end=\"1779\"><p data-start=\"1750\" data-end=\"1779\">Contact and address details<\/p><\/li><li data-start=\"1780\" data-end=\"1812\"><p data-start=\"1782\" data-end=\"1812\">Approved material categories<\/p><\/li><li data-start=\"1813\" data-end=\"1854\"><p data-start=\"1815\" data-end=\"1854\">Quality and compliance certifications<\/p><\/li><li data-start=\"1855\" data-end=\"1899\"><p data-start=\"1857\" data-end=\"1899\">Performance metrics (OTD, quality score)<\/p><\/li><li data-start=\"1900\" data-end=\"1939\"><p data-start=\"1902\" data-end=\"1939\">Payment terms and contract validity<\/p><\/li><\/ul><p data-start=\"1941\" data-end=\"1968\"><strong data-start=\"1941\" data-end=\"1966\">Manufacturing example<\/strong><\/p><ul data-start=\"1969\" data-end=\"2176\"><li data-start=\"1969\" data-end=\"1995\"><p data-start=\"1971\" data-end=\"1995\"><strong data-start=\"1971\" data-end=\"1987\">Supplier ID:<\/strong> 12345<\/p><\/li><li data-start=\"1996\" data-end=\"2033\"><p data-start=\"1998\" data-end=\"2033\"><strong data-start=\"1998\" data-end=\"2007\">Name:<\/strong> ABC Fasteners Pvt. Ltd.<\/p><\/li><li data-start=\"2034\" data-end=\"2072\"><p data-start=\"2036\" data-end=\"2072\"><strong data-start=\"2036\" data-end=\"2049\">Category:<\/strong> Industrial Fasteners<\/p><\/li><li data-start=\"2073\" data-end=\"2116\"><p data-start=\"2075\" data-end=\"2116\"><strong data-start=\"2075\" data-end=\"2094\">Certifications:<\/strong> ISO 9001, ISO 14001<\/p><\/li><li data-start=\"2117\" data-end=\"2146\"><p data-start=\"2119\" data-end=\"2146\"><strong data-start=\"2119\" data-end=\"2140\">On-Time Delivery:<\/strong> 96%<\/p><\/li><li data-start=\"2147\" data-end=\"2176\"><p data-start=\"2149\" data-end=\"2176\"><strong data-start=\"2149\" data-end=\"2167\">Payment Terms:<\/strong> Net 45<\/p><\/li><\/ul><p data-start=\"2178\" data-end=\"2213\"><strong data-start=\"2178\" data-end=\"2213\">Why it matters in manufacturing<\/strong><\/p><ul data-start=\"2214\" data-end=\"2444\"><li data-start=\"2214\" data-end=\"2282\"><p data-start=\"2216\" data-end=\"2282\">Ensures only approved vendors are used for critical components<\/p><\/li><li data-start=\"2283\" data-end=\"2342\"><p data-start=\"2285\" data-end=\"2342\">Enables supplier performance tracking and rationalization<\/p><\/li><li data-start=\"2343\" data-end=\"2391\"><p data-start=\"2345\" data-end=\"2391\">Supports audits, compliance, and ESG reporting<\/p><\/li><li data-start=\"2392\" data-end=\"2444\"><p data-start=\"2394\" data-end=\"2444\">Reduces procurement cycle time and maverick buying<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fd3a076 e-con-full e-flex e-con e-child\" data-id=\"fd3a076\" 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-8110599 elementor-widget elementor-widget-heading\" data-id=\"8110599\" 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<div class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.verdantis.com\/customer-master-data-management\/\">3. Customer Master Data<\/a><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3ee0408 e-grid e-con-full e-con e-child\" data-id=\"3ee0408\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-29b1bd2 elementor-widget elementor-widget-text-editor\" data-id=\"29b1bd2\" 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=\"1461\" data-end=\"1692\"><strong data-start=\"1461\" data-end=\"1500\">What it represents in manufacturing<\/strong><\/p><p data-start=\"1461\" data-end=\"1692\">Customer Master Data stores all information about the customers who buy products, enabling accurate order processing, delivery, billing, and after-sales service. It connects sales, production, and supply chain for better customer experience.<\/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-719c18c elementor-widget elementor-widget-video\" data-id=\"719c18c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/kSwpPHFDVIA&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d30ea51 elementor-widget elementor-widget-text-editor\" data-id=\"d30ea51\" 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=\"5458\" data-end=\"5482\"><strong data-start=\"5458\" data-end=\"5480\">Typical attributes<\/strong><\/p><ul data-start=\"5483\" data-end=\"5708\"><li data-start=\"5483\" data-end=\"5507\"><p data-start=\"5485\" data-end=\"5507\">Customer ID and name<\/p><\/li><li data-start=\"5508\" data-end=\"5543\"><p data-start=\"5510\" data-end=\"5543\">Contact and billing information<\/p><\/li><li data-start=\"5544\" data-end=\"5591\"><p data-start=\"5546\" data-end=\"5591\">Shipping addresses and delivery preferences<\/p><\/li><li data-start=\"5592\" data-end=\"5627\"><p data-start=\"5594\" data-end=\"5627\">Payment terms and credit limits<\/p><\/li><li data-start=\"5628\" data-end=\"5667\"><p data-start=\"5630\" data-end=\"5667\">Industry and segment classification<\/p><\/li><li data-start=\"5668\" data-end=\"5708\"><p data-start=\"5670\" data-end=\"5708\">Order history and service agreements<\/p><\/li><\/ul><p data-start=\"5710\" data-end=\"5737\"><strong data-start=\"5710\" data-end=\"5735\">Manufacturing example<\/strong><\/p><ul data-start=\"5738\" data-end=\"5956\"><li data-start=\"5738\" data-end=\"5764\"><p data-start=\"5740\" data-end=\"5764\">Customer ID: CUST-1001<\/p><\/li><li data-start=\"5765\" data-end=\"5796\"><p data-start=\"5767\" data-end=\"5796\">Name: Global Petrochem Ltd.<\/p><\/li><li data-start=\"5797\" data-end=\"5850\"><p data-start=\"5799\" data-end=\"5850\">Billing Address: 123 Industrial Park, Houston, TX<\/p><\/li><li data-start=\"5851\" data-end=\"5892\"><p data-start=\"5853\" data-end=\"5892\">Shipping Address: Plant 3, Houston #2<\/p><\/li><li data-start=\"5893\" data-end=\"5918\"><p data-start=\"5895\" data-end=\"5918\">Payment Terms: Net 30<\/p><\/li><li data-start=\"5919\" data-end=\"5956\"><p data-start=\"5921\" data-end=\"5956\">Industry: Chemicals Manufacturing<\/p><\/li><\/ul><p data-start=\"5958\" data-end=\"5978\"><strong data-start=\"5958\" data-end=\"5976\">Why it matters<\/strong><\/p><ul data-start=\"5979\" data-end=\"6225\"><li data-start=\"5979\" data-end=\"6028\"><p data-start=\"5981\" data-end=\"6028\">Ensures accurate and timely order fulfillment<\/p><\/li><li data-start=\"6029\" data-end=\"6097\"><p data-start=\"6031\" data-end=\"6097\">Links customer-specific requirements to production and inventory<\/p><\/li><li data-start=\"6098\" data-end=\"6160\"><p data-start=\"6100\" data-end=\"6160\">Supports sales analytics, forecasting, and CRM initiatives<\/p><\/li><li data-start=\"6161\" data-end=\"6225\"><p data-start=\"6163\" data-end=\"6225\">Reduces errors in billing, shipping, and after-sales service<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6b3fe53 e-con-full e-flex e-con e-child\" data-id=\"6b3fe53\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-853f753 elementor-widget elementor-widget-heading\" data-id=\"853f753\" 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<div class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.verdantis.com\/asset-master-data-management\/\">4. Asset \/ Equipment Master Data<\/a><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68783d0 elementor-widget elementor-widget-text-editor\" data-id=\"68783d0\" 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=\"2489\" data-end=\"2765\"><strong data-start=\"2489\" data-end=\"2528\">What it represents in manufacturing<\/strong><\/p><p data-start=\"2489\" data-end=\"2765\">Asset Master Data defines machines, production lines, utilities, and critical infrastructure used to manufacture products. It is the foundation for maintenance planning, reliability engineering, and asset lifecycle management.<\/p><p data-start=\"2767\" data-end=\"2789\"><strong data-start=\"2767\" data-end=\"2789\">Typical attributes<\/strong><\/p><ul data-start=\"2790\" data-end=\"3030\"><li data-start=\"2790\" data-end=\"2841\"><p data-start=\"2792\" data-end=\"2841\">Asset ID and hierarchy (Plant \u2192 Line \u2192 Machine)<\/p><\/li><li data-start=\"2842\" data-end=\"2880\"><p data-start=\"2844\" data-end=\"2880\">Manufacturer, model, serial number<\/p><\/li><li data-start=\"2881\" data-end=\"2920\"><p data-start=\"2883\" data-end=\"2920\">Installation and commissioning date<\/p><\/li><li data-start=\"2921\" data-end=\"2955\"><p data-start=\"2923\" data-end=\"2955\">Location and operating context<\/p><\/li><li data-start=\"2956\" data-end=\"3006\"><p data-start=\"2958\" data-end=\"3006\">Maintenance strategy (Preventive \/ Predictive)<\/p><\/li><li data-start=\"3007\" data-end=\"3030\"><p data-start=\"3009\" data-end=\"3030\">Spare parts linkage<\/p><\/li><\/ul><p data-start=\"3032\" data-end=\"3059\"><strong data-start=\"3032\" data-end=\"3057\">Manufacturing example<\/strong><\/p><ul data-start=\"3060\" data-end=\"3278\"><li data-start=\"3060\" data-end=\"3084\"><p data-start=\"3062\" data-end=\"3084\"><strong data-start=\"3062\" data-end=\"3075\">Asset ID:<\/strong> A-1423<\/p><\/li><li data-start=\"3085\" data-end=\"3123\"><p data-start=\"3087\" data-end=\"3123\"><strong data-start=\"3087\" data-end=\"3101\">Equipment:<\/strong> CNC Milling Machine<\/p><\/li><li data-start=\"3124\" data-end=\"3153\"><p data-start=\"3126\" data-end=\"3153\"><strong data-start=\"3126\" data-end=\"3143\">Manufacturer:<\/strong> Siemens<\/p><\/li><li data-start=\"3154\" data-end=\"3177\"><p data-start=\"3156\" data-end=\"3177\"><strong data-start=\"3156\" data-end=\"3166\">Model:<\/strong> PLC-X100<\/p><\/li><li data-start=\"3178\" data-end=\"3212\"><p data-start=\"3180\" data-end=\"3212\"><strong data-start=\"3180\" data-end=\"3193\">Location:<\/strong> Plant 3 \u2013 Line 2<\/p><\/li><li data-start=\"3213\" data-end=\"3245\"><p data-start=\"3215\" data-end=\"3245\"><strong data-start=\"3215\" data-end=\"3232\">Commissioned:<\/strong> 2019-04-12<\/p><\/li><li data-start=\"3246\" data-end=\"3278\"><p data-start=\"3248\" data-end=\"3278\"><strong data-start=\"3248\" data-end=\"3265\">Last Service:<\/strong> 2025-08-15<\/p><\/li><\/ul><p data-start=\"3280\" data-end=\"3298\"><strong data-start=\"3280\" data-end=\"3298\">Why it matters<\/strong><\/p><ul data-start=\"3299\" data-end=\"3486\"><li data-start=\"3299\" data-end=\"3346\"><p data-start=\"3301\" data-end=\"3346\">Enables preventive and predictive maintenance<\/p><\/li><li data-start=\"3347\" data-end=\"3388\"><p data-start=\"3349\" data-end=\"3388\">Links correct spare parts to each asset<\/p><\/li><li data-start=\"3389\" data-end=\"3426\"><p data-start=\"3391\" data-end=\"3426\">Reduces unplanned downtime and MTTR<\/p><\/li><li data-start=\"3427\" data-end=\"3486\"><p data-start=\"3429\" data-end=\"3486\">Supports asset performance analysis (OEE, failure trends)<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-963f179 e-con-full e-flex e-con e-child\" data-id=\"963f179\" 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-210edb0 elementor-widget elementor-widget-heading\" data-id=\"210edb0\" 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<div class=\"elementor-heading-title elementor-size-default\">5. Location \/ Facility Master Data<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-480055f elementor-widget elementor-widget-text-editor\" data-id=\"480055f\" 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=\"3533\" data-end=\"3724\"><strong data-start=\"3533\" data-end=\"3572\">What it represents in manufacturing<\/strong><\/p><p data-start=\"3533\" data-end=\"3724\">Location Master Data defines where operations, inventory, and assets physically exist, from global plants to warehouse bins and maintenance zones.<\/p><p data-start=\"3726\" data-end=\"3748\"><strong data-start=\"3726\" data-end=\"3748\">Typical attributes<\/strong><\/p><ul data-start=\"3749\" data-end=\"3907\"><li data-start=\"3749\" data-end=\"3770\"><p data-start=\"3751\" data-end=\"3770\">Plant \/ site code<\/p><\/li><li data-start=\"3771\" data-end=\"3793\"><p data-start=\"3773\" data-end=\"3793\">Address and region<\/p><\/li><li data-start=\"3794\" data-end=\"3829\"><p data-start=\"3796\" data-end=\"3829\">Warehouse and storage locations<\/p><\/li><li data-start=\"3830\" data-end=\"3865\"><p data-start=\"3832\" data-end=\"3865\">Production or maintenance zones<\/p><\/li><li data-start=\"3866\" data-end=\"3907\"><p data-start=\"3868\" data-end=\"3907\">Operational status (Active, Shutdown)<\/p><\/li><\/ul><p data-start=\"3909\" data-end=\"3936\"><strong data-start=\"3909\" data-end=\"3934\">Manufacturing example<\/strong><\/p><ul data-start=\"3937\" data-end=\"4117\"><li data-start=\"3937\" data-end=\"3962\"><p data-start=\"3939\" data-end=\"3962\"><strong data-start=\"3939\" data-end=\"3949\">Plant:<\/strong> Houston #2<\/p><\/li><li data-start=\"3963\" data-end=\"3992\"><p data-start=\"3965\" data-end=\"3992\"><strong data-start=\"3965\" data-end=\"3980\">Plant Code:<\/strong> US-TX-H02<\/p><\/li><li data-start=\"3993\" data-end=\"4029\"><p data-start=\"3995\" data-end=\"4029\"><strong data-start=\"3995\" data-end=\"4008\">Function:<\/strong> Assembly &amp; Testing<\/p><\/li><li data-start=\"4030\" data-end=\"4053\"><p data-start=\"4032\" data-end=\"4053\"><strong data-start=\"4032\" data-end=\"4046\">Warehouse:<\/strong> WH-A<\/p><\/li><li data-start=\"4054\" data-end=\"4082\"><p data-start=\"4056\" data-end=\"4082\"><strong data-start=\"4056\" data-end=\"4069\">Latitude:<\/strong> 29.7604\u00b0 N<\/p><\/li><li data-start=\"4083\" data-end=\"4117\"><p data-start=\"4085\" data-end=\"4117\"><strong data-start=\"4085\" data-end=\"4108\">Operational Status:<\/strong> Active<\/p><\/li><\/ul><p data-start=\"4119\" data-end=\"4137\"><strong data-start=\"4119\" data-end=\"4137\">Why it matters<\/strong><\/p><ul data-start=\"4138\" data-end=\"4351\"><li data-start=\"4138\" data-end=\"4189\"><p data-start=\"4140\" data-end=\"4189\">Enables accurate inventory visibility by location<\/p><\/li><li data-start=\"4190\" data-end=\"4245\"><p data-start=\"4192\" data-end=\"4245\">Supports inter-plant transfers and logistics planning<\/p><\/li><li data-start=\"4246\" data-end=\"4292\"><p data-start=\"4248\" data-end=\"4292\">Improves traceability for audits and recalls<\/p><\/li><li data-start=\"4293\" data-end=\"4351\"><p data-start=\"4295\" data-end=\"4351\">Helps maintenance teams locate assets and spares quickly<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-62e609b e-con-full e-flex e-con e-child\" data-id=\"62e609b\" 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-edf5762 elementor-widget elementor-widget-heading\" data-id=\"edf5762\" 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<div class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.verdantis.com\/product-master-data-management\/\">6. Product Master Data<\/a><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d9d724a elementor-widget elementor-widget-text-editor\" data-id=\"d9d724a\" 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=\"4386\" data-end=\"4617\"><strong data-start=\"4386\" data-end=\"4425\">What it represents in manufacturing<\/strong><\/p><p data-start=\"4386\" data-end=\"4617\">Product Master Data defines what the company manufactures and sells, ensuring a single, consistent product definition across engineering, production, quality, sales, and compliance.<\/p><p data-start=\"4619\" data-end=\"4641\"><strong data-start=\"4619\" data-end=\"4641\">Typical attributes<\/strong><\/p><ul data-start=\"4642\" data-end=\"4865\"><li data-start=\"4642\" data-end=\"4680\"><p data-start=\"4644\" data-end=\"4680\">Product code and standardized name<\/p><\/li><li data-start=\"4681\" data-end=\"4709\"><p data-start=\"4683\" data-end=\"4709\">Technical specifications<\/p><\/li><li data-start=\"4710\" data-end=\"4747\"><p data-start=\"4712\" data-end=\"4747\">Product family and classification<\/p><\/li><li data-start=\"4748\" data-end=\"4792\"><p data-start=\"4750\" data-end=\"4792\">Lifecycle status (New, Active, Obsolete)<\/p><\/li><li data-start=\"4793\" data-end=\"4834\"><p data-start=\"4795\" data-end=\"4834\">Regulatory and compliance information<\/p><\/li><li data-start=\"4835\" data-end=\"4865\"><p data-start=\"4837\" data-end=\"4865\">Associated BOM and routing<\/p><\/li><\/ul><p data-start=\"4867\" data-end=\"4894\"><strong data-start=\"4867\" data-end=\"4892\">Manufacturing example<\/strong><\/p><ul data-start=\"4895\" data-end=\"5107\"><li data-start=\"4895\" data-end=\"4942\"><p data-start=\"4897\" data-end=\"4942\"><strong data-start=\"4897\" data-end=\"4909\">Product:<\/strong> Stainless Steel Valve &#8211; 2 Inch<\/p><\/li><li data-start=\"4943\" data-end=\"4973\"><p data-start=\"4945\" data-end=\"4973\"><strong data-start=\"4945\" data-end=\"4962\">Product Code:<\/strong> PRD-2103<\/p><\/li><li data-start=\"4974\" data-end=\"5003\"><p data-start=\"4976\" data-end=\"5003\"><strong data-start=\"4976\" data-end=\"4996\">Pressure Rating:<\/strong> PN16<\/p><\/li><li data-start=\"5004\" data-end=\"5029\"><p data-start=\"5006\" data-end=\"5029\"><strong data-start=\"5006\" data-end=\"5019\">End Type:<\/strong> Flanged<\/p><\/li><li data-start=\"5030\" data-end=\"5062\"><p data-start=\"5032\" data-end=\"5062\"><strong data-start=\"5032\" data-end=\"5053\">Lifecycle Status:<\/strong> Active<\/p><\/li><li data-start=\"5063\" data-end=\"5107\"><p data-start=\"5065\" data-end=\"5107\"><strong data-start=\"5065\" data-end=\"5080\">Compliance:<\/strong> ASTM A351, PED certified<\/p><\/li><\/ul><p data-start=\"5109\" data-end=\"5127\"><strong data-start=\"5109\" data-end=\"5127\">Why it matters<\/strong><\/p><ul data-start=\"5128\" data-end=\"5363\"><li data-start=\"5128\" data-end=\"5204\"><p data-start=\"5130\" data-end=\"5204\">Ensures engineering, production, and sales use the same product definition<\/p><\/li><li data-start=\"5205\" data-end=\"5243\"><p data-start=\"5207\" data-end=\"5243\">Prevents errors in BOMs and routings<\/p><\/li><li data-start=\"5244\" data-end=\"5300\"><p data-start=\"5246\" data-end=\"5300\">Supports faster product launches and change management<\/p><\/li><li data-start=\"5301\" data-end=\"5363\"><p data-start=\"5303\" data-end=\"5363\">Enables accurate costing, pricing, and regulatory compliance<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-77393d3 e-con-full e-flex e-con e-child\" data-id=\"77393d3\" 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-d237cea elementor-widget elementor-widget-heading\" data-id=\"d237cea\" 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<div class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.verdantis.com\/service-master-data-management\/\">7.  