{"id":22375,"date":"2024-10-28T17:09:11","date_gmt":"2024-10-28T11:39:11","guid":{"rendered":"https:\/\/www.verdantis.com\/?p=22375"},"modified":"2026-02-24T16:41:01","modified_gmt":"2026-02-24T11:11:01","slug":"materials-master-data-management","status":"publish","type":"post","link":"https:\/\/www.verdantis.com\/materials-master-data-management\/","title":{"rendered":"Materials Master Data Management"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"22375\" class=\"elementor elementor-22375\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a3fa027 e-flex e-con-boxed e-con e-parent\" data-id=\"a3fa027\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-660f057 elementor-widget elementor-widget-text-editor\" data-id=\"660f057\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>In this article, we cover the genesis of material data management, the various types, challenges and how organizations can build excellence with data-management strategies across production, maintenance (MRO), raw material management and more.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-856dffc e-flex e-con-boxed e-con e-parent\" data-id=\"856dffc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ac14b7c elementor-widget elementor-widget-text-editor\" data-id=\"ac14b7c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The term \u201cMaterials Master\u201d can trace its roots all the way back to 1970s and 1980s when SAP Introduced the term to refer to a central repository that stored all materials-related information.<\/p><p>The concept of Master Data itself comes from a data base management terminology, referring to all core, non-transactional data that provides context for business operations.<\/p><p>The Material Master is a standard object in SAP modules like MM (Materials Management) and PP (Production Planning)<\/p><p>The same concept also exists in other ERPs but under different names, \u201cMaterials Master\u201d object, for example, is called \u201c<a href=\"https:\/\/www.verdantis.com\/item-data-management\/\">Item Master<\/a>\u201d in Oracle Systems.<\/p><p>A Materials Master is the core dataset that is used to describe movable \u201cmaterial items\u201d from raw materials, finished goods, spare parts and other materials used in in daily business operations.<\/p><p>Naturally, as business processes scale, the data quality within a materials master erodes and requires correction for smoother business operations. Moreover, governance systems are needed to ensure the data-quality remains intact in a steady state.<\/p><p>Materials Data Management is critical in industries like manufacturing, utilities, energy, and mining where even slight issues with data quality tend to have a detrimental impact in procurement costs, maintenance management and day-to-day perations.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e4f057d e-flex e-con-boxed e-con e-parent\" data-id=\"e4f057d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d03aba9 elementor-widget elementor-widget-heading\" data-id=\"d03aba9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" class=\"elementor-heading-title elementor-size-default\" id=\"categories-within-materials-master\">Categories within Materials Master<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-64b0d80 e-flex e-con-boxed e-con e-parent\" data-id=\"64b0d80\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-41768fc elementor-widget elementor-widget-text-editor\" data-id=\"41768fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>In any organization, materials master isn\u2019t just one big dataset referring to all types of materials that are in-use.<\/p><p>Instead, it is segmented into different categories, each serving a different function and each requiring some tweaking as far as managing their data is concerned.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-66c7f38 e-flex e-con-boxed e-con e-parent\" data-id=\"66c7f38\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7064fa9 elementor-widget elementor-widget-heading\" data-id=\"7064fa9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" class=\"elementor-heading-title elementor-size-default\" id=\"mro-materials-master\">MRO Materials Master<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d300b98 e-flex e-con-boxed e-con e-parent\" data-id=\"d300b98\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fb9ddce elementor-widget elementor-widget-text-editor\" data-id=\"fb9ddce\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Arguably, managing MRO materials data quality is one of the more tricky and important aspects within Materials Management as a discipline.<\/p><p>MRO simply translates to \u201cMaintenance, Repairs &amp; Operations\u201d and MRO materials refers to spare parts, replacement parts and consumables that are used in large-scale production operations.<\/p><p>In general, maintenance-specific functions aren\u2019t governed by solid data management protocols, so they are prone to errors.<\/p><p>Moreover, the nature of the data can be technical and not easily available, making its management even trickier.<\/p><p>The industries where this is a crippling issue are also those where <a href=\"https:\/\/www.bcg.com\/publications\/2021\/companies-data-capabilities-progress\" rel=\"nofollow noopener\" target=\"_blank\">their data capabilities are ranked among the lowest<\/a>, compounding the issue even further.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5e9b994 e-flex e-con-boxed e-con e-parent\" data-id=\"5e9b994\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69e2038 elementor-widget elementor-widget-heading\" data-id=\"69e2038\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Common Challenges with MRO Materials Master<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6421361 e-con-full e-flex e-con e-parent\" data-id=\"6421361\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-6634821 e-con-full e-flex e-con e-child\" data-id=\"6634821\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-26da6fb elementor-widget elementor-widget-heading\" data-id=\"26da6fb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Duplication in Data <\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a3ef35b elementor-widget elementor-widget-text-editor\" data-id=\"a3ef35b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>By far, one of the most challenging issues when it comes to managing MRO spare parts data.<\/p><p>Due to urgent, last-minute procurement requests and a total absence of data management protocols and technology to support it, the same part record is created in the system multiple times over.<\/p><p>While this may seem trivial, duplicate entries directly inflate procurement <a href=\"https:\/\/www.verdantis.com\/mro-spend-analysis\/\">MRO spends<\/a> by holding the same inventory part multiple times over.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f94851 elementor-widget elementor-widget-text-editor\" data-id=\"4f94851\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"242\" data-end=\"295\"><em><strong>For Example:<\/strong><\/em><\/p><p data-start=\"242\" data-end=\"295\">A single 3-pole electrical contactor could appear as:<\/p><ul data-start=\"297\" data-end=\"463\"><li data-start=\"297\" data-end=\"337\"><p data-start=\"299\" data-end=\"337\"><strong data-start=\"299\" data-end=\"335\">\u201cContactor, 3P, 24VDC Coil, 32A\u201d<\/strong><\/p><\/li><li data-start=\"338\" data-end=\"378\"><p data-start=\"340\" data-end=\"378\"><strong data-start=\"340\" data-end=\"376\">\u201c3 Pole Contactor 32 Amp 24V DC\u201d<\/strong><\/p><\/li><li data-start=\"379\" data-end=\"423\"><p data-start=\"381\" data-end=\"423\"><strong data-start=\"381\" data-end=\"421\">\u201c3P Contactor 3RT2026-1BB40\u201d<\/strong><\/p><\/li><li data-start=\"424\" data-end=\"463\"><p data-start=\"426\" data-end=\"463\"><strong data-start=\"426\" data-end=\"463\">\u201cContactor 3RT2026-1BB40\u201d<\/strong><\/p><\/li><\/ul><p data-start=\"465\" data-end=\"621\">These descriptions all refer to the same product, but inconsistent formatting, missing brand info, or rearranged attributes lead to multiple material codes.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eed85dc elementor-widget elementor-widget-text-editor\" data-id=\"eed85dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Here is a walkthrough of how Verdantis&#8217; AI agent deduplicates the data, and flags L2 and L3 duplicates (de-duplication starts at 11:42):<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-63fbcc3 elementor-widget elementor-widget-video\" data-id=\"63fbcc3\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;start&quot;:702,&quot;end&quot;:756,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/Harmonize-Demo-V2.mp4#t=702,756\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c57631d e-con-full e-flex e-con e-child\" data-id=\"c57631d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d53759b elementor-widget elementor-widget-text-editor\" data-id=\"d53759b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>As reported by <a href=\"https:\/\/www.forbes.com\/sites\/paulnoble\/2024\/06\/25\/moving-past-traditional-data-approach-mentalities\/\" rel=\"nofollow noopener\" target=\"_blank\"><em><strong>Forbes<\/strong><\/em><\/a> in a study on duplicate enterprise data:\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ffeccfc elementor-blockquote--skin-quotation elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"ffeccfc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\tA Fortune 200 oil & gas company uncovered $37 million worth of duplicate parts in its global inventory. The duplicates went unnoticed by both the company and its suppliers, leading to inflated carrying costs (15\u201320% above part value), wasted warehouse space, possible tax implications, and reduced profitability.\t\t\t<\/p>\n\t\t\t\t\t<\/blockquote>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-700dae4 e-con-full e-flex e-con e-parent\" data-id=\"700dae4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e62c1ac e-con-full e-flex e-con e-child\" data-id=\"e62c1ac\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e2b112e elementor-widget elementor-widget-heading\" data-id=\"e2b112e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Unavailable Data or Missing Data<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-922b672 elementor-widget elementor-widget-text-editor\" data-id=\"922b672\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>These issues arise when the front-line worker or procurement executive makes a request to purchase a given part without updating the specifications, measurements and other part-related details in the system.<\/p><p>Left unmonitored, this issue can compound many times over, resulting in an unreliable material master view that doesn\u2019t inform procurement or supply chain teams adequately.<\/p><p>In severe cases, especially where <a href=\"https:\/\/www.verdantis.com\/spare-parts-management\/\">inventory management of spare parts<\/a> is not built on solid foundations, this results in material stockouts, that can spiral into equipment downtime, resulting in production halts till the procurement of said spare part is completed.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-20d8c0a elementor-widget elementor-widget-text-editor\" data-id=\"20d8c0a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"242\" data-end=\"295\"><em><strong>For Example:<\/strong><\/em><\/p><p data-start=\"130\" data-end=\"230\">At a plant site, a pump motor might be entered into the system with limited or inconsistent details:<\/p><ul data-start=\"232\" data-end=\"335\"><li data-start=\"232\" data-end=\"256\"><p data-start=\"234\" data-end=\"256\"><strong data-start=\"234\" data-end=\"246\">Entry 1:<\/strong> \u201cMotor\u201d<\/p><\/li><li data-start=\"257\" data-end=\"291\"><p data-start=\"259\" data-end=\"291\"><strong data-start=\"259\" data-end=\"271\">Entry 2:<\/strong> \u201cPump Motor 15HP\u201d<\/p><\/li><li data-start=\"292\" data-end=\"335\"><p data-start=\"294\" data-end=\"335\"><strong data-start=\"294\" data-end=\"306\">Entry 3:<\/strong> \u201cMotor for Pump \u2013 No Spec\u201d<\/p><\/li><\/ul><p data-start=\"337\" data-end=\"653\">In this case, key information such as voltage, RPM, manufacturer, model number, or frame size is either missing or partially recorded.