Service Master Data<\/a><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-692258b elementor-widget elementor-widget-text-editor\" data-id=\"692258b\" 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=\"1461\" data-end=\"1692\"><strong data-start=\"1461\" data-end=\"1500\">What it represents in manufacturing<\/strong><\/p><p data-start=\"1461\" data-end=\"1692\">Service Master Data defines all the services an organization purchases, provides, or performs &#8211; from outsourced maintenance and calibration to inspection, consulting, or logistics services. It\u2019s critical for managing contracted services, cost control, and vendor performance.<\/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-3fe1210 elementor-widget elementor-widget-text-editor\" data-id=\"3fe1210\" 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=\"5458\" data-end=\"5482\"><strong data-start=\"5458\" data-end=\"5480\">Typical attributes<\/strong><\/p><ul><li>Service ID or code<\/li><li>Standardized service description<\/li><li>Service category (e.g., Maintenance, Calibration, Transport)<\/li><li>Unit of Measure (Hour, Job, Lot)<\/li><li>Associated supplier or contractor<\/li><li>Service rate \/ pricing and currency<\/li><li>Contract reference or SLA details<\/li><\/ul><p data-start=\"5710\" data-end=\"5737\"><strong data-start=\"5710\" data-end=\"5735\">Manufacturing example<\/strong><\/p><ul><li data-start=\"5921\" data-end=\"5956\">Service ID: SRV-2041<\/li><li data-start=\"5921\" data-end=\"5956\">Description: Preventive Maintenance &#8211; Hydraulic Press<\/li><li data-start=\"5921\" data-end=\"5956\">Category: Maintenance Services<\/li><li data-start=\"5921\" data-end=\"5956\">Supplier: ABC Engineering Services<\/li><li data-start=\"5921\" data-end=\"5956\">Rate: $85\/hour<\/li><li data-start=\"5921\" data-end=\"5956\">SLA: Next-business-day response<\/li><li data-start=\"5921\" data-end=\"5956\">UoM: Hour<\/li><\/ul><p data-start=\"5958\" data-end=\"5978\"><strong data-start=\"5958\" data-end=\"5976\">Why it matters<\/strong><\/p><ul><li class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Ensures accurate and consistent service procurement and billing<\/li><li class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Avoids duplicate or ambiguous service entries in ERP<\/li><li class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Enhances vendor compliance to agreed SLAs and rates<\/li><li class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Improves visibility into outsourced service spend and performance<\/li><li class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Supports budgeting, cost allocation, and maintenance reliability tracking<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2bc5ff9 elementor-widget elementor-widget-heading\" data-id=\"2bc5ff9\" 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\" class=\"elementor-heading-title elementor-size-default\" id=\"the-master-data-lifecycle-what-actually-happens\">The Master Data Lifecycle: What Actually Happens<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1b94e99 e-con-full e-flex e-con e-child\" data-id=\"1b94e99\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-eb717f5 elementor-widget elementor-widget-text-editor\" data-id=\"eb717f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Over time, this data becomes\u00a0duplicated, incomplete, inconsistent, and outdated, leading to inefficiencies across procurement, maintenance, and production.<\/p><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Without proper governance, manufacturers face recurring issues such as:<\/p><ul class=\"marker:text-quiet list-disc\"><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Inaccurate spare part identification and procurement delays.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Redundant inventory and inflated carrying costs.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Incorrect supplier or service information impacting operations.<\/p><\/li><li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\"><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Compliance and traceability challenges across plants and systems.<\/p><\/li><\/ul><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Implementing Master Data Management (MDM)\u00a0addresses these challenges by establishing a\u00a0single, standardized source of truth that ensures every system-from ERP to EAM-operates on clean, consistent, and connected data.<\/p><p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">When MDM is implemented, here\u2019s what actually happens:<\/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-00a3e1e e-con-full pointer e-flex e-con e-child\" data-id=\"00a3e1e\" 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-c24cee5 elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"c24cee5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewBox=\"0 0 512 512\" data-name=\"Layer 1\"><path d=\"m254.625 220.496c-13.89 3.855-40.621 12.019-44.674 28.743l-.283 43.767h-185.726v-64.233c0-42.18 34.753-68.797 78.605-79.824 13.748 10.006 30.699 15.931 49.039 15.931s35.263-5.924 49.04-15.931c38.92 9.808 70.668 31.89 77.301 66.246-7.965 1.474-15.789 3.203-23.301 5.301zm-103.04-67.606c39.345 0 71.433-32.088 71.433-71.433s-32.087-71.433-71.432-71.433-71.433 32.088-71.433 71.433 32.088 71.433 71.433 71.433zm106.243 79.172c-22.479 6.236-36.397 13.918-36.397 21.543s13.918 15.335 36.397 21.572c24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572s-13.918-15.307-36.397-21.543c-24.69-6.86-58.932-11.083-96.917-11.083s-72.227 4.224-96.917 11.083zm96.917 210.019c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.884-25.398-8.788-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.883-25.398-8.759-33.222-14.4v53.234c0 7.625 13.918 15.307 36.397 21.543 24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.543v-53.234c-7.824 5.641-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.394-100.091-11.537-14.06-3.912-25.398-8.787-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.488-33.222 14.4-25.71 7.144-61.115 11.537-100.091 11.537zm-166.167 92.523v18.68c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.045-3.43 9.978-6.038 14.655l6.066 10.488c1.474 2.551 1.049 5.698-1.021 7.767l-13.209 13.209c-2.098 2.098-5.216 2.494-7.767 1.021l-10.517-6.066c-4.677 2.608-9.581 4.621-14.627 6.066l-3.146 11.735c-.765 2.834-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.928-6.236-4.762l-3.118-11.735c-5.046-1.417-9.978-3.458-14.655-6.066l-10.516 6.066c-2.551 1.474-5.669 1.077-7.739-1.021l-13.209-13.209c-2.098-2.098-2.494-5.216-1.02-7.767l6.066-10.488c-2.636-4.677-4.649-9.61-6.066-14.655l-11.736-3.146c-2.835-.766-4.762-3.26-4.762-6.208v-18.68c0-2.948 1.927-5.443 4.762-6.208l11.736-3.146c1.417-5.046 3.43-9.95 6.066-14.627l-6.066-10.517c-1.474-2.551-1.077-5.669 1.02-7.767l13.209-13.209c2.069-2.069 5.188-2.495 7.739-1.021l10.516 6.066c4.677-2.608 9.61-4.62 14.655-6.066l3.118-11.707c.765-2.863 3.26-4.762 6.236-4.762h18.68c2.948 0 5.442 1.899 6.208 4.762l3.146 11.707c5.046 1.446 9.949 3.458 14.627 6.066l10.517-6.066c2.551-1.474 5.669-1.049 7.767 1.021l13.209 13.209c2.069 2.098 2.495 5.216 1.021 7.767l-6.066 10.517c2.608 4.677 4.621 9.581 6.038 14.627l11.735 3.146c2.863.765 4.762 3.26 4.762 6.208zm-40.507 9.354c0-23.102-18.709-41.811-41.811-41.811s-41.811 18.709-41.811 41.811 18.737 41.782 41.811 41.782 41.811-18.708 41.811-41.782zm-41.811-29.821c-16.469 0-29.792 13.351-29.792 29.821s13.323 29.792 29.792 29.792 29.821-13.323 29.821-29.792-13.351-29.821-29.821-29.821zm166.167-268.611v-18.681c0-2.976 1.927-5.471 4.762-6.208l11.735-3.146c1.417-5.046 3.43-9.978 6.066-14.655l-6.066-10.517c-1.502-2.551-1.077-5.669 1.021-7.739l13.209-13.209c2.069-2.098 5.188-2.494 7.739-1.021l10.517 6.066c4.677-2.608 9.581-4.649 14.655-6.066l3.118-11.735c.765-2.835 3.26-4.762 6.236-4.762h18.68c2.948 0 5.443 1.927 6.208 4.762l3.118 11.735c5.074 1.417 9.978 3.43 14.655 6.066l10.517-6.066c2.551-1.474 5.669-1.077 7.739 1.021l13.209 13.209c2.098 2.069 2.523 5.187 1.049 7.739l-6.066 10.517c2.608 4.677 4.62 9.609 6.038 14.655l11.735 3.118c2.863.765 4.762 3.26 4.762 6.236v18.681c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.046-3.43 9.95-6.038 14.627l6.066 10.517c1.474 2.551 1.049 5.669-1.049 7.767l-13.209 13.209c-2.069 2.069-5.188 2.494-7.739 1.02l-10.517-6.066c-4.677 2.608-9.581 4.621-14.655 6.038l-3.118 11.736c-.765 2.863-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.899-6.236-4.762l-3.118-11.736c-5.074-1.417-9.978-3.43-14.655-6.038l-10.517 6.066c-2.551 1.474-5.669 1.049-7.739-1.02l-13.209-13.209c-2.098-2.098-2.523-5.216-1.021-7.767l6.066-10.517c-2.636-4.677-4.649-9.581-6.066-14.627l-11.735-3.146c-2.835-.765-4.762-3.26-4.762-6.208zm40.507-9.354c0 23.102 18.737 41.811 41.811 41.811s41.811-18.709 41.811-41.811-18.709-41.811-41.811-41.811-41.811 18.737-41.811 41.811zm41.811 29.82c16.469 0 29.821-13.351 29.821-29.82s-13.351-29.792-29.821-29.792-29.792 13.323-29.792 29.792 13.323 29.82 29.792 29.82z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tStep 1: Data Extraction - Unifying Disparate Sources Using AutoDoc AI\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\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<div class=\"elementor-element elementor-element-009f657 e-grid e-con-boxed e-con e-child\" data-id=\"009f657\" 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-c514a73 elementor-widget elementor-widget-text-editor\" data-id=\"c514a73\" 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>Pull material, supplier, asset, inventory, product, and <a href=\"https:\/\/www.verdantis.com\/service-master-data-management\/\">service master data<\/a> from ERP, procurement systems, maintenance systems, inventory management systems, and legacy files. There may have 100,000+ records across multiple systems.<\/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-42dac70 elementor-widget elementor-widget-video\" data-id=\"42dac70\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/a_-fodr0ccY&quot;,&quot;start&quot;:4,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4a24a39 e-con-full pointer e-flex e-con e-child\" data-id=\"4a24a39\" 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-a71a2d5 elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"a71a2d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewBox=\"0 0 512 512\" data-name=\"Layer 1\"><path d=\"m254.625 220.496c-13.89 3.855-40.621 12.019-44.674 28.743l-.283 43.767h-185.726v-64.233c0-42.18 34.753-68.797 78.605-79.824 13.748 10.006 30.699 15.931 49.039 15.931s35.263-5.924 49.04-15.931c38.92 9.808 70.668 31.89 77.301 66.246-7.965 1.474-15.789 3.203-23.301 5.301zm-103.04-67.606c39.345 0 71.433-32.088 71.433-71.433s-32.087-71.433-71.432-71.433-71.433 32.088-71.433 71.433 32.088 71.433 71.433 71.433zm106.243 79.172c-22.479 6.236-36.397 13.918-36.397 21.543s13.918 15.335 36.397 21.572c24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572s-13.918-15.307-36.397-21.543c-24.69-6.86-58.932-11.083-96.917-11.083s-72.227 4.224-96.917 11.083zm96.917 210.019c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.884-25.398-8.788-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.883-25.398-8.759-33.222-14.4v53.234c0 7.625 13.918 15.307 36.397 21.543 24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.543v-53.234c-7.824 5.641-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.394-100.091-11.537-14.06-3.912-25.398-8.787-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.488-33.222 14.4-25.71 7.144-61.115 11.537-100.091 11.537zm-166.167 92.523v18.68c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.045-3.43 9.978-6.038 14.655l6.066 10.488c1.474 2.551 1.049 5.698-1.021 7.767l-13.209 13.209c-2.098 2.098-5.216 2.494-7.767 1.021l-10.517-6.066c-4.677 2.608-9.581 4.621-14.627 6.066l-3.146 11.735c-.765 2.834-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.928-6.236-4.762l-3.118-11.735c-5.046-1.417-9.978-3.458-14.655-6.066l-10.516 6.066c-2.551 1.474-5.669 1.077-7.739-1.021l-13.209-13.209c-2.098-2.098-2.494-5.216-1.02-7.767l6.066-10.488c-2.636-4.677-4.649-9.61-6.066-14.655l-11.736-3.146c-2.835-.766-4.762-3.26-4.762-6.208v-18.68c0-2.948 1.927-5.443 4.762-6.208l11.736-3.146c1.417-5.046 3.43-9.95 6.066-14.627l-6.066-10.517c-1.474-2.551-1.077-5.669 1.02-7.767l13.209-13.209c2.069-2.069 5.188-2.495 7.739-1.021l10.516 6.066c4.677-2.608 9.61-4.62 14.655-6.066l3.118-11.707c.765-2.863 3.26-4.762 6.236-4.762h18.68c2.948 0 5.442 1.899 6.208 4.762l3.146 11.707c5.046 1.446 9.949 3.458 14.627 6.066l10.517-6.066c2.551-1.474 5.669-1.049 7.767 1.021l13.209 13.209c2.069 2.098 2.495 5.216 1.021 7.767l-6.066 10.517c2.608 4.677 4.621 9.581 6.038 14.627l11.735 3.146c2.863.765 4.762 3.26 4.762 6.208zm-40.507 9.354c0-23.102-18.709-41.811-41.811-41.811s-41.811 18.709-41.811 41.811 18.737 41.782 41.811 41.782 41.811-18.708 41.811-41.782zm-41.811-29.821c-16.469 0-29.792 13.351-29.792 29.821s13.323 29.792 29.792 29.792 29.821-13.323 29.821-29.792-13.351-29.821-29.821-29.821zm166.167-268.611v-18.681c0-2.976 1.927-5.471 4.762-6.208l11.735-3.146c1.417-5.046 3.43-9.978 6.066-14.655l-6.066-10.517c-1.502-2.551-1.077-5.669 1.021-7.739l13.209-13.209c2.069-2.098 5.188-2.494 7.739-1.021l10.517 6.066c4.677-2.608 9.581-4.649 14.655-6.066l3.118-11.735c.765-2.835 3.26-4.762 6.236-4.762h18.68c2.948 0 5.443 1.927 6.208 4.762l3.118 11.735c5.074 1.417 9.978 3.43 14.655 6.066l10.517-6.066c2.551-1.474 5.669-1.077 7.739 1.021l13.209 13.209c2.098 2.069 2.523 5.187 1.049 7.739l-6.066 10.517c2.608 4.677 4.62 9.609 6.038 14.655l11.735 3.118c2.863.765 4.762 3.26 4.762 6.236v18.681c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.046-3.43 9.95-6.038 14.627l6.066 10.517c1.474 2.551 1.049 5.669-1.049 7.767l-13.209 13.209c-2.069 2.069-5.188 2.494-7.739 1.02l-10.517-6.066c-4.677 2.608-9.581 4.621-14.655 6.038l-3.118 11.736c-.765 2.863-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.899-6.236-4.762l-3.118-11.736c-5.074-1.417-9.978-3.43-14.655-6.038l-10.517 6.066c-2.551 1.474-5.669 1.049-7.739-1.02l-13.209-13.209c-2.098-2.098-2.523-5.216-1.021-7.767l6.066-10.517c-2.636-4.677-4.649-9.581-6.066-14.627l-11.735-3.146c-2.835-.765-4.762-3.26-4.762-6.208zm40.507-9.354c0 23.102 18.737 41.811 41.811 41.811s41.811-18.709 41.811-41.811-18.709-41.811-41.811-41.811-41.811 18.737-41.811 41.811zm41.811 29.82c16.469 0 29.821-13.351 29.821-29.82s-13.351-29.792-29.821-29.792-29.792 13.323-29.792 29.792 13.323 29.82 29.792 29.82z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tStep 2: Cleansing and Profiling\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\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<div class=\"elementor-element elementor-element-aa5dec8 e-grid e-con-full e-con e-child\" data-id=\"aa5dec8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cb69b58 elementor-widget elementor-widget-text-editor\" data-id=\"cb69b58\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul data-start=\"467\" data-end=\"748\"><li data-start=\"467\" data-end=\"555\"><p data-start=\"469\" data-end=\"555\">Find duplicates (e.g., &#8220;bearing-6205,&#8221; &#8220;cylindrical roller bearing,&#8221; &#8220;part #12345&#8221;).<\/p><\/li><li data-start=\"556\" data-end=\"642\"><p data-start=\"558\" data-end=\"642\">Identify incomplete records (e.g., items without manufacturer or unit of measure).<\/p><\/li><li data-start=\"643\" data-end=\"748\"><p data-start=\"645\" data-end=\"748\">Detect inconsistencies (e.g., units listed as &#8220;kg,&#8221; &#8220;Kgs,&#8221; &#8220;kilograms&#8221; instead of standardized &#8220;KG&#8221;).<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b666d3a e-con-full pointer e-flex e-con e-child\" data-id=\"b666d3a\" 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-7274e81 elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"7274e81\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewBox=\"0 0 512 512\" data-name=\"Layer 1\"><path d=\"m254.625 220.496c-13.89 3.855-40.621 12.019-44.674 28.743l-.283 43.767h-185.726v-64.233c0-42.18 34.753-68.797 78.605-79.824 13.748 10.006 30.699 15.931 49.039 15.931s35.263-5.924 49.04-15.931c38.92 9.808 70.668 31.89 77.301 66.246-7.965 1.474-15.789 3.203-23.301 5.301zm-103.04-67.606c39.345 0 71.433-32.088 71.433-71.433s-32.087-71.433-71.432-71.433-71.433 32.088-71.433 71.433 32.088 71.433 71.433 71.433zm106.243 79.172c-22.479 6.236-36.397 13.918-36.397 21.543s13.918 15.335 36.397 21.572c24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572s-13.918-15.307-36.397-21.543c-24.69-6.86-58.932-11.083-96.917-11.083s-72.227 4.224-96.917 11.083zm96.917 210.019c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.884-25.398-8.788-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.883-25.398-8.759-33.222-14.4v53.234c0 7.625 13.918 15.307 36.397 21.543 24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.543v-53.234c-7.824 5.641-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.394-100.091-11.537-14.06-3.912-25.398-8.787-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.488-33.222 14.4-25.71 7.144-61.115 11.537-100.091 11.537zm-166.167 92.523v18.68c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.045-3.43 9.978-6.038 14.655l6.066 10.488c1.474 2.551 1.049 5.698-1.021 7.767l-13.209 13.209c-2.098 2.098-5.216 2.494-7.767 1.021l-10.517-6.066c-4.677 2.608-9.581 4.621-14.627 6.066l-3.146 11.735c-.765 2.834-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.928-6.236-4.762l-3.118-11.735c-5.046-1.417-9.978-3.458-14.655-6.066l-10.516 6.066c-2.551 1.474-5.669 1.077-7.739-1.021l-13.209-13.209c-2.098-2.098-2.494-5.216-1.02-7.767l6.066-10.488c-2.636-4.677-4.649-9.61-6.066-14.655l-11.736-3.146c-2.835-.766-4.762-3.26-4.762-6.208v-18.68c0-2.948 1.927-5.443 4.762-6.208l11.736-3.146c1.417-5.046 3.43-9.95 6.066-14.627l-6.066-10.517c-1.474-2.551-1.077-5.669 1.02-7.767l13.209-13.209c2.069-2.069 5.188-2.495 7.739-1.021l10.516 6.066c4.677-2.608 9.61-4.62 14.655-6.066l3.118-11.707c.765-2.863 3.26-4.762 6.236-4.762h18.68c2.948 0 5.442 1.899 6.208 4.762l3.146 11.707c5.046 1.446 9.949 3.458 14.627 6.066l10.517-6.066c2.551-1.474 5.669-1.049 7.767 1.021l13.209 13.209c2.069 2.098 2.495 5.216 1.021 7.767l-6.066 10.517c2.608 4.677 4.621 9.581 6.038 14.627l11.735 3.146c2.863.765 4.762 3.26 4.762 6.208zm-40.507 9.354c0-23.102-18.709-41.811-41.811-41.811s-41.811 18.709-41.811 41.811 18.737 41.782 41.811 41.782 41.811-18.708 41.811-41.782zm-41.811-29.821c-16.469 0-29.792 13.351-29.792 29.821s13.323 29.792 29.792 29.792 29.821-13.323 29.821-29.792-13.351-29.821-29.821-29.821zm166.167-268.611v-18.681c0-2.976 1.927-5.471 4.762-6.208l11.735-3.146c1.417-5.046 3.43-9.978 6.066-14.655l-6.066-10.517c-1.502-2.551-1.077-5.669 1.021-7.739l13.209-13.209c2.069-2.098 5.188-2.494 7.739-1.021l10.517 6.066c4.677-2.608 9.581-4.649 14.655-6.066l3.118-11.735c.765-2.835 3.26-4.762 6.236-4.762h18.68c2.948 0 5.443 1.927 6.208 4.762l3.118 11.735c5.074 1.417 9.978 3.43 14.655 6.066l10.517-6.066c2.551-1.474 5.669-1.077 7.739 1.021l13.209 13.209c2.098 2.069 2.523 5.187 1.049 7.739l-6.066 10.517c2.608 4.677 4.62 9.609 6.038 14.655l11.735 3.118c2.863.765 4.762 3.26 4.762 6.236v18.681c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.046-3.43 9.95-6.038 14.627l6.066 10.517c1.474 2.551 1.049 5.669-1.049 7.767l-13.209 13.209c-2.069 2.069-5.188 2.494-7.739 1.02l-10.517-6.066c-4.677 2.608-9.581 4.621-14.655 6.038l-3.118 11.736c-.765 2.863-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.899-6.236-4.762l-3.118-11.736c-5.074-1.417-9.978-3.43-14.655-6.038l-10.517 6.066c-2.551 1.474-5.669 1.049-7.739-1.02l-13.209-13.209c-2.098-2.098-2.523-5.216-1.021-7.767l6.066-10.517c-2.636-4.677-4.649-9.581-6.066-14.627l-11.735-3.146c-2.835-.765-4.762-3.26-4.762-6.208zm40.507-9.354c0 23.102 18.737 41.811 41.811 41.811s41.811-18.709 41.811-41.811-18.709-41.811-41.811-41.811-41.811 18.737-41.811 41.811zm41.811 29.82c16.469 0 29.821-13.351 29.821-29.82s-13.351-29.792-29.821-29.792-29.792 13.323-29.792 29.792 13.323 29.82 29.792 29.82z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tStep 3: Classification\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\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<div class=\"elementor-element elementor-element-6206674 e-grid e-con-full e-con e-child\" data-id=\"6206674\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8161592 elementor-widget elementor-widget-text-editor\" data-id=\"8161592\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul data-start=\"467\" data-end=\"748\"><li data-start=\"467\" data-end=\"555\"><p data-start=\"469\" data-end=\"555\">Categorize every material, product, and service using standardized taxonomies (e.g., UNSPSC codes).<br data-start=\"882\" data-end=\"885\" \/>Example: &#8220;Stainless steel bolt&#8221; \u2192 UNSPSC 31161607.<br data-start=\"935\" data-end=\"938\" \/>This enables procurement to view total spending by category across suppliers and product\/service lines.<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6dc8bb1 e-con-full pointer e-flex e-con e-child\" data-id=\"6dc8bb1\" 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-25deb59 elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"25deb59\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewBox=\"0 0 512 512\" data-name=\"Layer 1\"><path d=\"m254.625 220.496c-13.89 3.855-40.621 12.019-44.674 28.743l-.283 43.767h-185.726v-64.233c0-42.18 34.753-68.797 78.605-79.824 13.748 10.006 30.699 15.931 49.039 15.931s35.263-5.924 49.04-15.931c38.92 9.808 70.668 31.89 77.301 66.246-7.965 1.474-15.789 3.203-23.301 5.301zm-103.04-67.606c39.345 0 71.433-32.088 71.433-71.433s-32.087-71.433-71.432-71.433-71.433 32.088-71.433 71.433 32.088 71.433 71.433 71.433zm106.243 79.172c-22.479 6.236-36.397 13.918-36.397 21.543s13.918 15.335 36.397 21.572c24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572s-13.918-15.307-36.397-21.543c-24.69-6.86-58.932-11.083-96.917-11.083s-72.227 4.224-96.917 11.083zm96.917 210.019c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.884-25.398-8.788-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.883-25.398-8.759-33.222-14.4v53.234c0 7.625 13.918 15.307 36.397 21.543 24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.543v-53.234c-7.824 5.641-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.394-100.091-11.537-14.06-3.912-25.398-8.787-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.488-33.222 14.4-25.71 7.144-61.115 11.537-100.091 11.537zm-166.167 92.523v18.68c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.045-3.43 9.978-6.038 14.655l6.066 10.488c1.474 2.551 1.049 5.698-1.021 7.767l-13.209 13.209c-2.098 2.098-5.216 2.494-7.767 1.021l-10.517-6.066c-4.677 2.608-9.581 4.621-14.627 6.066l-3.146 11.735c-.765 2.834-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.928-6.236-4.762l-3.118-11.735c-5.046-1.417-9.978-3.458-14.655-6.066l-10.516 6.066c-2.551 1.474-5.669 1.077-7.739-1.021l-13.209-13.209c-2.098-2.098-2.494-5.216-1.02-7.767l6.066-10.488c-2.636-4.677-4.649-9.61-6.066-14.655l-11.736-3.146c-2.835-.766-4.762-3.26-4.762-6.208v-18.68c0-2.948 1.927-5.443 4.762-6.208l11.736-3.146c1.417-5.046 3.43-9.95 6.066-14.627l-6.066-10.517c-1.474-2.551-1.077-5.669 1.02-7.767l13.209-13.209c2.069-2.069 5.188-2.495 7.739-1.021l10.516 6.066c4.677-2.608 9.61-4.62 14.655-6.066l3.118-11.707c.765-2.863 3.26-4.762 6.236-4.762h18.68c2.948 0 5.442 1.899 6.208 4.762l3.146 11.707c5.046 1.446 9.949 3.458 14.627 6.066l10.517-6.066c2.551-1.474 5.669-1.049 7.767 1.021l13.209 13.209c2.069 2.098 2.495 5.216 1.021 7.767l-6.066 10.517c2.608 4.677 4.621 9.581 6.038 14.627l11.735 3.146c2.863.765 4.762 3.26 4.762 6.208zm-40.507 9.354c0-23.102-18.709-41.811-41.811-41.811s-41.811 18.709-41.811 41.811 18.737 41.782 41.811 41.782 41.811-18.708 41.811-41.782zm-41.811-29.821c-16.469 0-29.792 13.351-29.792 29.821s13.323 29.792 29.792 29.792 29.821-13.323 29.821-29.792-13.351-29.821-29.821-29.821zm166.167-268.611v-18.681c0-2.976 1.927-5.471 4.762-6.208l11.735-3.146c1.417-5.046 3.43-9.978 6.066-14.655l-6.066-10.517c-1.502-2.551-1.077-5.669 1.021-7.739l13.209-13.209c2.069-2.098 5.188-2.494 7.739-1.021l10.517 6.066c4.677-2.608 9.581-4.649 14.655-6.066l3.118-11.735c.765-2.835 3.26-4.762 6.236-4.762h18.68c2.948 0 5.443 1.927 6.208 4.762l3.118 11.735c5.074 1.417 9.978 3.43 14.655 6.066l10.517-6.066c2.551-1.474 5.669-1.077 7.739 1.021l13.209 13.209c2.098 2.069 2.523 5.187 1.049 7.739l-6.066 10.517c2.608 4.677 4.62 9.609 6.038 14.655l11.735 3.118c2.863.765 4.762 3.26 4.762 6.236v18.681c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.046-3.43 9.95-6.038 14.627l6.066 10.517c1.474 2.551 1.049 5.669-1.049 7.767l-13.209 13.209c-2.069 2.069-5.188 2.494-7.739 1.02l-10.517-6.066c-4.677 2.608-9.581 4.621-14.655 6.038l-3.118 11.736c-.765 2.863-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.899-6.236-4.762l-3.118-11.736c-5.074-1.417-9.978-3.43-14.655-6.038l-10.517 6.066c-2.551 1.474-5.669 1.049-7.739-1.02l-13.209-13.209c-2.098-2.098-2.523-5.216-1.021-7.767l6.066-10.517c-2.636-4.677-4.649-9.581-6.066-14.627l-11.735-3.146c-2.835-.765-4.762-3.26-4.762-6.208zm40.507-9.354c0 23.102 18.737 41.811 41.811 41.811s41.811-18.709 41.811-41.811-18.709-41.811-41.811-41.811-41.811 18.737-41.811 41.811zm41.811 29.82c16.469 0 29.821-13.351 29.821-29.82s-13.351-29.792-29.821-29.792-29.792 13.323-29.792 29.792 13.323 29.82 29.792 29.82z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tStep 4: Attribute Extraction\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\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<div class=\"elementor-element elementor-element-6cf98a4 e-grid e-con-full e-con e-child\" data-id=\"6cf98a4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-a733bfd e-grid e-con-full e-con e-child\" data-id=\"a733bfd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1d0b35a elementor-widget elementor-widget-text-editor\" data-id=\"1d0b35a\" 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=\"1049\" data-end=\"1233\">Break down product, material, and service descriptions into searchable fields.<br data-start=\"1162\" data-end=\"1165\" \/>Example: &#8220;Centrifugal pump 20HP stainless impeller 440V 1450RPM&#8221; \u2192<\/p><ul data-start=\"1234\" data-end=\"1351\"><li data-start=\"1234\" data-end=\"1261\"><p data-start=\"1236\" data-end=\"1261\">Type = Centrifugal Pump<\/p><\/li><li data-start=\"1262\" data-end=\"1279\"><p data-start=\"1264\" data-end=\"1279\">Power = 20 HP<\/p><\/li><li data-start=\"1280\" data-end=\"1310\"><p data-start=\"1282\" data-end=\"1310\">Material = Stainless Steel<\/p><\/li><li data-start=\"1311\" data-end=\"1330\"><p data-start=\"1313\" data-end=\"1330\">Voltage = 440 V<\/p><\/li><li data-start=\"1331\" data-end=\"1351\"><p data-start=\"1333\" data-end=\"1351\">Speed = 1450 RPM<\/p><\/li><\/ul><p data-start=\"1353\" data-end=\"1416\">This allows quick comparison across plants and service lines.<\/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-b8632a0 elementor-widget elementor-widget-image\" data-id=\"b8632a0\" 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=\"620\" height=\"620\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/03\/Untitled-design-2.png\" class=\"attachment-large size-large wp-image-27553\" alt=\"AutoSpec\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/03\/Untitled-design-2.png 620w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/03\/Untitled-design-2-300x300.png 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/03\/Untitled-design-2-150x150.png 150w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/03\/Untitled-design-2-24x24.png 24w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/03\/Untitled-design-2-48x48.png 48w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/03\/Untitled-design-2-96x96.png 96w\" sizes=\"(max-width: 620px) 100vw, 620px\" \/>\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b0987c2 e-con-full pointer e-flex e-con e-child\" data-id=\"b0987c2\" 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-15510e3 elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"15510e3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewBox=\"0 0 512 512\" data-name=\"Layer 1\"><path d=\"m254.625 220.496c-13.89 3.855-40.621 12.019-44.674 28.743l-.283 43.767h-185.726v-64.233c0-42.18 34.753-68.797 78.605-79.824 13.748 10.006 30.699 15.931 49.039 15.931s35.263-5.924 49.04-15.931c38.92 9.808 70.668 31.89 77.301 66.246-7.965 1.474-15.789 3.203-23.301 5.301zm-103.04-67.606c39.345 0 71.433-32.088 71.433-71.433s-32.087-71.433-71.432-71.433-71.433 32.088-71.433 71.433 32.088 71.433 71.433 71.433zm106.243 79.172c-22.479 6.236-36.397 13.918-36.397 21.543s13.918 15.335 36.397 21.572c24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572s-13.918-15.307-36.397-21.543c-24.69-6.86-58.932-11.083-96.917-11.083s-72.227 4.224-96.917 11.083zm96.917 210.019c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.884-25.398-8.788-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.883-25.398-8.759-33.222-14.4v53.234c0 7.625 13.918 15.307 36.397 21.543 24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.543v-53.234c-7.824 5.641-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.394-100.091-11.537-14.06-3.912-25.398-8.787-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.488-33.222 14.4-25.71 7.144-61.115 11.537-100.091 11.537zm-166.167 92.523v18.68c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.045-3.43 9.978-6.038 14.655l6.066 10.488c1.474 2.551 1.049 5.698-1.021 7.767l-13.209 13.209c-2.098 2.098-5.216 2.494-7.767 1.021l-10.517-6.066c-4.677 2.608-9.581 4.621-14.627 6.066l-3.146 11.735c-.765 2.834-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.928-6.236-4.762l-3.118-11.735c-5.046-1.417-9.978-3.458-14.655-6.066l-10.516 6.066c-2.551 1.474-5.669 1.077-7.739-1.021l-13.209-13.209c-2.098-2.098-2.494-5.216-1.02-7.767l6.066-10.488c-2.636-4.677-4.649-9.61-6.066-14.655l-11.736-3.146c-2.835-.766-4.762-3.26-4.762-6.208v-18.68c0-2.948 1.927-5.443 4.762-6.208l11.736-3.146c1.417-5.046 3.43-9.95 6.066-14.627l-6.066-10.517c-1.474-2.551-1.077-5.669 1.02-7.767l13.209-13.209c2.069-2.069 5.188-2.495 7.739-1.021l10.516 6.066c4.677-2.608 9.61-4.62 14.655-6.066l3.118-11.707c.765-2.863 3.26-4.762 6.236-4.762h18.68c2.948 0 5.442 1.899 6.208 4.762l3.146 11.707c5.046 1.446 9.949 3.458 14.627 6.066l10.517-6.066c2.551-1.474 5.669-1.049 7.767 1.021l13.209 13.209c2.069 2.098 2.495 5.216 1.021 7.767l-6.066 10.517c2.608 4.677 4.621 9.581 6.038 14.627l11.735 3.146c2.863.765 4.762 3.26 4.762 6.208zm-40.507 9.354c0-23.102-18.709-41.811-41.811-41.811s-41.811 18.709-41.811 41.811 18.737 41.782 41.811 41.782 41.811-18.708 41.811-41.782zm-41.811-29.821c-16.469 0-29.792 13.351-29.792 29.821s13.323 29.792 29.792 29.792 29.821-13.323 29.821-29.792-13.351-29.821-29.821-29.821zm166.167-268.611v-18.681c0-2.976 1.927-5.471 4.762-6.208l11.735-3.146c1.417-5.046 3.43-9.978 6.066-14.655l-6.066-10.517c-1.502-2.551-1.077-5.669 1.021-7.739l13.209-13.209c2.069-2.098 5.188-2.494 7.739-1.021l10.517 6.066c4.677-2.608 9.581-4.649 14.655-6.066l3.118-11.735c.765-2.835 3.26-4.762 6.236-4.762h18.68c2.948 0 5.443 1.927 6.208 4.762l3.118 11.735c5.074 1.417 9.978 3.43 14.655 6.066l10.517-6.066c2.551-1.474 5.669-1.077 7.739 1.021l13.209 13.209c2.098 2.069 2.523 5.187 1.049 7.739l-6.066 10.517c2.608 4.677 4.62 9.609 6.038 14.655l11.735 3.118c2.863.765 4.762 3.26 4.762 6.236v18.681c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.046-3.43 9.95-6.038 14.627l6.066 10.517c1.474 2.551 1.049 5.669-1.049 7.767l-13.209 13.209c-2.069 2.069-5.188 2.494-7.739 1.02l-10.517-6.066c-4.677 2.608-9.581 4.621-14.655 6.038l-3.118 11.736c-.765 2.863-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.899-6.236-4.762l-3.118-11.736c-5.074-1.417-9.978-3.43-14.655-6.038l-10.517 6.066c-2.551 1.474-5.669 1.049-7.739-1.02l-13.209-13.209c-2.098-2.098-2.523-5.216-1.021-7.767l6.066-10.517c-2.636-4.677-4.649-9.581-6.066-14.627l-11.735-3.146c-2.835-.765-4.762-3.26-4.762-6.208zm40.507-9.354c0 23.102 18.737 41.811 41.811 41.811s41.811-18.709 41.811-41.811-18.709-41.811-41.811-41.811-41.811 18.737-41.811 41.811zm41.811 29.82c16.469 0 29.821-13.351 29.821-29.82s-13.351-29.792-29.821-29.792-29.792 13.323-29.792 29.792 13.323 29.82 29.792 29.82z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tStep 5: Enrichment\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\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<div class=\"elementor-element elementor-element-be6b903 e-grid e-con-full e-con e-child\" data-id=\"be6b903\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-eb397a8 elementor-widget elementor-widget-text-editor\" data-id=\"eb397a8\" 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>Add missing details from catalogs, manufacturer datasheets, or service specifications.<br data-start=\"1537\" data-end=\"1540\" \/>Example: Bearing now has bore = 25mm, outer diameter = 52mm, width = 15mm, precision = P6, supplier = SKF.<br data-start=\"1646\" data-end=\"1649\" \/><strong data-start=\"1649\" data-end=\"1661\">Services<\/strong> can be enriched with standard labor codes, SLA details, or service duration.