<\/p><p data-start=\"337\" data-end=\"653\">This lack of complete data can delay maintenance, hinder accurate sourcing, and create confusion across departments, ultimately impacting equipment uptime and operational efficiency.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f058e7f e-con-full e-flex e-con e-child\" data-id=\"f058e7f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-240e740 elementor-blockquote--skin-border elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"240e740\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\tAccording to an article published by Harvard Business Review, \"47% of newly created data records contain at least one critical error, and only 3% of company data meets basic quality standards, even under the loosest criteria - highlighting the urgent need for effective data enrichment and governance.\"\t\t\t<\/p>\n\t\t\t\t\t<\/blockquote>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8f31eda elementor-widget elementor-widget-text-editor\" data-id=\"8f31eda\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/hbr.org\/2017\/09\/only-3-of-companies-data-meets-basic-quality-standards\" rel=\"nofollow noopener\" target=\"_blank\"><em><strong>Harvard Business Review<\/strong><\/em><\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ca08278 e-con-full e-flex e-con e-parent\" data-id=\"ca08278\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-9c01d34 e-con-full e-flex e-con e-child\" data-id=\"9c01d34\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ef9e8b7 elementor-widget elementor-widget-heading\" data-id=\"ef9e8b7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Inconsistent Data <\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c651816 elementor-widget elementor-widget-text-editor\" data-id=\"c651816\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Data records in a materials master generally follow a fixed standard based on a pre-defined taxonomy. For example, <a href=\"https:\/\/www.ungm.org\/public\/unspsc\" rel=\"nofollow noopener\" target=\"_blank\">UNSPC is<\/a> one such globally defined taxonomy that classifies products, and defines their data fields based on the category<\/p><p>Data pertaining to the same spare part, written in different formats, order, with or without abbreviations; can cause discrepancies in the materials dataset.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9dcecd0 elementor-widget elementor-widget-text-editor\" data-id=\"9dcecd0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"242\" data-end=\"295\">Even a single spare part, if represented inconsistently across different records, can disrupt procurement accuracy, increase inventory costs, and lead to maintenance delays.<\/p><p data-start=\"242\" data-end=\"295\">Below is an example of how inconsistent naming conventions and formats lead to confusion across systems:<\/p><p data-start=\"600\" data-end=\"655\">The entry of a Hex Bolt might appear in a materials master as:<\/p><ol data-start=\"657\" data-end=\"869\"><li data-start=\"657\" data-end=\"703\"><p data-start=\"660\" data-end=\"703\"><strong data-start=\"660\" data-end=\"672\">Entry A:<\/strong> <code data-start=\"673\" data-end=\"703\">Bolt, Hex, M12x75, SS316, FT<\/code><\/p><\/li><li data-start=\"704\" data-end=\"770\"><p data-start=\"707\" data-end=\"770\"><strong data-start=\"707\" data-end=\"719\">Entry B:<\/strong> <code data-start=\"720\" data-end=\"770\">Hex Bolt M12 75mm Stainless Steel Fully Threaded<\/code><\/p><\/li><li data-start=\"771\" data-end=\"819\"><p data-start=\"774\" data-end=\"819\"><strong data-start=\"774\" data-end=\"786\">Entry C:<\/strong> <code data-start=\"787\" data-end=\"819\">BOLT HEX HD M12*75MM SS-316 FT<\/code><\/p><\/li><li data-start=\"820\" data-end=\"869\"><p data-start=\"823\" data-end=\"869\"><strong data-start=\"823\" data-end=\"835\">Entry D:<\/strong> <code data-start=\"836\" data-end=\"869\">Hexagon Head Bolt M12x75 A4-316<\/code><\/p><\/li><\/ol><p>Inconsistent formatting, use of abbreviations <em><strong>(like \u201cFT\u201d or \u201cSS316\u201d),<\/strong><\/em> and varied unit or material representations <em>(e.g.,<\/em><em><strong> \u201c75mm\u201d vs. \u201c75\u201d, \u201cSS316\u201d vs. \u201cA4-316\u201d)<\/strong><\/em> often cause the same part to be treated as multiple distinct entries in the system.<\/p><p>This leads to duplicate inventory, missed bulk procurement opportunities, and delays in maintenance due to uncertainty over part specifications.<\/p><p>Standardized taxonomies and uniform data entry are essential to avoid such inefficiencies and ensure reliable, actionable material master data.