<\/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-8ec367b elementor-widget elementor-widget-video\" data-id=\"8ec367b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/wlZAahVApwY&quot;,&quot;start&quot;:82,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8cbaefd e-con-full pointer e-flex e-con e-child\" data-id=\"8cbaefd\" 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-df0a2db elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"df0a2db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewBox=\"0 0 512 512\" data-name=\"Layer 1\"><path d=\"m254.625 220.496c-13.89 3.855-40.621 12.019-44.674 28.743l-.283 43.767h-185.726v-64.233c0-42.18 34.753-68.797 78.605-79.824 13.748 10.006 30.699 15.931 49.039 15.931s35.263-5.924 49.04-15.931c38.92 9.808 70.668 31.89 77.301 66.246-7.965 1.474-15.789 3.203-23.301 5.301zm-103.04-67.606c39.345 0 71.433-32.088 71.433-71.433s-32.087-71.433-71.432-71.433-71.433 32.088-71.433 71.433 32.088 71.433 71.433 71.433zm106.243 79.172c-22.479 6.236-36.397 13.918-36.397 21.543s13.918 15.335 36.397 21.572c24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572s-13.918-15.307-36.397-21.543c-24.69-6.86-58.932-11.083-96.917-11.083s-72.227 4.224-96.917 11.083zm96.917 210.019c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.884-25.398-8.788-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.883-25.398-8.759-33.222-14.4v53.234c0 7.625 13.918 15.307 36.397 21.543 24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.543v-53.234c-7.824 5.641-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.394-100.091-11.537-14.06-3.912-25.398-8.787-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.488-33.222 14.4-25.71 7.144-61.115 11.537-100.091 11.537zm-166.167 92.523v18.68c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.045-3.43 9.978-6.038 14.655l6.066 10.488c1.474 2.551 1.049 5.698-1.021 7.767l-13.209 13.209c-2.098 2.098-5.216 2.494-7.767 1.021l-10.517-6.066c-4.677 2.608-9.581 4.621-14.627 6.066l-3.146 11.735c-.765 2.834-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.928-6.236-4.762l-3.118-11.735c-5.046-1.417-9.978-3.458-14.655-6.066l-10.516 6.066c-2.551 1.474-5.669 1.077-7.739-1.021l-13.209-13.209c-2.098-2.098-2.494-5.216-1.02-7.767l6.066-10.488c-2.636-4.677-4.649-9.61-6.066-14.655l-11.736-3.146c-2.835-.766-4.762-3.26-4.762-6.208v-18.68c0-2.948 1.927-5.443 4.762-6.208l11.736-3.146c1.417-5.046 3.43-9.95 6.066-14.627l-6.066-10.517c-1.474-2.551-1.077-5.669 1.02-7.767l13.209-13.209c2.069-2.069 5.188-2.495 7.739-1.021l10.516 6.066c4.677-2.608 9.61-4.62 14.655-6.066l3.118-11.707c.765-2.863 3.26-4.762 6.236-4.762h18.68c2.948 0 5.442 1.899 6.208 4.762l3.146 11.707c5.046 1.446 9.949 3.458 14.627 6.066l10.517-6.066c2.551-1.474 5.669-1.049 7.767 1.021l13.209 13.209c2.069 2.098 2.495 5.216 1.021 7.767l-6.066 10.517c2.608 4.677 4.621 9.581 6.038 14.627l11.735 3.146c2.863.765 4.762 3.26 4.762 6.208zm-40.507 9.354c0-23.102-18.709-41.811-41.811-41.811s-41.811 18.709-41.811 41.811 18.737 41.782 41.811 41.782 41.811-18.708 41.811-41.782zm-41.811-29.821c-16.469 0-29.792 13.351-29.792 29.821s13.323 29.792 29.792 29.792 29.821-13.323 29.821-29.792-13.351-29.821-29.821-29.821zm166.167-268.611v-18.681c0-2.976 1.927-5.471 4.762-6.208l11.735-3.146c1.417-5.046 3.43-9.978 6.066-14.655l-6.066-10.517c-1.502-2.551-1.077-5.669 1.021-7.739l13.209-13.209c2.069-2.098 5.188-2.494 7.739-1.021l10.517 6.066c4.677-2.608 9.581-4.649 14.655-6.066l3.118-11.735c.765-2.835 3.26-4.762 6.236-4.762h18.68c2.948 0 5.443 1.927 6.208 4.762l3.118 11.735c5.074 1.417 9.978 3.43 14.655 6.066l10.517-6.066c2.551-1.474 5.669-1.077 7.739 1.021l13.209 13.209c2.098 2.069 2.523 5.187 1.049 7.739l-6.066 10.517c2.608 4.677 4.62 9.609 6.038 14.655l11.735 3.118c2.863.765 4.762 3.26 4.762 6.236v18.681c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.046-3.43 9.95-6.038 14.627l6.066 10.517c1.474 2.551 1.049 5.669-1.049 7.767l-13.209 13.209c-2.069 2.069-5.188 2.494-7.739 1.02l-10.517-6.066c-4.677 2.608-9.581 4.621-14.655 6.038l-3.118 11.736c-.765 2.863-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.899-6.236-4.762l-3.118-11.736c-5.074-1.417-9.978-3.43-14.655-6.038l-10.517 6.066c-2.551 1.474-5.669 1.049-7.739-1.02l-13.209-13.209c-2.098-2.098-2.523-5.216-1.021-7.767l6.066-10.517c-2.636-4.677-4.649-9.581-6.066-14.627l-11.735-3.146c-2.835-.765-4.762-3.26-4.762-6.208zm40.507-9.354c0 23.102 18.737 41.811 41.811 41.811s41.811-18.709 41.811-41.811-18.709-41.811-41.811-41.811-41.811 18.737-41.811 41.811zm41.811 29.82c16.469 0 29.821-13.351 29.821-29.82s-13.351-29.792-29.821-29.792-29.792 13.323-29.792 29.792 13.323 29.82 29.792 29.82z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tStep 6: Deduplication\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\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<div class=\"elementor-element elementor-element-cc10eb3 e-grid e-con-full e-con e-child\" data-id=\"cc10eb3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-798e78d elementor-widget elementor-widget-text-editor\" data-id=\"798e78d\" 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=\"1742\" data-end=\"1825\">Recognize identical items despite naming differences:<\/p><ul data-start=\"1826\" data-end=\"2058\"><li data-start=\"1826\" data-end=\"1905\"><p data-start=\"1828\" data-end=\"1905\">&#8220;Motor 11kW 3PH ABB&#8221; and &#8220;ABB electric motor 11 kilowatt 3 phase&#8221; \u2192 merged.<\/p><\/li><li data-start=\"1906\" data-end=\"2058\"><p data-start=\"1908\" data-end=\"2058\">Duplicate service entries (e.g., &#8220;Preventive Maintenance \u2013 Pump&#8221; vs. &#8220;Pump PM&#8221;) \u2192 merged.<br data-start=\"1997\" data-end=\"2000\" \/>Reduces redundancy in inventory, products, and services.<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7e4f3bc e-con-full e-flex e-con e-child\" data-id=\"7e4f3bc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-201f1ad e-grid e-con-full e-con e-child\" data-id=\"201f1ad\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-cf09cb2 e-grid e-con-full e-con e-child\" data-id=\"cf09cb2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cfada64 elementor-widget elementor-widget-heading\" data-id=\"cfada64\" 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<div class=\"elementor-heading-title elementor-size-default\">Step Inside the Platform: Live Data Optimization<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2d799c5 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"2d799c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM0ODk2IiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Watch the Live Platform Now<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45c3574 elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"45c3574\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;start&quot;:5,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/Classification-Revised.mp4#t=5\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c398590 e-con-full pointer e-flex e-con e-child\" data-id=\"c398590\" 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-8ea4aae elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"8ea4aae\" 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<a href=\"https:\/\/www.verdantis.com\/critical-spares-management\/\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"Step 7: Spare Parts Criticality Assessment\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewBox=\"0 0 512 512\" data-name=\"Layer 1\"><path d=\"m254.625 220.496c-13.89 3.855-40.621 12.019-44.674 28.743l-.283 43.767h-185.726v-64.233c0-42.18 34.753-68.797 78.605-79.824 13.748 10.006 30.699 15.931 49.039 15.931s35.263-5.924 49.04-15.931c38.92 9.808 70.668 31.89 77.301 66.246-7.965 1.474-15.789 3.203-23.301 5.301zm-103.04-67.606c39.345 0 71.433-32.088 71.433-71.433s-32.087-71.433-71.432-71.433-71.433 32.088-71.433 71.433 32.088 71.433 71.433 71.433zm106.243 79.172c-22.479 6.236-36.397 13.918-36.397 21.543s13.918 15.335 36.397 21.572c24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572s-13.918-15.307-36.397-21.543c-24.69-6.86-58.932-11.083-96.917-11.083s-72.227 4.224-96.917 11.083zm96.917 210.019c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.884-25.398-8.788-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.883-25.398-8.759-33.222-14.4v53.234c0 7.625 13.918 15.307 36.397 21.543 24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.543v-53.234c-7.824 5.641-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.394-100.091-11.537-14.06-3.912-25.398-8.787-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.488-33.222 14.4-25.71 7.144-61.115 11.537-100.091 11.537zm-166.167 92.523v18.68c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.045-3.43 9.978-6.038 14.655l6.066 10.488c1.474 2.551 1.049 5.698-1.021 7.767l-13.209 13.209c-2.098 2.098-5.216 2.494-7.767 1.021l-10.517-6.066c-4.677 2.608-9.581 4.621-14.627 6.066l-3.146 11.735c-.765 2.834-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.928-6.236-4.762l-3.118-11.735c-5.046-1.417-9.978-3.458-14.655-6.066l-10.516 6.066c-2.551 1.474-5.669 1.077-7.739-1.021l-13.209-13.209c-2.098-2.098-2.494-5.216-1.02-7.767l6.066-10.488c-2.636-4.677-4.649-9.61-6.066-14.655l-11.736-3.146c-2.835-.766-4.762-3.26-4.762-6.208v-18.68c0-2.948 1.927-5.443 4.762-6.208l11.736-3.146c1.417-5.046 3.43-9.95 6.066-14.627l-6.066-10.517c-1.474-2.551-1.077-5.669 1.02-7.767l13.209-13.209c2.069-2.069 5.188-2.495 7.739-1.021l10.516 6.066c4.677-2.608 9.61-4.62 14.655-6.066l3.118-11.707c.765-2.863 3.26-4.762 6.236-4.762h18.68c2.948 0 5.442 1.899 6.208 4.762l3.146 11.707c5.046 1.446 9.949 3.458 14.627 6.066l10.517-6.066c2.551-1.474 5.669-1.049 7.767 1.021l13.209 13.209c2.069 2.098 2.495 5.216 1.021 7.767l-6.066 10.517c2.608 4.677 4.621 9.581 6.038 14.627l11.735 3.146c2.863.765 4.762 3.26 4.762 6.208zm-40.507 9.354c0-23.102-18.709-41.811-41.811-41.811s-41.811 18.709-41.811 41.811 18.737 41.782 41.811 41.782 41.811-18.708 41.811-41.782zm-41.811-29.821c-16.469 0-29.792 13.351-29.792 29.821s13.323 29.792 29.792 29.792 29.821-13.323 29.821-29.792-13.351-29.821-29.821-29.821zm166.167-268.611v-18.681c0-2.976 1.927-5.471 4.762-6.208l11.735-3.146c1.417-5.046 3.43-9.978 6.066-14.655l-6.066-10.517c-1.502-2.551-1.077-5.669 1.021-7.739l13.209-13.209c2.069-2.098 5.188-2.494 7.739-1.021l10.517 6.066c4.677-2.608 9.581-4.649 14.655-6.066l3.118-11.735c.765-2.835 3.26-4.762 6.236-4.762h18.68c2.948 0 5.443 1.927 6.208 4.762l3.118 11.735c5.074 1.417 9.978 3.43 14.655 6.066l10.517-6.066c2.551-1.474 5.669-1.077 7.739 1.021l13.209 13.209c2.098 2.069 2.523 5.187 1.049 7.739l-6.066 10.517c2.608 4.677 4.62 9.609 6.038 14.655l11.735 3.118c2.863.765 4.762 3.26 4.762 6.236v18.681c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.046-3.43 9.95-6.038 14.627l6.066 10.517c1.474 2.551 1.049 5.669-1.049 7.767l-13.209 13.209c-2.069 2.069-5.188 2.494-7.739 1.02l-10.517-6.066c-4.677 2.608-9.581 4.621-14.655 6.038l-3.118 11.736c-.765 2.863-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.899-6.236-4.762l-3.118-11.736c-5.074-1.417-9.978-3.43-14.655-6.038l-10.517 6.066c-2.551 1.474-5.669 1.049-7.739-1.02l-13.209-13.209c-2.098-2.098-2.523-5.216-1.021-7.767l6.066-10.517c-2.636-4.677-4.649-9.581-6.066-14.627l-11.735-3.146c-2.835-.765-4.762-3.26-4.762-6.208zm40.507-9.354c0 23.102 18.737 41.811 41.811 41.811s41.811-18.709 41.811-41.811-18.709-41.811-41.811-41.811-41.811 18.737-41.811 41.811zm41.811 29.82c16.469 0 29.821-13.351 29.821-29.82s-13.351-29.792-29.821-29.792-29.792 13.323-29.792 29.792 13.323 29.82 29.792 29.82z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t\t<\/a>\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<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"https:\/\/www.verdantis.com\/critical-spares-management\/\">\n\t\t\t\t\t\t\tStep 7: Spare Parts Criticality Assessment\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\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<div class=\"elementor-element elementor-element-0f12d88 e-grid e-con-full e-con e-child\" data-id=\"0f12d88\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-60ee29c elementor-widget elementor-widget-text-editor\" data-id=\"60ee29c\" 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=\"1585\" data-end=\"1668\">Evaluate each spare part based on:<\/p><ul data-start=\"1669\" data-end=\"1818\"><li data-start=\"1669\" data-end=\"1706\"><p data-start=\"1671\" data-end=\"1706\">Impact on asset uptime and safety<\/p><\/li><li data-start=\"1707\" data-end=\"1745\"><p data-start=\"1709\" data-end=\"1745\">Failure consequences and lead time<\/p><\/li><li data-start=\"1746\" data-end=\"1791\"><p data-start=\"1748\" data-end=\"1791\">Availability of substitutes or alternates<\/p><\/li><li data-start=\"1792\" data-end=\"1818\"><p data-start=\"1794\" data-end=\"1818\">Cost vs. downtime risk<\/p><\/li><\/ul><p data-start=\"1820\" data-end=\"1895\">Assign criticality levels (Critical \/ Essential \/ Non-critical) to support:<\/p><ul data-start=\"1896\" data-end=\"2021\"><li data-start=\"1896\" data-end=\"1930\"><p data-start=\"1898\" data-end=\"1930\">Risk-based stocking strategies<\/p><\/li><li data-start=\"1931\" data-end=\"1968\"><p data-start=\"1933\" data-end=\"1968\">Maintenance and shutdown planning<\/p><\/li><li data-start=\"1969\" data-end=\"2021\"><p data-start=\"1971\" data-end=\"2021\">Prioritized procurement and expediting decisions<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-302fb66 e-con-full pointer e-flex e-con e-child\" data-id=\"302fb66\" 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-a782dcc elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"a782dcc\" 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<a href=\"https:\/\/www.verdantis.com\/parts-obsolescence-management\/\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"Step 8: Spart Parts Obsolescence Identification &amp; Lifecycle Management\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewBox=\"0 0 512 512\" data-name=\"Layer 1\"><path d=\"m254.625 220.496c-13.89 3.855-40.621 12.019-44.674 28.743l-.283 43.767h-185.726v-64.233c0-42.18 34.753-68.797 78.605-79.824 13.748 10.006 30.699 15.931 49.039 15.931s35.263-5.924 49.04-15.931c38.92 9.808 70.668 31.89 77.301 66.246-7.965 1.474-15.789 3.203-23.301 5.301zm-103.04-67.606c39.345 0 71.433-32.088 71.433-71.433s-32.087-71.433-71.432-71.433-71.433 32.088-71.433 71.433 32.088 71.433 71.433 71.433zm106.243 79.172c-22.479 6.236-36.397 13.918-36.397 21.543s13.918 15.335 36.397 21.572c24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572s-13.918-15.307-36.397-21.543c-24.69-6.86-58.932-11.083-96.917-11.083s-72.227 4.224-96.917 11.083zm96.917 210.019c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.884-25.398-8.788-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.883-25.398-8.759-33.222-14.4v53.234c0 7.625 13.918 15.307 36.397 21.543 24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.543v-53.234c-7.824 5.641-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.394-100.091-11.537-14.06-3.912-25.398-8.787-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.488-33.222 14.4-25.71 7.144-61.115 11.537-100.091 11.537zm-166.167 92.523v18.68c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.045-3.43 9.978-6.038 14.655l6.066 10.488c1.474 2.551 1.049 5.698-1.021 7.767l-13.209 13.209c-2.098 2.098-5.216 2.494-7.767 1.021l-10.517-6.066c-4.677 2.608-9.581 4.621-14.627 6.066l-3.146 11.735c-.765 2.834-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.928-6.236-4.762l-3.118-11.735c-5.046-1.417-9.978-3.458-14.655-6.066l-10.516 6.066c-2.551 1.474-5.669 1.077-7.739-1.021l-13.209-13.209c-2.098-2.098-2.494-5.216-1.02-7.767l6.066-10.488c-2.636-4.677-4.649-9.61-6.066-14.655l-11.736-3.146c-2.835-.766-4.762-3.26-4.762-6.208v-18.68c0-2.948 1.927-5.443 4.762-6.208l11.736-3.146c1.417-5.046 3.43-9.95 6.066-14.627l-6.066-10.517c-1.474-2.551-1.077-5.669 1.02-7.767l13.209-13.209c2.069-2.069 5.188-2.495 7.739-1.021l10.516 6.066c4.677-2.608 9.61-4.62 14.655-6.066l3.118-11.707c.765-2.863 3.26-4.762 6.236-4.762h18.68c2.948 0 5.442 1.899 6.208 4.762l3.146 11.707c5.046 1.446 9.949 3.458 14.627 6.066l10.517-6.066c2.551-1.474 5.669-1.049 7.767 1.021l13.209 13.209c2.069 2.098 2.495 5.216 1.021 7.767l-6.066 10.517c2.608 4.677 4.621 9.581 6.038 14.627l11.735 3.146c2.863.765 4.762 3.26 4.762 6.208zm-40.507 9.354c0-23.102-18.709-41.811-41.811-41.811s-41.811 18.709-41.811 41.811 18.737 41.782 41.811 41.782 41.811-18.708 41.811-41.782zm-41.811-29.821c-16.469 0-29.792 13.351-29.792 29.821s13.323 29.792 29.792 29.792 29.821-13.323 29.821-29.792-13.351-29.821-29.821-29.821zm166.167-268.611v-18.681c0-2.976 1.927-5.471 4.762-6.208l11.735-3.146c1.417-5.046 3.43-9.978 6.066-14.655l-6.066-10.517c-1.502-2.551-1.077-5.669 1.021-7.739l13.209-13.209c2.069-2.098 5.188-2.494 7.739-1.021l10.517 6.066c4.677-2.608 9.581-4.649 14.655-6.066l3.118-11.735c.765-2.835 3.26-4.762 6.236-4.762h18.68c2.948 0 5.443 1.927 6.208 4.762l3.118 11.735c5.074 1.417 9.978 3.43 14.655 6.066l10.517-6.066c2.551-1.474 5.669-1.077 7.739 1.021l13.209 13.209c2.098 2.069 2.523 5.187 1.049 7.739l-6.066 10.517c2.608 4.677 4.62 9.609 6.038 14.655l11.735 3.118c2.863.765 4.762 3.26 4.762 6.236v18.681c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.046-3.43 9.95-6.038 14.627l6.066 10.517c1.474 2.551 1.049 5.669-1.049 7.767l-13.209 13.209c-2.069 2.069-5.188 2.494-7.739 1.02l-10.517-6.066c-4.677 2.608-9.581 4.621-14.655 6.038l-3.118 11.736c-.765 2.863-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.899-6.236-4.762l-3.118-11.736c-5.074-1.417-9.978-3.43-14.655-6.038l-10.517 6.066c-2.551 1.474-5.669 1.049-7.739-1.02l-13.209-13.209c-2.098-2.098-2.523-5.216-1.021-7.767l6.066-10.517c-2.636-4.677-4.649-9.581-6.066-14.627l-11.735-3.146c-2.835-.765-4.762-3.26-4.762-6.208zm40.507-9.354c0 23.102 18.737 41.811 41.811 41.811s41.811-18.709 41.811-41.811-18.709-41.811-41.811-41.811-41.811 18.737-41.811 41.811zm41.811 29.82c16.469 0 29.821-13.351 29.821-29.82s-13.351-29.792-29.821-29.792-29.792 13.323-29.792 29.792 13.323 29.82 29.792 29.82z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t\t<\/a>\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<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"https:\/\/www.verdantis.com\/parts-obsolescence-management\/\">\n\t\t\t\t\t\t\tStep 8: Spart Parts Obsolescence Identification &amp; Lifecycle Management\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\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<div class=\"elementor-element elementor-element-561258d e-grid e-con-full e-con e-child\" data-id=\"561258d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7de3e40 e-grid e-con-full e-con e-child\" data-id=\"7de3e40\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c0d23bd elementor-widget elementor-widget-text-editor\" data-id=\"c0d23bd\" 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=\"2453\" data-end=\"2590\">Flag obsolete, end-of-life, and slow-moving spare parts by analyzing usage history, OEM lifecycle status, and asset retirement plans.