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e45f5de e-grid e-con-full e-con e-child\" data-id=\"e45f5de\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-065e2aa elementor-widget elementor-widget-text-editor\" data-id=\"065e2aa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Here is a walkthrough of how Verdantis&#8217; AI agent standardizes and as per the taxonomies:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-59fd151 elementor-widget elementor-widget-video\" data-id=\"59fd151\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;start&quot;:7,&quot;end&quot;:245,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/Harmonize-Demo-V2.mp4#t=7,245\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fa16b3a elementor-widget elementor-widget-text-editor\" data-id=\"fa16b3a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>As per a report by <em><strong><a href=\"https:\/\/pmarketresearch.com\/it\/mro-data-cleansing-and-enrichment-service-market\/\" rel=\"nofollow noopener\" target=\"_blank\">PW Consulting,<\/a><\/strong><\/em> &#8220;Companies can reduce unplanned downtime by upto 23% after standardizing MRO part description and attributes, demonstrating the impact of clean data&#8221;<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e359369 e-con-full e-flex e-con e-parent\" data-id=\"e359369\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7836b44 e-con-full e-flex e-con e-child\" data-id=\"7836b44\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-024d373 elementor-widget elementor-widget-heading\" data-id=\"024d373\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Challenges with MRO Material Governance<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-162648d elementor-widget elementor-widget-text-editor\" data-id=\"162648d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The above-mentioned challenges are the effect of poor-quality data management and the consequences of the same.<\/p><p>Correcting legacy data-quality issues is a one-time activity and it can be remedied with a data cleansing exercise.<\/p><p>However, this does not solve for on-going data quality concerns, meaning the materials data is likely to get compromised over a certain period again.<\/p><p>Solving for this requires a top-down revision in the organization\u2019s approach <a href=\"https:\/\/www.verdantis.com\/mro-data-governance-solutions\/\">to data governance for MRO<\/a>.<\/p><p>Yes, modern technology, like our own purpose-built MRO governance solution, <a href=\"https:\/\/www.verdantis.com\/integrity\/\"><em>Integrity<\/em><\/a>, can help by doing much of the heavy lifting with industry-trained AI models but this also requires a change in processes, approval systems and a renewed approach to data management processes and rarely works in isolation.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-462304a e-grid e-con-full e-con e-child\" data-id=\"462304a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3ed0d8d elementor-widget elementor-widget-text-editor\" data-id=\"3ed0d8d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"1812\" data-end=\"1964\">Here is a video of how our MRO Materials Governance product<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fb10750 elementor-widget elementor-widget-video\" data-id=\"fb10750\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;start&quot;:5,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/Integrity-Demo.mp4#t=5\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5c100fe e-con-full e-flex e-con e-parent\" data-id=\"5c100fe\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-c990538 e-con-full e-flex e-con e-child\" data-id=\"c990538\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8fb90c3 elementor-widget elementor-widget-heading\" data-id=\"8fb90c3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Unsynchronized Data <\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c6196f elementor-widget elementor-widget-text-editor\" data-id=\"3c6196f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Seamless materials management also requires data to be synchronized across different master data objects. MRO materials spares, for example, need to be synchronized with equipment or <a href=\"https:\/\/www.verdantis.com\/asset-master-data-management\/\">asset master data.<\/a><\/p><p>This should ideally be done at the time of creation itself, but can be done for legacy materials with the help of a digital BOM, for which, seamless management of <a href=\"https:\/\/www.verdantis.com\/bom-management\/\">digital bill of materials for fixed assets<\/a> is a necessary pre-requisite.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0bce9cb e-con-full e-flex e-con e-parent\" data-id=\"0bce9cb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-c1799c5 e-con-full e-flex e-con e-child\" data-id=\"c1799c5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b97524e elementor-widget elementor-widget-heading\" data-id=\"b97524e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Obsolete Data  <\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-344bd69 elementor-widget elementor-widget-text-editor\" data-id=\"344bd69\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"283\" data-end=\"539\">Effective materials master data management requires keeping the database free of outdated or inactive records.<\/p><p data-start=\"283\" data-end=\"539\">Obsolete data refers to material records that are no longer relevant, and are often tied to phased-out equipment, discontinued parts, or legacy suppliers.<\/p><p data-start=\"541\" data-end=\"814\">If left unmanaged, obsolete materials clutter the item master, leading to confusion in procurement, misalignment with actual maintenance needs, and inaccurate reporting. These records can also distort analytics, inflating inventory valuation and skewing consumption trends.<\/p><p data-start=\"816\" data-end=\"1334\"><a href=\"https:\/\/www.verdantis.com\/parts-obsolescence-management\/\">Obsolete parts data should be managed and addressed<\/a> through regular audits and automated checks that flag materials with no movement history, unlinked asset references, or expired manufacturer information.<\/p><p data-start=\"816\" data-end=\"1334\">Establishing lifecycle statuses within the material master, such as <em><strong>&#8220;Active, Inactive, or Obsolete,&#8221;<\/strong> <\/em>helps stakeholders make informed decisions.<\/p><p data-start=\"816\" data-end=\"1334\">In legacy systems, linking material records to current equipment hierarchies or digital BOMs can surface dormant parts, making it easier to cleanse and deprecate them from the active master.