<\/p><p data-start=\"2453\" data-end=\"2590\"><br data-start=\"2314\" data-end=\"2317\" \/>Map replacement parts, alternates, or redesign options to prevent maintenance disruptions.<\/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-bf94320 elementor-widget elementor-widget-video\" data-id=\"bf94320\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/tWhAeaVJgx8?si=fQFjUnbplKaFy6Kp&quot;,&quot;start&quot;:82,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6388ffa e-con-full pointer e-flex e-con e-child\" data-id=\"6388ffa\" 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-39030c4 elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"39030c4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewBox=\"0 0 512 512\" data-name=\"Layer 1\"><path d=\"m254.625 220.496c-13.89 3.855-40.621 12.019-44.674 28.743l-.283 43.767h-185.726v-64.233c0-42.18 34.753-68.797 78.605-79.824 13.748 10.006 30.699 15.931 49.039 15.931s35.263-5.924 49.04-15.931c38.92 9.808 70.668 31.89 77.301 66.246-7.965 1.474-15.789 3.203-23.301 5.301zm-103.04-67.606c39.345 0 71.433-32.088 71.433-71.433s-32.087-71.433-71.432-71.433-71.433 32.088-71.433 71.433 32.088 71.433 71.433 71.433zm106.243 79.172c-22.479 6.236-36.397 13.918-36.397 21.543s13.918 15.335 36.397 21.572c24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572s-13.918-15.307-36.397-21.543c-24.69-6.86-58.932-11.083-96.917-11.083s-72.227 4.224-96.917 11.083zm96.917 210.019c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.884-25.398-8.788-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.883-25.398-8.759-33.222-14.4v53.234c0 7.625 13.918 15.307 36.397 21.543 24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.543v-53.234c-7.824 5.641-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.394-100.091-11.537-14.06-3.912-25.398-8.787-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.488-33.222 14.4-25.71 7.144-61.115 11.537-100.091 11.537zm-166.167 92.523v18.68c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.045-3.43 9.978-6.038 14.655l6.066 10.488c1.474 2.551 1.049 5.698-1.021 7.767l-13.209 13.209c-2.098 2.098-5.216 2.494-7.767 1.021l-10.517-6.066c-4.677 2.608-9.581 4.621-14.627 6.066l-3.146 11.735c-.765 2.834-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.928-6.236-4.762l-3.118-11.735c-5.046-1.417-9.978-3.458-14.655-6.066l-10.516 6.066c-2.551 1.474-5.669 1.077-7.739-1.021l-13.209-13.209c-2.098-2.098-2.494-5.216-1.02-7.767l6.066-10.488c-2.636-4.677-4.649-9.61-6.066-14.655l-11.736-3.146c-2.835-.766-4.762-3.26-4.762-6.208v-18.68c0-2.948 1.927-5.443 4.762-6.208l11.736-3.146c1.417-5.046 3.43-9.95 6.066-14.627l-6.066-10.517c-1.474-2.551-1.077-5.669 1.02-7.767l13.209-13.209c2.069-2.069 5.188-2.495 7.739-1.021l10.516 6.066c4.677-2.608 9.61-4.62 14.655-6.066l3.118-11.707c.765-2.863 3.26-4.762 6.236-4.762h18.68c2.948 0 5.442 1.899 6.208 4.762l3.146 11.707c5.046 1.446 9.949 3.458 14.627 6.066l10.517-6.066c2.551-1.474 5.669-1.049 7.767 1.021l13.209 13.209c2.069 2.098 2.495 5.216 1.021 7.767l-6.066 10.517c2.608 4.677 4.621 9.581 6.038 14.627l11.735 3.146c2.863.765 4.762 3.26 4.762 6.208zm-40.507 9.354c0-23.102-18.709-41.811-41.811-41.811s-41.811 18.709-41.811 41.811 18.737 41.782 41.811 41.782 41.811-18.708 41.811-41.782zm-41.811-29.821c-16.469 0-29.792 13.351-29.792 29.821s13.323 29.792 29.792 29.792 29.821-13.323 29.821-29.792-13.351-29.821-29.821-29.821zm166.167-268.611v-18.681c0-2.976 1.927-5.471 4.762-6.208l11.735-3.146c1.417-5.046 3.43-9.978 6.066-14.655l-6.066-10.517c-1.502-2.551-1.077-5.669 1.021-7.739l13.209-13.209c2.069-2.098 5.188-2.494 7.739-1.021l10.517 6.066c4.677-2.608 9.581-4.649 14.655-6.066l3.118-11.735c.765-2.835 3.26-4.762 6.236-4.762h18.68c2.948 0 5.443 1.927 6.208 4.762l3.118 11.735c5.074 1.417 9.978 3.43 14.655 6.066l10.517-6.066c2.551-1.474 5.669-1.077 7.739 1.021l13.209 13.209c2.098 2.069 2.523 5.187 1.049 7.739l-6.066 10.517c2.608 4.677 4.62 9.609 6.038 14.655l11.735 3.118c2.863.765 4.762 3.26 4.762 6.236v18.681c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.046-3.43 9.95-6.038 14.627l6.066 10.517c1.474 2.551 1.049 5.669-1.049 7.767l-13.209 13.209c-2.069 2.069-5.188 2.494-7.739 1.02l-10.517-6.066c-4.677 2.608-9.581 4.621-14.655 6.038l-3.118 11.736c-.765 2.863-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.899-6.236-4.762l-3.118-11.736c-5.074-1.417-9.978-3.43-14.655-6.038l-10.517 6.066c-2.551 1.474-5.669 1.049-7.739-1.02l-13.209-13.209c-2.098-2.098-2.523-5.216-1.021-7.767l6.066-10.517c-2.636-4.677-4.649-9.581-6.066-14.627l-11.735-3.146c-2.835-.765-4.762-3.26-4.762-6.208zm40.507-9.354c0 23.102 18.737 41.811 41.811 41.811s41.811-18.709 41.811-41.811-18.709-41.811-41.811-41.811-41.811 18.737-41.811 41.811zm41.811 29.82c16.469 0 29.821-13.351 29.821-29.82s-13.351-29.792-29.821-29.792-29.792 13.323-29.792 29.792 13.323 29.82 29.792 29.82z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tStep 9: Integration\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\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<div class=\"elementor-element elementor-element-a6c4e7f e-grid e-con-full e-con e-child\" data-id=\"a6c4e7f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fa251ac elementor-widget elementor-widget-text-editor\" data-id=\"fa251ac\" 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=\"2060\" data-end=\"2206\">Clean, standardized data flows back into ERP, procurement, maintenance, inventory management, and quality systems.<\/p><ul data-start=\"2207\" data-end=\"2416\"><li data-start=\"2207\" data-end=\"2300\"><p data-start=\"2209\" data-end=\"2300\">Any update in product specifications or service instructions reflects across all systems.<\/p><\/li><li data-start=\"2301\" data-end=\"2416\"><p data-start=\"2303\" data-end=\"2416\">Inventory sees accurate stock levels, maintenance sees correct asset info, procurement sees true supplier data.<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1aac688 e-con-full pointer e-flex e-con e-child\" data-id=\"1aac688\" 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-63310b0 elementor-view-stacked elementor-shape-circle elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"63310b0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewBox=\"0 0 512 512\" data-name=\"Layer 1\"><path d=\"m254.625 220.496c-13.89 3.855-40.621 12.019-44.674 28.743l-.283 43.767h-185.726v-64.233c0-42.18 34.753-68.797 78.605-79.824 13.748 10.006 30.699 15.931 49.039 15.931s35.263-5.924 49.04-15.931c38.92 9.808 70.668 31.89 77.301 66.246-7.965 1.474-15.789 3.203-23.301 5.301zm-103.04-67.606c39.345 0 71.433-32.088 71.433-71.433s-32.087-71.433-71.432-71.433-71.433 32.088-71.433 71.433 32.088 71.433 71.433 71.433zm106.243 79.172c-22.479 6.236-36.397 13.918-36.397 21.543s13.918 15.335 36.397 21.572c24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572s-13.918-15.307-36.397-21.543c-24.69-6.86-58.932-11.083-96.917-11.083s-72.227 4.224-96.917 11.083zm96.917 210.019c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.884-25.398-8.788-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.422-100.091-11.565-14.06-3.883-25.398-8.759-33.222-14.4v53.234c0 7.625 13.918 15.307 36.397 21.543 24.69 6.86 58.961 11.083 96.917 11.083s72.227-4.224 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.543v-53.234c-7.824 5.641-19.162 10.517-33.222 14.4-25.71 7.143-61.115 11.565-100.091 11.565zm0-71.915c-38.976 0-74.353-4.394-100.091-11.537-14.06-3.912-25.398-8.787-33.222-14.4v53.206c0 7.654 13.918 15.335 36.397 21.572 24.69 6.832 58.961 11.083 96.917 11.083s72.227-4.252 96.917-11.083c22.479-6.236 36.397-13.918 36.397-21.572v-53.206c-7.824 5.613-19.162 10.488-33.222 14.4-25.71 7.144-61.115 11.537-100.091 11.537zm-166.167 92.523v18.68c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.045-3.43 9.978-6.038 14.655l6.066 10.488c1.474 2.551 1.049 5.698-1.021 7.767l-13.209 13.209c-2.098 2.098-5.216 2.494-7.767 1.021l-10.517-6.066c-4.677 2.608-9.581 4.621-14.627 6.066l-3.146 11.735c-.765 2.834-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.928-6.236-4.762l-3.118-11.735c-5.046-1.417-9.978-3.458-14.655-6.066l-10.516 6.066c-2.551 1.474-5.669 1.077-7.739-1.021l-13.209-13.209c-2.098-2.098-2.494-5.216-1.02-7.767l6.066-10.488c-2.636-4.677-4.649-9.61-6.066-14.655l-11.736-3.146c-2.835-.766-4.762-3.26-4.762-6.208v-18.68c0-2.948 1.927-5.443 4.762-6.208l11.736-3.146c1.417-5.046 3.43-9.95 6.066-14.627l-6.066-10.517c-1.474-2.551-1.077-5.669 1.02-7.767l13.209-13.209c2.069-2.069 5.188-2.495 7.739-1.021l10.516 6.066c4.677-2.608 9.61-4.62 14.655-6.066l3.118-11.707c.765-2.863 3.26-4.762 6.236-4.762h18.68c2.948 0 5.442 1.899 6.208 4.762l3.146 11.707c5.046 1.446 9.949 3.458 14.627 6.066l10.517-6.066c2.551-1.474 5.669-1.049 7.767 1.021l13.209 13.209c2.069 2.098 2.495 5.216 1.021 7.767l-6.066 10.517c2.608 4.677 4.621 9.581 6.038 14.627l11.735 3.146c2.863.765 4.762 3.26 4.762 6.208zm-40.507 9.354c0-23.102-18.709-41.811-41.811-41.811s-41.811 18.709-41.811 41.811 18.737 41.782 41.811 41.782 41.811-18.708 41.811-41.782zm-41.811-29.821c-16.469 0-29.792 13.351-29.792 29.821s13.323 29.792 29.792 29.792 29.821-13.323 29.821-29.792-13.351-29.821-29.821-29.821zm166.167-268.611v-18.681c0-2.976 1.927-5.471 4.762-6.208l11.735-3.146c1.417-5.046 3.43-9.978 6.066-14.655l-6.066-10.517c-1.502-2.551-1.077-5.669 1.021-7.739l13.209-13.209c2.069-2.098 5.188-2.494 7.739-1.021l10.517 6.066c4.677-2.608 9.581-4.649 14.655-6.066l3.118-11.735c.765-2.835 3.26-4.762 6.236-4.762h18.68c2.948 0 5.443 1.927 6.208 4.762l3.118 11.735c5.074 1.417 9.978 3.43 14.655 6.066l10.517-6.066c2.551-1.474 5.669-1.077 7.739 1.021l13.209 13.209c2.098 2.069 2.523 5.187 1.049 7.739l-6.066 10.517c2.608 4.677 4.62 9.609 6.038 14.655l11.735 3.118c2.863.765 4.762 3.26 4.762 6.236v18.681c0 2.948-1.899 5.442-4.762 6.208l-11.735 3.146c-1.417 5.046-3.43 9.95-6.038 14.627l6.066 10.517c1.474 2.551 1.049 5.669-1.049 7.767l-13.209 13.209c-2.069 2.069-5.188 2.494-7.739 1.02l-10.517-6.066c-4.677 2.608-9.581 4.621-14.655 6.038l-3.118 11.736c-.765 2.863-3.26 4.762-6.208 4.762h-18.68c-2.976 0-5.471-1.899-6.236-4.762l-3.118-11.736c-5.074-1.417-9.978-3.43-14.655-6.038l-10.517 6.066c-2.551 1.474-5.669 1.049-7.739-1.02l-13.209-13.209c-2.098-2.098-2.523-5.216-1.021-7.767l6.066-10.517c-2.636-4.677-4.649-9.581-6.066-14.627l-11.735-3.146c-2.835-.765-4.762-3.26-4.762-6.208zm40.507-9.354c0 23.102 18.737 41.811 41.811 41.811s41.811-18.709 41.811-41.811-18.709-41.811-41.811-41.811-41.811 18.737-41.811 41.811zm41.811 29.82c16.469 0 29.821-13.351 29.821-29.82s-13.351-29.792-29.821-29.792-29.792 13.323-29.792 29.792 13.323 29.82 29.792 29.82z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tStep 10: Ongoing Governance\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\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<div class=\"elementor-element elementor-element-afed5ba e-grid e-con-full e-con e-child\" data-id=\"afed5ba\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-5ffe0b3 e-grid e-con-full e-con e-child\" data-id=\"5ffe0b3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-58b90a9 elementor-widget elementor-widget-text-editor\" data-id=\"58b90a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li data-start=\"2451\" data-end=\"2590\"><p data-start=\"2453\" data-end=\"2590\">Set mandatory rules: New materials, products, and services must have manufacturer\/service code and unit of measure before approval.<\/p><\/li><li data-start=\"2591\" data-end=\"2666\"><p data-start=\"2593\" data-end=\"2666\">Automated checks prevent duplicate supplier, product, or service codes.<\/p><\/li><li data-start=\"2667\" data-end=\"2763\"><p data-start=\"2669\" data-end=\"2763\">Data stewards monitor data quality metrics weekly to ensure bad data doesn\u2019t accumulate.<\/p><\/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-3ad2f47 elementor-widget elementor-widget-video\" data-id=\"3ad2f47\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/W0Q7xSOUqE8?si=LxjyeJceNk_Qe3MU&quot;,&quot;start&quot;:82,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\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-08b2ee6 e-flex e-con-boxed e-con e-parent\" data-id=\"08b2ee6\" 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-c6e7578 elementor-widget elementor-widget-heading\" data-id=\"c6e7578\" 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\" class=\"elementor-heading-title elementor-size-default\" id=\"the-business-imperative\">The Business Imperative<\/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-ac6732f e-flex e-con-boxed e-con e-parent\" data-id=\"ac6732f\" 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-6fd2d36 e-grid e-con-full e-con e-child\" data-id=\"6fd2d36\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-ba184a6 e-grid e-con-full e-con e-child\" data-id=\"ba184a6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c95e623 elementor-widget elementor-widget-text-editor\" data-id=\"c95e623\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"color: #ffffff;\">Organizations with robust MDM report up to 40% lower operational costs and 67% faster decision-making cycles, highlighting substantial efficiency gains and agility benefits.<\/span><\/p><p style=\"text-align: center;\"><strong><a href=\"https:\/\/airbyte.com\/data-engineering-resources\/master-data-management\" rel=\"nofollow noopener\" target=\"_blank\"><span style=\"color: #ffffff;\">Source- Airbyte<\/span><\/a><\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d3cec9c elementor-widget elementor-widget-text-editor\" data-id=\"d3cec9c\" 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><strong>Why the Value Chain Breaks<\/strong><\/p><p>Manufacturing MDM is applicable across the entire manufacturing value chain, providing a single, trusted source of truth for critical data-products, materials, suppliers, customers, and assets. A unified data foundation enhances operational efficiency, quality control, supply chain visibility, and regulatory compliance throughout the lifecycle.<\/p><ol><li><strong> Product Design and Engineering Lose Agility<\/strong><br \/>Inconsistent product hierarchies and duplicate part entries slow down design cycles. Engineering teams waste time hunting for reusable components or approving redundant parts because the data doesn\u2019t reveal their equivalence. Poor product master data leads to higher material costs from the start.<\/li><li><strong> Procurement and Supplier Data Limit Strategic Leverage<\/strong><br \/>When supplier information is fragmented across plants and ERP systems, sourcing loses its edge. Negotiations are based on partial spend data, and potential supplier consolidation opportunities go unseen. Procurement wastes hours verifying vendor codes and pricing data, while maverick purchasing grows unchecked. Harmonized supplier and <a href=\"https:\/\/www.verdantis.com\/procurement-master-data-management\/\">procurement master data<\/a> gives visibility into true spend, supplier performance, and risk exposure-turning buying power into strategic advantage.<\/li><li><strong> Inventory and Materials Data Inflate Costs<\/strong><br \/>There might be millions of dollars worth of parts across multiple sites that appear different but are identical. Inconsistent material descriptions cause search failures and duplicate purchases. Overstocking becomes a safety measure, not a strategy. Accurate materials data reduces inventory carrying costs, improves availability, and enables analytics-driven demand forecasting.<\/li><li><strong> Production and Maintenance Struggle Without Trusted Data<\/strong><br \/>Production planning depends on precise material, equipment, and BOM data. When these are out of sync, production runs stall, and maintenance teams can\u2019t find the right spares quickly. Unscheduled downtime and low asset utilization follow. Harmonized asset and equipment data enable predictive maintenance, minimize downtime, and ensure operational continuity.<\/li><li><strong> Quality and Compliance Are Jeopardized<\/strong><br \/>Regulatory and quality data issues-like inconsistent component traceability or incomplete supplier certifications-turn audits into firefighting exercises. A single incorrect supplier record can obscure product lineage and compliance proof. Consistent master data ensures traceability, audit readiness, and confident quality assurance, protecting brand reputation.<\/li><li><strong> Digital Transformation Falls Short Without Data Integrity<\/strong><br \/>AI-driven analytics, IoT platforms, and digital twins all rely on high-quality master data. When the underlying records are inaccurate or incomplete, insights are distorted, and automation fails to scale. Digital transformation ROI diminishes because the data foundation cannot support advanced manufacturing initiatives.<\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9c34b8d e-con-full e-flex e-con e-child\" data-id=\"9c34b8d\" 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-b3f89e1 elementor-widget elementor-widget-heading\" data-id=\"b3f89e1\" 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<div class=\"elementor-heading-title elementor-size-default\">Why Inventory Carrying Costs A Concern?<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1804906 elementor-widget elementor-widget-text-editor\" data-id=\"1804906\" 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><strong>For example:<\/strong> There&#8217;s $15 million worth of spare parts sitting across three warehouses. Maintenance searches fail because item descriptions are inconsistent, so teams reorder stock \u201cjust in case.\u201d One bearing might appear as \u201c6205 deep groove,\u201d \u201cball bearing 25mm,\u201d or \u201cSKF part #12345\u201d-all the same part, all clogging storage space.<\/p><p><span style=\"color: #333399;\"><em>For a company like this with $100-150 million in annual revenue, poor material master data alone inflates inventory costs by <strong>$1-1.4 million<\/strong> annually. That\u2019s tied-up capital that could be driving growth instead of gathering dust in storage.<\/em><\/span><\/p><p><strong>The Value Chain Is Only as Strong as Its Data<\/strong><\/p><p>From design to sourcing, manufacturing to delivery, every function depends on consistent, connected information. Manufacturing MDM unifies data across domains-materials, products, suppliers, assets, and customers-creating a reliable foundation for decisions, innovation, and growth.<\/p><p>Clean data doesn\u2019t just improve operations; it transforms the entire manufacturing value chain into a well-synchronized, data-driven enterprise.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-66a9db1 e-flex e-con-boxed e-con e-parent\" data-id=\"66a9db1\" 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-d841730 elementor-widget elementor-widget-heading\" data-id=\"d841730\" 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\" class=\"elementor-heading-title elementor-size-default\" id=\"strategic-and-technical-benefits-efficiency-quality-compliance-and-cost-savings\">Strategic and Technical Benefits: Efficiency, Quality, Compliance, and Cost Savings<\/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-b239125 e-flex e-con-boxed e-con e-parent\" data-id=\"b239125\" 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-cd700e7 elementor-widget elementor-widget-text-editor\" data-id=\"cd700e7\" 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>Manufacturing organizations implementing comprehensive MDM manufacturing solution realize substantial strategic benefits across multiple functional areas.<\/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-30c5bbe e-con-full e-grid e-con e-child\" data-id=\"30c5bbe\" 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-eb3dc41 e-con-full e-flex e-con e-child\" data-id=\"eb3dc41\" 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-1900378 elementor-widget elementor-widget-heading\" data-id=\"1900378\" 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<div class=\"elementor-heading-title elementor-size-default\">Operational Efficiency<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d993f65 elementor-widget elementor-widget-text-editor\" data-id=\"d993f65\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li data-start=\"335\" data-end=\"452\"><p data-start=\"337\" data-end=\"452\">MDM streamlines approval workflows and reduces manual checks, enabling faster decisio-making across departments.<\/p><\/li><li data-start=\"453\" data-end=\"567\"><p data-start=\"455\" data-end=\"567\">Centralized and validated data accelerates material creation and reduces time spent searching for information.<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-63bfed4 e-con-full e-flex e-con e-child\" data-id=\"63bfed4\" 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-83858c7 elementor-widget elementor-widget-heading\" data-id=\"83858c7\" 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<div class=\"elementor-heading-title elementor-size-default\">Quality and Reliability<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fccea43 elementor-widget elementor-widget-text-editor\" data-id=\"fccea43\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li data-start=\"607\" data-end=\"721\"><p data-start=\"609\" data-end=\"721\">Complete and deduplicated data prevents wrong part orders, reducing downtime and improving asset availability.<\/p><\/li><li data-start=\"722\" data-end=\"810\"><p data-start=\"724\" data-end=\"810\">Enforcing structured data attributes ensures compliance and reduces ordering errors.<\/p><\/li><li data-start=\"811\" data-end=\"898\"><p data-start=\"813\" data-end=\"898\">Governance processes improve data quality and completeness across the organization.<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7a4b480 e-con-full e-flex e-con e-child\" data-id=\"7a4b480\" 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-31e1376 elementor-widget elementor-widget-heading\" data-id=\"31e1376\" 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<div class=\"elementor-heading-title elementor-size-default\">Stronger Governance and Compliance<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3da8d4e elementor-widget elementor-widget-text-editor\" data-id=\"3da8d4e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li data-start=\"942\" data-end=\"1059\"><p data-start=\"944\" data-end=\"1059\">Standardized taxonomies and mandatory fields support industry regulations, audits, and traceability requirements.<\/p><\/li><li data-start=\"1060\" data-end=\"1168\"><p data-start=\"1062\" data-end=\"1168\">MDM enhances efficiency in compliance processes and facilitates smoother cross-department collaboration.<\/p><\/li><li data-start=\"1169\" data-end=\"1276\"><p data-start=\"1171\" data-end=\"1276\">Accurate and consistent master data reduces time spent correcting errors and searching for information.<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-94c4433 e-con-full e-flex e-con e-child\" data-id=\"94c4433\" 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-906df07 elementor-widget elementor-widget-heading\" data-id=\"906df07\" 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<div class=\"elementor-heading-title elementor-size-default\">Accelerated Digital Transformation<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-333c966 elementor-widget elementor-widget-text-editor\" data-id=\"333c966\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li data-start=\"1327\" data-end=\"1446\"><p data-start=\"1329\" data-end=\"1446\">High-quality master data forms the foundation for predictive maintenance, IoT, and smart manufacturing initiatives.<\/p><\/li><li data-start=\"1447\" data-end=\"1531\"><p data-start=\"1449\" data-end=\"1531\">MDM supports faster readiness for digital transformation platforms like S\/4HANA.<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-06d9df4 e-con-full e-flex e-con e-child\" data-id=\"06d9df4\" 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-1908d25 elementor-widget elementor-widget-heading\" data-id=\"1908d25\" 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<div class=\"elementor-heading-title elementor-size-default\">Cost Savings and Financial Impact<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b324ec elementor-widget elementor-widget-text-editor\" data-id=\"7b324ec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li data-start=\"1581\" data-end=\"1702\"><p data-start=\"1583\" data-end=\"1702\">Consolidation of duplicate components and optimized inventory levels reduce operational and inventory carrying costs.<\/p><\/li><li data-start=\"1703\" data-end=\"1783\"><p data-start=\"1705\" data-end=\"1783\">Rationalized vendors and materials across plants enable procurement savings.<\/p><\/li><li data-start=\"1784\" data-end=\"1915\"><p data-start=\"1786\" data-end=\"1915\">Reliable and searchable supplier and product data reduces maverick spend and ensures better compliance with approved processes.<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d1cd18e e-flex e-con-boxed e-con e-parent\" data-id=\"d1cd18e\" 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-aab3eea elementor-widget elementor-widget-heading\" data-id=\"aab3eea\" 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\" class=\"elementor-heading-title elementor-size-default\" id=\"value-drivers-key-business-and-operational-motivators\">Value Drivers: Key Business and Operational Motivators<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad52908 elementor-widget elementor-widget-text-editor\" data-id=\"ad52908\" 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 width=\"495\"><thead><tr><td width=\"157\"><p><strong>Value Driver<\/strong><\/p><\/td><td width=\"332\"><p><strong>Impact on Operations<\/strong><\/p><\/td><\/tr><\/thead><tbody><tr><td width=\"157\"><p>Clean Material Data<\/p><\/td><td width=\"332\"><p>Eliminates duplicates and enhances procurement efficiency<\/p><\/td><\/tr><tr><td width=\"157\"><p>Enriched Asset Data<\/p><\/td><td width=\"332\"><p>Enables predictive maintenance and uptime reliability<\/p><\/td><\/tr><tr><td width=\"157\"><p>Unified Supplier Data<\/p><\/td><td width=\"332\"><p>Strengthens sourcing and contract visibility<\/p><\/td><\/tr><tr><td width=\"157\"><p>Accurate BOMs<\/p><\/td><td width=\"332\"><p>Reduces rework, improves production consistency<\/p><\/td><\/tr><tr><td width=\"157\"><p>AI-Powered Governance<\/p><\/td><td width=\"332\"><p>Sustains long-term data quality<\/p><\/td><\/tr><tr><td width=\"157\"><p>Integrated Platforms<\/p><\/td><td width=\"332\"><p>Aligns PLM, ERP, and MES data for full visibility<\/p><\/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-620757f e-flex e-con-boxed e-con e-parent\" data-id=\"620757f\" 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-cbf1193 elementor-widget elementor-widget-text-editor\" data-id=\"cbf1193\" 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><strong>Inventory Optimization and Working Capital<\/strong><\/p><p>Duplicate detection and alternate part identification cut inventory by 10%, freeing millions in working capital. By eliminating duplicate and obsolete items, organizations significantly reduce excess MRO stock. AI-powered tools flag obsolete parts and identify inactive components.<\/p><p><strong>Operational Uptime and Asset Reliability<\/strong><\/p><p>Data-driven preventive maintenance and auto-enriched material masters ensure equipment downtime is minimized. An oil and gas leader implemented attribute-driven governance in master data, which averted high-cost stockouts and ensured correct &#8220;Radial&#8221; vs. &#8220;Standard&#8221; bearing selection, safeguarding production continuity.<\/p><p><strong>Supplier Rationalization and Volume Discounts<\/strong><\/p><p>Supplier rationalization through data-driven insights can reduce vendor count by 10-15% and unlock volume discounts. Aligning vendor and invoice data lowers mismatch rates by 30%, reducing delays in payment processing.<\/p><p><strong>Enhanced Procurement Efficiency<\/strong><\/p><p>Clean, classified service and material data improves supplier matching, bid creation, and quote comparisons. Trusted, enriched item\/service master data guides users to preferred suppliers and contracts within procurement platforms. Time to onboard new vendors is dramatically reduced through automated validation and approval workflows.<\/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-080c00e e-flex e-con-boxed e-con e-parent\" data-id=\"080c00e\" 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-776fa77 elementor-widget elementor-widget-heading\" data-id=\"776fa77\" 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\" class=\"elementor-heading-title elementor-size-default\" id=\"key-performance-indicators\">Key Performance Indicators<\/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-688e948 e-flex e-con-boxed e-con e-parent\" data-id=\"688e948\" 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-82977da elementor-widget elementor-widget-text-editor\" data-id=\"82977da\" 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>Manufacturing organizations should track both leading and lagging indicators to measure master data management program effectiveness.<\/p><p>Based on our multi-year experience implementing Master Data Management programs across manufacturing clients, we have observed the following improvements:<\/p><p><strong>Data Quality Metrics<\/strong><\/p><ul><li>Completeness\u00a0&#8211; Percentage of mandatory fields populated across master data domains<\/li><li>Accuracy\u00a0&#8211; Error rate in master data records validated against source systems or physical verification<\/li><li>Consistency\u00a0&#8211; Percentage of records conforming to naming conventions and standardization rules<\/li><li>Timeliness\u00a0&#8211; Average age of master data records and time to update after change events<\/li><\/ul><p><strong>Operational Impact Metrics<\/strong><\/p><ul><li>Inventory carrying cost reduction &#8211; 10-15% target through duplicate elimination and rationalization<\/li><li>Procurement cycle time improvement\u00a0&#8211; Days to create purchase requisitions and complete sourcing<\/li><li>Mean Time to Repair (MTTR) reduction\u00a0&#8211; 15-20% improvement through enhanced asset and spare parts data<\/li><li>Duplicate record elimination\u00a0&#8211; Percentage reduction in duplicate materials, suppliers, and assets<\/li><li>Data processing time reduction\u00a0&#8211; 50%+ improvement in time required for data cleansing and enrichment<\/li><\/ul><p><strong>Business Value Metrics<\/strong><\/p><ul><li>Working capital optimization\u00a0&#8211; Millions freed through inventory reduction and improved cash conversion<\/li><li>Procurement savings\u00a0&#8211; 20-30% reductions through vendor rationalization and improved supplier management<\/li><li>Production uptime improvement\u00a0&#8211; Hours of downtime avoided through better spare parts availability<\/li><li>Digital transformation acceleration\u00a0&#8211; Months reduced from AI\/ML implementation and ERP migration timelines<\/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-1362b88 e-flex e-con-boxed e-con e-parent\" data-id=\"1362b88\" 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-3473b7e elementor-widget elementor-widget-heading\" data-id=\"3473b7e\" 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\" class=\"elementor-heading-title elementor-size-default\" id=\"quantifiable-impact-across-manufacturing-functions\">Quantifiable Impact Across Manufacturing Functions<\/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-3a2a00d e-flex e-con-boxed e-con e-parent\" data-id=\"3a2a00d\" 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-bfa415c elementor-widget elementor-widget-text-editor\" data-id=\"bfa415c\" 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 width=\"571\"><thead><tr><td width=\"176\"><p>Function<\/p><\/td><td width=\"206\"><p>Key Metric<\/p><\/td><td width=\"180\"><p>Improvement Achieved<\/p><\/td><\/tr><\/thead><tbody><tr><td width=\"176\"><p>Maintenance &amp; Reliability<\/p><\/td><td width=\"206\"><p>Mean Time to Repair (MTTR)<\/p><\/td><td width=\"180\"><p>\u2193 15-20%<\/p><\/td><\/tr><tr><td width=\"176\"><p>Inventory Management<\/p><\/td><td width=\"206\"><p>Duplicate Items<\/p><\/td><td width=\"180\"><p>\u2193 25-40%<\/p><\/td><\/tr><tr><td width=\"176\"><p>Procurement<\/p><\/td><td width=\"206\"><p>Purchase Order Accuracy<\/p><\/td><td width=\"180\"><p>\u2191 30%<\/p><\/td><\/tr><tr><td width=\"176\"><p>Operations<\/p><\/td><td width=\"206\"><p>Data Processing Time<\/p><\/td><td width=\"180\"><p>\u2193 50%<\/p><\/td><\/tr><tr><td width=\"176\"><p>Digital Transformation<\/p><\/td><td width=\"206\"><p>S\/4HANA Readiness<\/p><\/td><td width=\"180\"><p>Accelerated by 40%<\/p><\/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-468e937 e-flex e-con-boxed e-con e-parent\" data-id=\"468e937\" 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-ed1b9dd elementor-widget elementor-widget-text-editor\" data-id=\"ed1b9dd\" 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>These metrics demonstrate that MDM is not merely a data management initiative-it is a strategic program with quantifiable impact on core business metrics and operational performance.<\/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-e6951f8 e-flex e-con-boxed e-con e-parent\" data-id=\"e6951f8\" 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-8aaece5 elementor-widget elementor-widget-heading\" data-id=\"8aaece5\" 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\" class=\"elementor-heading-title elementor-size-default\" id=\"manufacturing-mdm-success-stories\">Manufacturing MDM Success Stories<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9c9ea15 elementor-widget elementor-widget-text-editor\" data-id=\"9c9ea15\" 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><strong>Food &amp; Beverage Conglomerate:<\/strong> Mandatory Attribute Enforcement<\/p><p>A food and beverage client leveraged MDM to enforce mandatory &#8220;Food-Grade&#8221; attributes for pump parts. This governance rule eliminated ordering errors that could have led to contamination, product recalls, and regulatory penalties. The implementation improved first-time-right procurement, accelerated response times, and strengthened audit readiness.