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a1a219 elementor-widget elementor-widget-text-editor\" data-id=\"6a1a219\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>In a case study conducted at a mining logistics center in Chile, researchers evaluated 8,100 spare parts worth approximately \u20ac4.1 million and found that around 34% of the items were obsolete or inactive, having seen no movement in over 24 months. These obsolete parts tied up over \u20ac1.2 million in working capital and incurred annual carrying costs of 18\u201322%, amounting to nearly \u20ac220,000\u2013\u20ac264,000 in avoidable expenses. The absence of visibility into end-of-life phases led to poor inventory decisions and inflated lifecycle costs.<\/p><p><a href=\"https:\/\/www.mdpi.com\/2071-1050\/11\/7\/1835\" rel=\"nofollow noopener\" target=\"_blank\"><strong>MDPI Research<\/strong><\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8307ead e-flex e-con-boxed e-con e-parent\" data-id=\"8307ead\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1ef07e3 elementor-widget elementor-widget-image\" data-id=\"1ef07e3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"599\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MRO-Data-Challenges-1024x767.png\" class=\"attachment-large size-large wp-image-37165\" alt=\"An image showing challenges in MRO Data, Governance solutions, and their impacts and outputs\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MRO-Data-Challenges-1024x767.png 1024w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MRO-Data-Challenges-300x225.png 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MRO-Data-Challenges-768x575.png 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MRO-Data-Challenges-16x12.png 16w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MRO-Data-Challenges.png 1436w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c5656d9 e-flex e-con-boxed e-con e-parent\" data-id=\"c5656d9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-725ee12 elementor-widget elementor-widget-heading\" data-id=\"725ee12\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">The Case for Investing in MRO Materials Master <\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ee471ac e-flex e-con-boxed e-con e-parent\" data-id=\"ee471ac\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0e5a062 elementor-widget elementor-widget-text-editor\" data-id=\"0e5a062\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"MsoNormal\"><span lang=\"EN-IN\">The value that asset-intensive organizations can unlock by addressing these data-quality challenges in their MRO materials master is significant, measurable and the statistics for the same also make a strong case for correcting the processes and quality in them.<\/span><\/p><p>Some of these are:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c309870 elementor-widget elementor-widget-n-accordion\" data-id=\"c309870\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"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-2040\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-2040\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> A measurable decrease in Procurement 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-angle-down\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2040\" class=\"elementor-element elementor-element-159aa6c e-con-full e-flex e-con e-child\" data-id=\"159aa6c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1126318 elementor-widget elementor-widget-text-editor\" data-id=\"1126318\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>With a clean, standardized materials master, organizations gain better visibility into part usage, consumption trends, and duplication across sites.<\/p><p>This enables consolidated purchasing, optimized vendor negotiations, and reduction in overstocking or emergency buys, resulting in a clear drop in overall procurement spend.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2041\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2041\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Fewer instances in production downtime <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2041\" class=\"elementor-element elementor-element-bcfce77 e-con-full e-flex e-con e-child\" data-id=\"bcfce77\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c245dad elementor-widget elementor-widget-text-editor\" data-id=\"c245dad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Poor-quality MRO data often results in incorrect part orders or delays in identifying the right spares &#8211; leading to avoidable equipment downtime.<\/p><p>A reliable materials master ensures that the right part is always sourced on time, reducing unplanned outages and improving asset availability.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2042\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2042\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Elimination of Manual Processes <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2042\" class=\"elementor-element elementor-element-833561f e-con-full e-flex e-con e-child\" data-id=\"833561f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f942617 elementor-widget elementor-widget-text-editor\" data-id=\"f942617\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Data inconsistencies typically force maintenance and procurement teams to spend hours manually verifying part specs, checking with suppliers, or validating older orders.<\/p><p>A governed MRO dataset automates these checks, eliminating repetitive manual tasks and improving operational efficiency.