<\/p><p><strong>Chemical Manufacturing Giant:<\/strong> Multi-Language Harmonization<\/p><p>A global chemical manufacturing company consolidated more than 100,000 unharmonized material master records across multiple languages into a single, unified source of truth. The project categorized, parsed, corrected, standardized, and enriched part data while eliminating duplicates and extracting insights from manufacturer names and part numbers.<\/p><p><strong>Manufacturing Company:<\/strong> 100,000+ Records Enriched<\/p><p>A leading manufacturing company engaged AI enrichment to autonomously source missing data for material and service records. The implementation resulted in enriching over\u00a0100,000 material and service records within weeks, achieving\u00a0over 30% cost savings in inventory management\u00a0through enhanced data accuracy.<\/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-b1d4c26 e-grid e-con-full e-con e-child\" data-id=\"b1d4c26\" 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-f4c8749 e-con-full e-flex e-con e-child\" data-id=\"f4c8749\" 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-7241ae6 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"7241ae6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" height=\"512\" viewBox=\"0 0 450 450\" width=\"512\"><g><g><g id=\"XMLID_1_\"><path d=\"m119.1 231.1-36.6 16.7 3.3-32z\"><\/path><path d=\"m162.9 251.1h-62.8l31.4-14.4z\"><\/path><path d=\"m177.2 215.8 3.3 32-36.6-16.7z\"><\/path><path d=\"m172.6 170.3 3 29.3-32.2-15.4z\"><\/path><path d=\"m169.5 208-38 17.4-38-17.4 38-18.1z\"><\/path><path d=\"m119.6 184.2-32.2 15.4 2.9-29.3z\"><\/path><path d=\"m131.5 141.5 34.6 20.5-34.6 16.5-34.6-16.5z\"><\/path><path d=\"m121.4 135.5-29.3 17.4 3.3-32.8z\"><\/path><path d=\"m167.6 120.1 3.3 32.8-29.3-17.4z\"><\/path><path d=\"m163.7 81 2.2 21.8-22.9-11.5z\"><\/path><path d=\"m161.2 111.9-29.7 17.6-29.7-17.6 29.7-14.8z\"><\/path><path d=\"m120 91.3-22.9 11.5 2.2-21.8z\"><\/path><path d=\"m146.3 78.2-14.8 7.4-14.8-7.4z\"><\/path><path d=\"m113.2 36.4c-2.2 3.8-6.8 6.4-11.2 6.3-4-.1-7.3-2.5-9.4-6.9-2-4.2-3.8-12-1.9-25.8 13.3 5.4 19.1 11 21.7 15 3.2 5 2.2 9 .8 11.4z\"><\/path><path d=\"m170.4 35.8c-2.1 4.4-5.4 6.8-9.4 6.9-4.4.2-9-2.4-11.1-6.3-1.4-2.4-2.4-6.4.8-11.4 2.6-4 8.4-9.6 21.7-15 1.8 13.8 0 21.6-2 25.8z\"><\/path><path d=\"m323.8 46.4h17.1v8.4h-17.1z\"><\/path><path d=\"m239.9 65.1h128.5v10.4h-128.5z\"><\/path><path d=\"m248.9 85.7h110.3v13.6h-110.3z\"><\/path><path d=\"m248.9 109.6v96.9h110.3v-96.9zm70.8 83.7c-4.6 2.9-10.1 4.4-15.6 4.4-5.2 0-10.4-1.3-14.9-3.9-8.8-5.2-13.6-14.6-13.1-25.7.6-13.8 8.7-29.8 24.2-47.6 1-1.1 2.4-1.8 3.9-1.8s2.9.6 3.9 1.8c15 17.3 23.1 33 24.1 46.5.7 11.2-3.8 20.8-12.5 26.3z\"><\/path><path d=\"m314.3 184.5c-5.8 3.6-14 3.7-19.9.3-3.9-2.3-8.5-7-8-16.4.3-7.2 3.8-19.3 17.8-36.7 13.6 16.9 17.2 28.8 17.7 35.9.7 9.7-3.8 14.5-7.6 16.9z\"><\/path><path d=\"m248.9 216.8h110.3v13.6h-110.3z\"><\/path><path d=\"m239.9 240.7h128.5v10.4h-128.5z\"><\/path><path d=\"m408.7 261.4c-.2 8.6-1.1 17.1-2.5 25.4-4.3 1.8-7.8 4.8-10.9 7.6-4 3.5-6.6 5.6-9 5.3-2-.3-6.5-2.8-14.1-15.9-6.6-11.4-18-18.6-25.5-22.4z\"><\/path><path d=\"m403.2 301.1c-3.9 15.6-9.8 30.4-17.4 44-19.2-13.6-38.7-14.1-55.4-1.3-.1 0-.1.1-.2.2s-15.3 13.1-32 13.2c-15.4.1-24.2 2.6-28.7 8.1-4.7 5.7-3.3 12.7-2 18.9 1 5.3 2 10.3-.5 14.1-2.1 3.3-5 3.5-10.6 3.8-4.9.2-10.9.5-16.6 4.3-5.9 3.9-13.3 10.6-14.6 20.1-.6 4.5.3 9 2.5 13.5-.9 0-1.8 0-2.6 0-20.2 0-39.6-3.3-57.8-9.3.4-1.7.8-3.7 1.2-5.8 4.5-20.9 12-55.8-11.5-65.6-.1 0-.2-.1-.3-.1-.2-.1-19-6.7-27.4-21.1-5.6-9.7-12-14.8-19.3-15.6-12.1-1.4-22.5 9.5-31.8 19-3.4 3.6-7.2 7.5-10.3 9.8-16-26.4-25.6-57.1-26.5-90h93.3c.3.6.5 1.2.7 1.8 8.6 21.1 19.4 47.4 35.3 51.1 1.3.3 2.6.5 4 .5 4.5 0 8.9-1.9 13.1-5.5.1-.1.2-.2.3-.3.2-.2 17.3-17.1 31.8-9.1 7.8 4.3 14.8 4.8 20.8 1.5 9-5 14.3-17.7 16.2-40h67.8c3.2 2.5 6.9 4.6 11 6.3.1 0 .2.1.3.1.2.1 19.1 6.8 27.4 21.1 7.8 13.3 14.4 19.7 21.4 20.8.8.1 1.5.2 2.3.2 6.1 0 10.9-4.1 15.1-7.9.3-.1.7-.5 1-.8z\"><\/path><path d=\"m380.5 354c-30.1 47.8-81.7 80.8-141.1 85.4-3.2-4.1-4.5-8-4-11.6.8-6 6.6-10.6 10-12.9 3.4-2.2 7.3-2.4 11.5-2.6 6.1-.3 13.6-.7 18.7-8.5 4.8-7.3 3.2-15.3 1.9-21.7-1-5.3-1.6-8.6-.1-10.4 1.3-1.6 5.7-4.2 20.8-4.3 19.8-.1 36.8-14.1 38.5-15.6 13.3-10 28-9.3 43.8 2.2z\"><\/path><path d=\"m246.4 261.4c-2.1 21.6-7 28.9-10.9 31-1 .5-4.1 2.2-10.9-1.5-20.6-11.3-41.6 8.6-43.8 10.8-3.8 3.2-6.3 3.1-7.9 2.7-10.3-2.5-20.7-26.9-27.3-43z\"><\/path><path d=\"m158.3 422.8c-.3 1.5-.6 3-.9 4.3-34.2-13.6-63.4-37.1-84-67.1 3.9-2.7 7.8-6.8 12.2-11.3 7.6-7.9 16.1-16.8 23.1-15.9 3.9.5 7.8 4 11.6 10.6 10 17 30.5 24.8 32.8 25.6 15.4 6.5 9 36.1 5.2 53.8z\"><\/path><\/g><\/g><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4429338 elementor-widget elementor-widget-heading\" data-id=\"4429338\" 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\">Energy, Oil &amp; Gas<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc5cc31 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"bc5cc31\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM1MTk0IiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Read Case Study<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-eac81a2 e-con-full e-flex e-con e-child\" data-id=\"eac81a2\" 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-5293b20 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"5293b20\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewBox=\"0 0 512 512\"><g><path d=\"m148.7 50.5h19.9c7.9 0 14.2 6.4 14.2 14.2v20c0 7.8-6.4 14.2-14.2 14.2h-19.9c-7.9 0-14.2-6.4-14.2-14.2v-20c0-7.8 6.4-14.2 14.2-14.2zm53.6 128h27c9.4 0 17.1 7.7 17.1 17.1v26.9c0 9.4-7.7 17.1-17.1 17.1h-27c-9.4 0-17.1-7.7-17.1-17.1v-26.9c-.1-9.4 7.6-17.1 17.1-17.1zm26.9 12.1h-27c-2.8 0-5.1 2.3-5.1 5.1v26.9c0 2.8 2.3 5.1 5.1 5.1h27c2.8 0 5.1-2.3 5.1-5.1v-26.9c0-2.9-2.3-5.1-5.1-5.1zm188.3 10.9v25.3h56.3c-2.7-5.2-8.5-10.2-16.2-14.4-11.1-6.1-25.6-10.2-40.1-10.9zm-70 53.2c-6-2.9-10.1-9-10.3-15.9h-63.9c-3.3 0-6-2.7-6-6.2.1-11.3 9.8-22.6 24.3-30.7 12.6-7.1 29-12 45.6-12.5.2-5.8 3.1-11.1 7.7-14.4-9.9-38.7-44.8-66.2-85.4-66.2-17.5 0-33.7 5.1-47.4 13.8-14.1 9-25.5 21.9-32.6 37.2-1.2 2.8-4.4 4.3-7.3 3.3-9.5-3.1-19.4-3.8-29.3-2.2v16.3c0 2.9-.7 5.6-2 8l13.7 13.7c1.2 1.2 1.8 2.7 1.8 4.3v39.1h6.9c14.9 0 27 12 27 27.5 0 5.4 4.4 9.8 9.8 9.8h77c11.1 0 20.2 9.1 20.2 20.2v6.7h16.2c14 0 22.7 12 18.8 25.8l-2.6 9c6.3-1.5 12.2-3.9 17.7-7.2v-79.4zm-10.3-27.9v-25.3c-14.5.5-28.8 4.8-39.7 10.9-7.7 4.3-13.6 9.4-16.4 14.4zm61.9-43.2h-43.5c-3.5 0-6.4 2.9-6.4 6.4v48.2c0 3.5 2.9 6.4 6.4 6.4h43.5c3.5 0 6.4-2.9 6.4-6.4v-48.2c0-3.5-2.9-6.4-6.4-6.4zm-3.9 73.5h-35.7v180.2h35.7zm-10.5-163.3h19.9c7.9 0 14.2 6.4 14.2 14.2v20c0 7.9-6.4 14.3-14.2 14.3h-19.9c-7.8 0-14.2-6.4-14.2-14.3v-20c0-7.8 6.4-14.2 14.2-14.2zm-284.4 281.2h205.6c.7 0 1.2.1 1.8.3l13.1-46.3c1.6-5.8-.9-10.5-7.3-10.5h-183.6c-7.5 0-15.4 6.5-17.5 13.7zm204.1 12h-207.5l-11.3 39.8c-1.6 5.7.9 10.5 7.2 10.5h183.8c7.5 0 15.4-6.5 17.4-13.8zm-118.9 17.6c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm79.6 0c3.3 0 6 2.7 6 6s-2.7 6-6 6h-18.4c-3.3 0-6-2.7-6-6s2.7-6 6-6zm-137.9 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm29.1 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm49.9-63c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm-58.3 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm29.1 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm-47.1-35.1h155.5v-6.7c0-4.5-3.7-8.2-8.2-8.2h-77c-12.1 0-21.8-9.7-21.8-22.3 0-8.2-6.7-15-15-15h-67.6c-8.2 0-15 6.8-15 15v130.7l20-71c3.5-12.3 16.3-22.5 29.1-22.5zm-61.1 28.4v-65.6c0-14.9 12.1-27 27-27h48.6v-36.7l-12.5-12.5c-1.9.8-4 1.2-6.2 1.2h-27c-.5 0-.9 0-1.3 0-3.2 6.4-5.3 13.3-6.2 20.5-.3 2.5-2.1 4.6-4.7 5.1-43.1 9.2-63.2 59.5-38.4 95.9 5.4 7.8 12.5 14.4 20.7 19.1zm56.9-189.8h-27c-2.8 0-5.1 2.3-5.1 5.1v27c0 2.8 2.3 5.1 5.1 5.1h27c2.8 0 5.1-2.3 5.1-5.1v-27c0-2.8-2.3-5.1-5.1-5.1z\"><\/path><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-638d11b elementor-widget elementor-widget-heading\" data-id=\"638d11b\" 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\">Metals &amp; Mining<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-48f1b6f elementor-align-center elementor-widget elementor-widget-button\" data-id=\"48f1b6f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM1MTk3IiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Read Case Study<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-0eb1964 e-con-full e-flex e-con e-child\" data-id=\"0eb1964\" 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-2e15bed elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"2e15bed\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"solid\" viewBox=\"0 0 32 32\"><path d=\"m26 19.25h-.25v-1.25c0-.96-.79-1.75-1.75-1.75h-2c-.96 0-1.75.79-1.75 1.75v1.25h-.25c-.96 0-1.75.79-1.75 1.75v9c0 .96.79 1.75 1.75 1.75h6c.96 0 1.75-.79 1.75-1.75v-9c0-.96-.79-1.75-1.75-1.75zm-1.29 5.99-.68 2c-.11.31-.4.51-.71.51-.08 0-.16-.01-.24-.04-.39-.13-.6-.56-.47-.95l.34-1.01h-.95c-.24 0-.47-.12-.61-.31-.14-.2-.18-.45-.1-.68l.68-2c.13-.39.56-.61.95-.47.39.13.6.56.47.95l-.34 1.01h.95c.24 0 .47.12.61.31.14.2.1801.45.1.68z\"><\/path><circle cx=\"14\" cy=\"14\" r=\"5.25\"><\/circle><path d=\"m27.12 11.4-2.59-.4301c-.23-.79-.55-1.55-.95-2.27l1.54-2.14c.21-.3.18-.71-.08-.97l-2.63-2.63c-.26-.26-.67-.29-.97-.08l-2.14 1.54c-.72-.4-1.48-.72-2.27-.95l-.43-2.59c-.06-.36-.37-.63-.7401-.63h-3.72c-.37 0-.68.27-.74.63l-.43 2.59c-.79.23-1.55.55-2.27.95l-2.14-1.54c-.3-.21-.71-.18-.97.08l-2.63 2.63c-.26.2599-.29.67-.08.97l1.54 2.14c-.4.72-.72 1.48-.95 2.27l-2.59.4301c-.36.06-.63.37-.63.74v3.72c0 .37.27.68.63.74l2.59.4301c.23.79.55 1.55.95 2.27l-1.54 2.14c-.21.3-.18.71.08.97l2.63 2.63c.26.26.67.29.97.08l2.14-1.54c.72.4 1.48.72 2.27.95l.43 2.59c.06.36.37.63.74.63h3.72c.3701 0 .6801-.27.7401-.63l.15-.9v-5.22c0-.32.05-.62.14-.91-.87.42-1.86.66-2.89.66-3.72 0-6.75-3.03-6.75-6.75s3.03-6.75 6.75-6.75 6.75 3.03 6.75 6.75c0 .35-.03.7-.09 1.04.41-.19.86-.29 1.34-.29h2c1.3 0 2.43.77 2.94 1.88l.18-.03c.36-.06.63-.37.63-.74v-3.72c0-.37-.27-.68-.63-.74z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0d9a265 elementor-widget elementor-widget-heading\" data-id=\"0d9a265\" 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\">Utilities<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c674bdc elementor-align-center elementor-widget elementor-widget-button\" data-id=\"c674bdc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM1MjAwIiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Read Case Study<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-df44162 e-con-full e-flex e-con e-child\" data-id=\"df44162\" 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-04c96a3 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"04c96a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" data-name=\"Layer 1\" viewBox=\"0 0 512 512\"><path d=\"M212.192,361.863V282.744a4.409,4.409,0,0,1,4.4-4.4h25.913V312.3h.028a6.927,6.927,0,0,0,11.205,5.476L260.8,312.3l6.549,5.138a6.993,6.993,0,0,0,11.714-5.138V278.341h25.912a4.409,4.409,0,0,1,4.4,4.4v79.119a4.433,4.433,0,0,1-4.4,4.432H216.6A4.433,4.433,0,0,1,212.192,361.863Zm44.259-63.792a6.954,6.954,0,0,1,8.609-.028l.057.028v-19.73h-8.666ZM81.024,366.3h88.348a4.44,4.44,0,0,0,4.433-4.432V282.744a4.416,4.416,0,0,0-4.433-4.4H143.489V312.3a6.993,6.993,0,0,1-11.714,5.138L125.2,312.3l-7.028,5.476a6.928,6.928,0,0,1-11.206-5.476h-.028V278.341H81.024a4.433,4.433,0,0,0-4.432,4.4v79.119A4.458,4.458,0,0,0,81.024,366.3Zm48.465-68.252.056.028v-19.73h-8.666v19.73A6.955,6.955,0,0,1,129.489,298.043ZM346.974,348.71V366.3h81.687V348.71a18.491,18.491,0,0,0-18.432-18.432H365.405A18.491,18.491,0,0,0,346.974,348.71ZM133.412,239.727a6.961,6.961,0,0,0,10.9,8.666l12.956-16.315a7.037,7.037,0,0,0,1.524-4.347V166.564H91.609v61.167h.028a7.005,7.005,0,0,0,1.5,4.347l12.956,16.315a6.961,6.961,0,0,0,10.9-8.666l-11.432-14.4V197.783h39.291v27.549Zm276.817,76.607a31.018,31.018,0,0,1,6.521.677l-8.271-148.358a61.8,61.8,0,0,1-41.323,0l-8.271,148.358a31.015,31.015,0,0,1,6.52-.677Zm93.712,109.208a45.439,45.439,0,0,1-45.331,45.332H53.39a45.318,45.318,0,1,1,0-90.635H458.61A45.433,45.433,0,0,1,503.941,425.542Zm-428.421,0A15.708,15.708,0,1,0,59.8,441.265,15.7,15.7,0,0,0,75.52,425.542Zm78.47,0a15.708,15.708,0,1,0-15.7,15.723A15.7,15.7,0,0,0,153.99,425.542Zm78.5,0a15.722,15.722,0,1,0-15.722,15.723A15.72,15.72,0,0,0,232.487,425.542Zm78.47,0a15.722,15.722,0,1,0-15.722,15.723A15.7,15.7,0,0,0,310.957,425.542Zm78.47,0a15.709,15.709,0,1,0-15.722,15.723A15.7,15.7,0,0,0,389.427,425.542Zm78.5,0A15.723,15.723,0,1,0,452.2,441.265,15.721,15.721,0,0,0,467.925,425.542ZM340.228,110.7a47.59,47.59,0,1,1,47.59,47.562A47.6,47.6,0,0,1,340.228,110.7Zm27.521,0a20.069,20.069,0,1,0,20.069-20.069A20.075,20.075,0,0,0,367.749,110.7Zm-39.63,14.9a61.524,61.524,0,0,1,15.468-57.694L179.055,33.533a54.264,54.264,0,0,1-10.642,39.6ZM125.2,94.586a54.375,54.375,0,0,1-16.54-2.568v60.6h33.109v-60.6A54.423,54.423,0,0,1,125.2,94.586ZM84.891,40.335A40.322,40.322,0,1,1,125.2,80.643,40.319,40.319,0,0,1,84.891,40.335Zm25.066,0A15.242,15.242,0,1,0,125.2,25.093,15.25,15.25,0,0,0,109.957,40.335Zm95.207,176.811,2.653-4.46a46.182,46.182,0,0,1-5.758-13.915l-5.052-1.271-6.125-1.524a57.186,57.186,0,0,1,0-15.637l6.125-1.553,5.052-1.27a46.171,46.171,0,0,1,5.758-13.915l-2.653-4.461-3.246-5.447a57.575,57.575,0,0,1,11.037-11.037L218.4,145.9l4.46,2.682a46.249,46.249,0,0,1,13.916-5.787l1.27-5.024,1.553-6.153a56.982,56.982,0,0,1,15.609,0l1.552,6.153,1.27,5.024a46.238,46.238,0,0,1,13.916,5.787l4.46-2.682,5.448-3.246a58.378,58.378,0,0,1,11.036,11.037l-3.246,5.447-2.653,4.461a46.171,46.171,0,0,1,5.758,13.915l5.024,1.27,6.154,1.553a57.291,57.291,0,0,1,0,15.637l-6.154,1.524-5.024,1.271a46.182,46.182,0,0,1-5.758,13.915l2.653,4.46,3.246,5.448a57.745,57.745,0,0,1-11.036,11.065l-5.448-3.274-4.46-2.654a46.177,46.177,0,0,1-13.916,5.758l-1.27,5.053-1.552,6.125a55.6,55.6,0,0,1-15.609,0l-1.553-6.125-1.27-5.053a46.188,46.188,0,0,1-13.916-5.758l-4.46,2.654-5.447,3.274a56.961,56.961,0,0,1-11.037-11.065Zm18.856-28.989a23.372,23.372,0,1,0,23.371-23.371A23.382,23.382,0,0,0,224.02,188.157ZM67.757,512H444.242V484.818H67.757Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b554acd elementor-widget elementor-widget-heading\" data-id=\"b554acd\" 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\">Manufacturing<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-facc7a9 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"facc7a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM1MTg3IiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Read Case Study<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-cc9a090 e-con-full e-flex e-con e-child\" data-id=\"cc9a090\" 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-e2a057a elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"e2a057a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 64 64\" width=\"512\" height=\"512\"><g id=\"GLYPH\"><g id=\"_03-Valentine_copy_5\" data-name=\"03-Valentine copy 5\"><path d=\"M12,49a4,4,0,1,0,4,4A3.9989,3.9989,0,0,0,12,49Zm0,5.75A1.75,1.75,0,1,1,13.75,53,1.7455,1.7455,0,0,1,12,54.75ZM52,44H12a9,9,0,0,0,0,18H52a9,9,0,0,0,0-18ZM12,59a6,6,0,1,1,6-6A6.0048,6.0048,0,0,1,12,59Zm13,0a6,6,0,1,1,6-6A6.0048,6.0048,0,0,1,25,59Zm14,0a6,6,0,1,1,6-6A6.0048,6.0048,0,0,1,39,59Zm13,0a6,6,0,1,1,6-6A6.0048,6.0048,0,0,1,52,59ZM39,49a4,4,0,1,0,4,4A3.9989,3.9989,0,0,0,39,49Zm0,5.75A1.75,1.75,0,1,1,40.75,53,1.7455,1.7455,0,0,1,39,54.75ZM25,49a4,4,0,1,0,4,4A3.9989,3.9989,0,0,0,25,49Zm0,5.75A1.75,1.75,0,1,1,26.75,53,1.7455,1.7455,0,0,1,25,54.75ZM52,49a4,4,0,1,0,4,4A3.9989,3.9989,0,0,0,52,49Zm0,5.75A1.75,1.75,0,1,1,53.75,53,1.7455,1.7455,0,0,1,52,54.75ZM61,2V4a2,2,0,0,1-2,2H5A2,2,0,0,1,3,4V2ZM48,8v4h2v4H36V12h2V8ZM35,34h3.62A3.3886,3.3886,0,0,1,42,37.38V42H35Zm.8-9.07,1.4-1.86a4.0241,4.0241,0,0,0,.8-2.4V18H48v2.67a4.0241,4.0241,0,0,0,.8,2.4l1.4,1.86a4.0241,4.0241,0,0,1,.8,2.4V42H44V37.38A5.3817,5.3817,0,0,0,38.62,32H35V27.33A4.0241,4.0241,0,0,1,35.8,24.93ZM13,34h3.62A3.3886,3.3886,0,0,1,20,37.38V42H13Zm.8-9.07,1.4-1.86a4.0241,4.0241,0,0,0,.8-2.4V18H26v2.67a4.0241,4.0241,0,0,0,.8,2.4l1.4,1.86a4.0241,4.0241,0,0,1,.8,2.4V42H22V37.38A5.3817,5.3817,0,0,0,16.62,32H13V27.33A4.0241,4.0241,0,0,1,13.8,24.93ZM26,13.2361V14h1.125a1.0089,1.0089,0,0,1,0,2H14.875a1.0089,1.0089,0,0,1,0-2H16v-.7639A2.2361,2.2361,0,0,1,18.2361,11H23.764A2.236,2.236,0,0,1,26,13.2361Z\"><\/path><\/g><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-127ee67 elementor-widget elementor-widget-heading\" data-id=\"127ee67\" 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\"><a href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM1MjAzIiwidG9nZ2xlIjpmYWxzZX0%3D\">Food &amp; Beverages<\/a><\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-700bab0 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"700bab0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM1MjAzIiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Read Case Study<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-aaa7d39 e-con-full e-flex e-con e-child\" data-id=\"aaa7d39\" 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-3af459c elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"3af459c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewBox=\"0 