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2043\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2043\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Reliable Automations in MRO Procurement <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2043\" class=\"elementor-element elementor-element-5a21ceb e-flex e-con-boxed e-con e-child\" data-id=\"5a21ceb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2687a0e elementor-widget elementor-widget-text-editor\" data-id=\"2687a0e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Automated workflows, reorder alerts, and predictive stocking models rely heavily on the accuracy of materials master data.<\/p><p>By ensuring consistent, enriched data, organizations can confidently enable digital procurement tools and automated processes, without the risk of ordering the wrong part.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a0940b2 e-flex e-con-boxed e-con e-parent\" data-id=\"a0940b2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-60610b0 e-con-full e-flex e-con e-child\" data-id=\"60610b0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3ca8b03 elementor-widget elementor-widget-heading\" data-id=\"3ca8b03\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">How Organizations Are Operationalizing MMDM for Business Impact<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-36884cd elementor-widget elementor-widget-image-carousel\" data-id=\"36884cd\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;slides_to_show&quot;:&quot;4&quot;,&quot;navigation&quot;:&quot;none&quot;,&quot;lazyload&quot;:&quot;yes&quot;,&quot;autoplay_speed&quot;:100,&quot;speed&quot;:5000,&quot;image_spacing_custom&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:50,&quot;sizes&quot;:[]},&quot;slides_to_show_tablet&quot;:&quot;4&quot;,&quot;slides_to_show_mobile&quot;:&quot;3&quot;,&quot;image_spacing_custom_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:15,&quot;sizes&quot;:[]},&quot;autoplay&quot;:&quot;yes&quot;,&quot;pause_on_hover&quot;:&quot;yes&quot;,&quot;pause_on_interaction&quot;:&quot;yes&quot;,&quot;infinite&quot;:&quot;yes&quot;,&quot;image_spacing_custom_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"image-carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-image-carousel-wrapper swiper\" role=\"region\" aria-roledescription=\"carousel\" aria-label=\"Image Carousel\" dir=\"ltr\">\n\t\t\t<div class=\"elementor-image-carousel swiper-wrapper\" aria-live=\"off\">\n\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"1 of 6\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/1.webp\" alt=\"1\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"2 of 6\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/2.webp\" alt=\"2\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"3 of 6\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/3.webp\" alt=\"3\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"4 of 6\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/4-1.webp\" alt=\"4-1\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"5 of 6\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/5.webp\" alt=\"5\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"6 of 6\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/6.webp\" alt=\"6\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div>\t\t\t<\/div>\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a0eccb5 e-flex e-con-boxed e-con e-parent\" data-id=\"a0eccb5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b2b69bf elementor-widget elementor-widget-heading\" data-id=\"b2b69bf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Beyond Standard MRO Materials Data Management <\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-91befdf e-flex e-con-boxed e-con e-parent\" data-id=\"91befdf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6bce692 elementor-widget elementor-widget-text-editor\" data-id=\"6bce692\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Several software solutions that solve <a href=\"https:\/\/www.verdantis.com\/erp-master-data-management\/\">for master data management in ERP systems<\/a> already exist today that solve for standard use-cases in MRO materials management like L1 deduplication, data validation and categorization<\/p><p>In fact, the ERP solution providers themselves also offer built-in solutions for data management.<\/p><p>For example, <a href=\"https:\/\/www.verdantis.com\/sap-master-data-governance\/\">MDG by SAP<\/a>, is a data governance software solution offered by SAP that solves for standard data management challenges in SAP source systems.<\/p><p>Similarly, Oracle Master Data Management is the software offered by Oracle for customers on Oracle ERP.<\/p><p>With that said, most enterprises with large-scale, complex maintenance operations need to solve for data quality and data availability challenges within a short turnaround, accurately.<\/p><p>And <a href=\"https:\/\/www.verdantis.com\/mro-data-management\/\">purpose-built MRO Master Data Solutions<\/a>, like the ones offered by Verdantis, are key to solving these challenges.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-72ed382 e-flex e-con-boxed e-con e-parent\" data-id=\"72ed382\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-303a152 elementor-widget elementor-widget-heading\" data-id=\"303a152\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Here are a Few Use Cases<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c3d46fe e-con-full e-flex e-con e-child\" data-id=\"c3d46fe\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d6ac620 elementor-widget elementor-widget-heading\" data-id=\"d6ac620\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Autonomous Enrichment<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6741c79 elementor-widget elementor-widget-text-editor\" data-id=\"6741c79\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Many spare part records in the MRO material master are either incomplete or carry limited descriptions.<\/p><p>AI-powered <a href=\"https:\/\/www.verdantis.com\/mro-data-enrichment\/\">MRO data enrichment for spare parts and materials<\/a> addresses this challenge by using models trained on millions of validated MRO datasets to intelligently infer and populate missing technical specifications such as thread type, voltage rating, pressure class, or material composition.