0 64 64\"><g><path d=\"m12.8041992 21.2264442h10.375c.5522461 0 1-.4477539 1-1v-3.0496826c0-.5523071-.4477539-1-1-1h-10.375c-.5523071 0-1 .4476929-1 1v3.0496826c0 .5522461.4476929 1 1 1z\"><\/path><path d=\"m21.7800293 36.380619h-14.3500366v12.419983h14.3500366zm-5.960022 9.1900025c-1.0200195 1.0200195-2.6799927 1.0200195-3.7000122 0s-1.0200195-2.6699829 0-3.7000122l.4273682-.4273682c.0012817.0012817.0016479.0031128.0029297.0043945l3.6963501 3.6963501zm2.2700196-2.2700195-.4293213.4293213-3.6963501-3.6963501c-.0012817-.0012817-.0031128-.0016479-.0043945-.0029297l.4300537-.4299927c1.0199585-1.0200195 2.6799927-1.0200195 3.7000122 0 .5099487.5099487.7699585 1.1900024.7699585 1.8499756 0 .6699829-.2600098 1.3400268-.7699585 1.8499756z\"><\/path><path d=\"m22.7833252 23.2264442h-9.583313v4.8641968l-5.7700195 4.6900024v1.5999756h15.3500366c.5599976 0 1 .4500122 1 1v14.419983c0 .5500488-.4400024 1-1 1h-15.3500366v1.2300415c0 1.0999756.8900146 2 2 2h17.1199951c1.1099854 0 2-.9000244 2-2v-19.25l-5.7666626-4.6873169z\"><\/path><path d=\"m39.0773926 22.8547401c-.5523071 0-1 .4477539-1 1v2.3461914c0 .5523071.4476929 1 1 1h11.1637573c.5523071 0 1-.4476929 1-1v-2.3461914c0-.5522461-.4476929-1-1-1z\"><\/path><path d=\"m45.1900024 40.5006142c4.710022 2.7800293 8.7299805 1 10.5100098-.1099854-1.1400146-2.8599854-3.3699951-5.1599731-6.1600342-6.4099731v-4.7800293h-9.7599487v4.7800293c-2.3800049 1.0699463-4.3400269 2.8899536-5.5900269 5.1599731 2.6099854-.8099975 6.6300049-1.2199707 11 1.3599854z\"><\/path><path d=\"m56.289978 42.3306313c-1.3599854.7600098-3.4799805 1.6300049-6.0199585 1.6300049-1.8500366 0-3.9200439-.4500122-6.1000366-1.7399902-4.8099976-2.8300171-9.1599731-1.4000244-11-.5300293-.2799683 1-.4299927 2.0599976-.4299927 3.1500244 0 3.8599854 1.8400269 7.3099976 4.7000122 9.4799805h14.4299927c2.8599854-2.1699829 4.7000122-5.6199951 4.7000122-9.4799805 0-.8599854-.0900268-1.7000123-.2800293-2.5100098z\"><\/path><circle cx=\"48.17\" cy=\"16.305\" r=\"3.672\"><\/circle><circle cx=\"37.818\" cy=\"12.634\" r=\"2.953\"><\/circle><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0f52773 elementor-widget elementor-widget-heading\" data-id=\"0f52773\" 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\">Chemicals <\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2cfcc83 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"2cfcc83\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM1MjA2IiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Read Case Study<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c1ccba4 e-flex e-con-boxed e-con e-parent\" data-id=\"c1ccba4\" 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-57ed03d elementor-widget elementor-widget-heading\" data-id=\"57ed03d\" 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\" class=\"elementor-heading-title elementor-size-default\" id=\"the-future-of-manufacturing-data-ai-driven-mdm-and-beyond\">The Future of Manufacturing Data: AI-Driven MDM and Beyond<\/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-06140f9 e-flex e-con-boxed e-con e-parent\" data-id=\"06140f9\" 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-d80d7c8 elementor-widget elementor-widget-text-editor\" data-id=\"d80d7c8\" 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>The manufacturing industry stands at an inflection point where\u00a0AI-driven data quality\u00a0is becoming the competitive differentiator between leaders and laggards in Industry 4.0 adoption.<\/p><p><strong>AI-Driven Automation<\/strong><\/p><p>Revolutionizing MDM by automating data cleansing, anomaly detection, and entity resolution. AI-native platforms reduce manual intervention by\u00a040%\u00a0while improving accuracy, enabling organizations to scale MDM across thousands of records efficiently.<\/p><p><strong>Cloud-Native and Modular Architectures<\/strong><\/p><p>Gaining widespread adoption. Over\u00a080% of enterprises\u00a0are expected to adopt cloud-native MDM platforms by 2026, driven by AI integration and hybrid architectures that support real-time collaboration and scalability.<\/p><p><strong>Real-Time Processing and Unified Data Ecosystems<\/strong><\/p><p>Represent the next frontier. MDM is shifting from static &#8220;golden records&#8221; to dynamic ecosystems that integrate streaming, transactional, and historical data, enabling real-time insights for predictive maintenance and<a href=\"https:\/\/www.verdantis.com\/supply-chain-master-data\/\"> supply chain optimization<\/a>.<\/p><p><strong>Multi-Domain and Cross-Industry Integration<\/strong><\/p><p>Enables holistic analytics by consolidating customer, product, and supplier data. AI unifies siloed data to improve operational efficiency and compliance across departments.<\/p><p><strong>Strengthened Governance and Compliance<\/strong><\/p><p>Through automated frameworks that enforce policies in real time. AI-driven lineage tracking and predictive risk management ensure adherence to GDPR, CCPA, and industry-specific regulations.<\/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-ae66e03 e-flex e-con-boxed e-con e-parent\" data-id=\"ae66e03\" 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-8f9dc49 elementor-widget elementor-widget-heading\" data-id=\"8f9dc49\" 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\" class=\"elementor-heading-title elementor-size-default\" id=\"the-path-forward-self-learning-data-ecosystems\">The Path Forward: Self-Learning Data Ecosystems<\/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-fe189ed e-flex e-con-boxed e-con e-parent\" data-id=\"fe189ed\" 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-e33f96d elementor-widget elementor-widget-text-editor\" data-id=\"e33f96d\" 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>The future lies in&nbsp;self-learning data ecosystems&nbsp;that continuously improve accuracy and context awareness, empowering enterprises to unlock the full potential of Industry 4.0 initiatives such as digital twins, predictive maintenance, and connected supply chains.<\/p>\n<p>As manufacturing moves toward hyper-automation, the complexity of data continues to expand. Organizations that establish robust MDM foundations today will be positioned to implement advanced technologies effectively, while those without trusted master data will struggle with implementation delays and suboptimal outcomes.<\/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-688c809 e-flex e-con-boxed e-con e-parent\" data-id=\"688c809\" 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-8854ba4 elementor-widget elementor-widget-heading\" data-id=\"8854ba4\" 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\" class=\"elementor-heading-title elementor-size-default\" id=\"conclusion-master-data-as-strategic-asset\">Conclusion: Master Data as Strategic Asset<\/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-ad8d650 e-flex e-con-boxed e-con e-parent\" data-id=\"ad8d650\" 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-e0a9edd elementor-widget elementor-widget-text-editor\" data-id=\"e0a9edd\" 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>Master data is not just a record-it is a strategic asset.\u00a0Clean, accurate, and harmonized master data drives efficiency, compliance, and innovation across the manufacturing enterprise.<\/p><p>From materials and inventory to assets and services, organizations that prioritize <a href=\"https:\/\/www.verdantis.com\/master-data-governance\/\">master data governance<\/a> position themselves for:<\/p><ul><li>Reduced operational costs<\/li><li>Enhanced production uptime<\/li><li>Accelerated digital transformation<\/li><li>Improved supply chain resilience<\/li><li>Regulatory compliance<\/li><li>Competitive advantage through faster decision-making<\/li><\/ul><p>Manufacturing leaders who recognize MDM as foundational to business strategy will build organizations capable of thriving in an increasingly complex, data-driven, and automated industrial landscape. The path forward is clear: those who invest in manufacturing master data management today will operate with unprecedented operational clarity and agility tomorrow.<\/p><p>Verdantis stands as a trusted partner for global manufacturers-bringing together deep domain expertise, AI-powered automation, and decades of MDM experience to deliver trusted data at scale. Manufacturing executives who recognize MDM as foundational to business strategy will build organizations capable of thriving in an increasingly complex, data-driven, and automated industrial landscape.<\/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-8b739d5 e-con-full e-flex e-con e-child\" data-id=\"8b739d5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5148964 elementor-widget elementor-widget-heading\" data-id=\"5148964\" 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\">FAQs<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a019e8 elementor-widget elementor-widget-heading\" data-id=\"9a019e8\" 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\" class=\"elementor-heading-title elementor-size-default\" id=\"what-people-ask\">What People Ask<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b922024 elementor-widget elementor-widget-n-accordion\" data-id=\"b922024\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1940\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-1940\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What does Verdantis offer for Manufacturing Master Data Management? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1940\" class=\"elementor-element elementor-element-1d11ace e-con-full e-flex e-con e-child\" data-id=\"1d11ace\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-548d5be elementor-widget elementor-widget-text-editor\" data-id=\"548d5be\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Verdantis offers AI-powered master data management solutions purpose-built for manufacturing environments. The platform supports cleansing, standardization, classification, enrichment, and governance of material, spare parts, supplier, asset, and service master data across ERP, EAM, procurement, and legacy systems.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1941\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1941\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> How does Manufacturing MDM support digital transformation initiatives? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1941\" class=\"elementor-element elementor-element-7460fba e-con-full e-flex e-con e-child\" data-id=\"7460fba\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d6577c6 elementor-widget elementor-widget-text-editor\" data-id=\"d6577c6\" 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>Manufacturing MDM provides clean, standardized, and governed master data required for ERP modernization, S\/4HANA migration, analytics, AI\/ML initiatives, predictive maintenance, and smart manufacturing programs. It ensures digital initiatives are built on reliable data foundations.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1942\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1942\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What business outcomes can be expected from Manufacturing MDM? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1942\" class=\"elementor-element elementor-element-0389fd4 e-flex e-con-boxed e-con e-child\" data-id=\"0389fd4\" 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-20283be elementor-widget elementor-widget-text-editor\" data-id=\"20283be\" 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=\"896\" data-end=\"1007\">Manufacturing MDM improves inventory visibility, reduces duplicate and obsolete materials, accelerates procurement and maintenance processes, improves asset uptime, supports compliance, and enables working capital optimization through better data-driven decision-making.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1943\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1943\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> How often should manufacturing master data be cleansed and governed? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1943\" class=\"elementor-element elementor-element-e86bf79 e-flex e-con-boxed e-con e-child\" data-id=\"e86bf79\" 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-15c1bfb elementor-widget elementor-widget-text-editor\" data-id=\"15c1bfb\" 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>Master data cleansing should not be a one-time activity. Manufacturing MDM establishes continuous governance with workflows, validation rules, and ownership to ensure data quality is maintained as new materials, suppliers, and assets are created or modified.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1944\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"5\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1944\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> How does Manufacturing MDM reduce inventory and carrying costs? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1944\" class=\"elementor-element elementor-element-7aa3890 e-flex e-con-boxed e-con e-child\" data-id=\"7aa3890\" 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-3216deb elementor-widget elementor-widget-text-editor\" data-id=\"3216deb\" 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>By identifying duplicates, standardizing material descriptions, and rationalizing similar or alternate parts, MDM improves inventory accuracy and visibility. This enables reduction of excess stock, lower safety stock levels, and improved inventory turnover.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1945\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"6\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1945\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Can Verdantis manage master data across multiple plants and ERPs? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1945\" class=\"elementor-element elementor-element-23f730d e-flex e-con-boxed e-con e-child\" data-id=\"23f730d\" 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-90c5f90 elementor-widget elementor-widget-text-editor\" data-id=\"90c5f90\" 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>Yes. Verdantis is designed to operate in complex, multi-plant, multi-ERP environments, synchronizing master data across systems such as SAP, Oracle, Maximo, Ariba, Coupa, and other manufacturing applications.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1946\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"7\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1946\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> How does Manufacturing MDM support maintenance and reliability teams? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1946\" class=\"elementor-element elementor-element-c0cae83 e-flex e-con-boxed e-con e-child\" data-id=\"c0cae83\" 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-92a36a7 elementor-widget elementor-widget-text-editor\" data-id=\"92a36a7\" 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=\"1828\" data-end=\"1984\">MDM ensures accurate spare parts, asset hierarchies, and attribute-rich material data, improving part identification, reducing repair delays, and supporting better maintenance planning and execution.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1947\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"8\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1947\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Is Manufacturing MDM relevant only for large enterprises? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1947\" class=\"elementor-element elementor-element-64cb7d1 e-flex e-con-boxed e-con e-child\" data-id=\"64cb7d1\" 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-24830ac elementor-widget elementor-widget-text-editor\" data-id=\"24830ac\" 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=\"1828\" data-end=\"1984\">Manufacturing MDM delivers value for both large and mid-sized manufacturers, especially those undergoing ERP upgrades, plant expansions, mergers, or inventory optimization initiatives.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>A complete overview of Manufacturing Master Data Management, covering key data domains, challenges, and best practices for creating a single source of truth across manufacturing systems.<\/p>\n","protected":false},"author":5,"featured_media":40592,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[64],"tags":[75],"class_list":["post-39189","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-mdm"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/posts\/39189","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/comments?post=39189"}],"version-history":[{"count":27,"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/posts\/39189\/revisions"}],"predecessor-version":[{"id":39685,"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/posts\/39189\/revisions\/39685"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/media\/40592"}],"wp:attachment":[{"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/media?parent=39189"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/categories?post=39189"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/tags?post=39189"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}