<\/p><p>This enrichment not only ensures complete and usable data but also enables efficient procurement, accurate classification, and reliable stock identification.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3749dc6 e-con-full e-flex e-con e-child\" data-id=\"3749dc6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-12c10ec elementor-widget elementor-widget-heading\" data-id=\"12c10ec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">MRO Data Extraction from Unstructured Sources <\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-df71d3f elementor-widget elementor-widget-text-editor\" data-id=\"df71d3f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"999\" data-end=\"1313\">A significant portion of spare part and equipment data exists only within unstructured sources like Bills of Materials (BOMs), OEM datasheets, engineering drawings, and scanned purchase orders.<\/p><p data-start=\"999\" data-end=\"1313\">These documents often contain the only reference to key specifications like voltage, pressure rating, or material grade.<\/p><p data-start=\"1315\" data-end=\"1547\"><a href=\"https:\/\/www.verdantis.com\/intelligent-document-processing\/\">AI-powered document processing can intelligently interpret these files, extract relevant technical attributes with contextual accuracy,<\/a> and convert them into structured formats. The extracted data is then mapped directly to existing material master records.<\/p><p data-start=\"1549\" data-end=\"1760\">The outcome is a unified, enriched view of each item, bridging information gaps and ensuring consistency across procurement, engineering, and inventory systems, all while reducing manual workload and data errors.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-eb95c10 e-con-full e-flex e-con e-child\" data-id=\"eb95c10\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-694d424 elementor-widget elementor-widget-heading\" data-id=\"694d424\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Bulk Cleansing Using AI for Faster Turnaround<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dc9c56b elementor-widget elementor-widget-text-editor\" data-id=\"dc9c56b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Traditional cleansing projects are often manual and time-intensive, involving extensive human effort to identify duplicates, correct classifications, and fill in missing data.<\/p><p>AI-powered platforms can accelerate this process by automatically detecting duplicate records even when formats or naming conventions vary significantly.<\/p><p>The system also uses rules-based and machine learning approaches to cleanse, classify, and enrich tens of thousands of records in a matter of weeks, offering a significantly shorter turnaround time than conventional methods.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-87ae5bd e-con-full e-flex e-con e-child\" data-id=\"87ae5bd\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6848bdc elementor-widget elementor-widget-heading\" data-id=\"6848bdc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Real-time Governance <\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2edb6f8 elementor-widget elementor-widget-text-editor\" data-id=\"2edb6f8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Instead of allowing poor-quality data to accumulate and addressing it periodically, modern MRO data platforms enable real-time validation and governance.<\/p><p>As new parts are created or requested, whether via procurement, maintenance, or engineering workflows, the platform checks for duplicates, validates attributes, and suggests standardized descriptions based on predefined taxonomies.<\/p><p>This ensures that clean, structured, and accurate data enters the system from the outset.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e37424a e-con-full e-flex e-con e-child\" data-id=\"e37424a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2911db2 elementor-widget elementor-widget-heading\" data-id=\"2911db2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Integration with Multi-Domain Master Data Models<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e03c4e5 elementor-widget elementor-widget-text-editor\" data-id=\"e03c4e5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>In large organizations, MRO data does not exist in isolation. It intersects with supplier data, asset hierarchies, location data, and financial systems.<\/p><p>Purpose-built solutions are designed to integrate with broader enterprise MDM programs, enabling consistency across domains such as supplier, product, location, and asset data.<\/p><p>This integrated approach supports cross-functional visibility, improved decision-making, and better alignment across maintenance, procurement, and finance functions.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9e5c7aa e-flex e-con-boxed e-con e-parent\" data-id=\"9e5c7aa\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d5b8cdc elementor-widget elementor-widget-heading\" data-id=\"d5b8cdc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" class=\"elementor-heading-title elementor-size-default\" id=\"direct-materials-master\">Direct Materials Master <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1d25a61 e-flex e-con-boxed e-con e-parent\" data-id=\"1d25a61\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bb2eef8 elementor-widget elementor-widget-text-editor\" data-id=\"bb2eef8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The data quality challenges for direct (or raw) materials master are also pretty-much like that of MRO materials, albeit with some minor differences.<\/p><p>Direct Materials master data refers to the data about raw materials, components, or parts that are purchased or produced and are directly used in manufacturing finished goods.<\/p><p>It enables procurement, inventory management, and production planning in SAP\/ERP systems.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cb145b2 e-con-full e-flex e-con e-parent\" data-id=\"cb145b2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-24ca9bd e-con-full e-flex e-con e-child\" data-id=\"24ca9bd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-0626bf7 e-con-full pointer e-flex e-con e-child\" data-id=\"0626bf7\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4916a63 elementor-widget elementor-widget-text-editor\" data-id=\"4916a63\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: left;\" data-start=\"249\" data-end=\"303\"><b><i>For Example,<\/i><\/b><\/p><p style=\"text-align: left;\" data-start=\"249\" data-end=\"303\">At a plant site, a motor coupling might be entered as:<\/p><ul style=\"text-align: left;\" data-start=\"305\" data-end=\"385\"><li data-start=\"305\" data-end=\"334\"><p data-start=\"307\" data-end=\"334\"><strong>Entry 1:<\/strong> \u201cMotor Coupling\u201d<\/p><\/li><li data-start=\"335\" data-end=\"358\"><p data-start=\"337\" data-end=\"358\"><strong>Entry 2:<\/strong> \u201cCoupling\u201d<\/p><\/li><li data-start=\"359\" data-end=\"385\"><p data-start=\"361\" data-end=\"385\"><strong>Entry 3:<\/strong> \u201cDrive Coupler\u201d<\/p><\/li><\/ul><p style=\"text-align: left;\" data-start=\"387\" data-end=\"636\">None of these records include key specifications like <strong data-start=\"441\" data-end=\"501\">bore size, material type, torque rating, or manufacturer<\/strong>, making it difficult to source the correct part when needed.<\/p><p style=\"text-align: left;\" data-start=\"387\" data-end=\"636\">This incomplete data leads to guesswork, delays, or even part mismatches.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f040cdd e-con-full pointer e-flex e-con e-child\" data-id=\"f040cdd\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-38d685e elementor-widget elementor-widget-text-editor\" data-id=\"38d685e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b><i>For Example,<\/i><\/b><\/p><p data-start=\"702\" data-end=\"775\">In the maintenance system, a stainless steel fastener may be recorded as:<\/p><ul data-start=\"777\" data-end=\"899\"><li data-start=\"777\" data-end=\"812\"><p data-start=\"779\" data-end=\"812\"><strong>Entry 1:<\/strong> \u201cBolt SS 316 M10x50mm\u201d<\/p><\/li><li data-start=\"813\" data-end=\"852\"><p data-start=\"815\" data-end=\"852\"><strong>Entry 2:<\/strong> \u201cM10*50 SS Bolt Grade 316\u201d<\/p><\/li><li data-start=\"853\" data-end=\"899\"><p data-start=\"855\" data-end=\"899\"><strong>Entry 3:<\/strong> \u201cStainless Steel Bolt M10 50mm 316\u201d<\/p><\/li><\/ul><p data-start=\"901\" data-end=\"1068\">These describe the same item, but inconsistent formatting, units, and descriptions clutter the database and result in unnecessary duplicates and procurement confusion.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-693eccc e-flex e-con-boxed e-con e-parent\" data-id=\"693eccc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7425938 elementor-widget elementor-widget-text-editor\" data-id=\"7425938\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Challenges specific to duplication, missing data, obsolescence and inconsistent data are pretty much the same as the ones we discussed earlier specific to MRO.<\/p><p>However, a few data management aspects are unique to direct materials master.<\/p><ol><li>Direct materials are often deeply integrated with production planning systems, and rely heavily on demand forecasting systems to provision for manufacturing activities<\/li><li>Integrations with product bill of materials also run quite deep and they<\/li><li>Direct materials often need to meet specific regulatory standards depending on the industry (e.g., quality standards, environmental regulations, safety certifications). Ensuring that material master data reflects this compliance requirements across regions can be challenging<\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-155e371 e-flex e-con-boxed e-con e-parent\" data-id=\"155e371\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fb873f5 elementor-widget elementor-widget-image\" data-id=\"fb873f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"600\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/08\/Materials-Master-Data-Flowchart.jpg\" class=\"attachment-large size-large wp-image-36484\" alt=\"An image showing different categories of materials within MRO Materials, their attributes and use cases\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/08\/Materials-Master-Data-Flowchart.jpg 1024w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/08\/Materials-Master-Data-Flowchart-300x225.jpg 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/08\/Materials-Master-Data-Flowchart-768x576.jpg 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/08\/Materials-Master-Data-Flowchart-16x12.jpg 16w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-03090f3 e-flex e-con-boxed e-con e-parent\" data-id=\"03090f3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cd40b3b elementor-widget elementor-widget-heading\" data-id=\"cd40b3b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" class=\"elementor-heading-title elementor-size-default\" id=\"finished-goods-material-master\">Finished Goods Material Master<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9c958f3 e-flex e-con-boxed e-con e-parent\" data-id=\"9c958f3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-68eb684 elementor-widget elementor-widget-text-editor\" data-id=\"68eb684\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Materials pertaining to finished goods, also commonly known as \u201c<a href=\"https:\/\/www.verdantis.com\/product-master-data-management\/\">Product Master Data<\/a>\u201d data pertains more to finished or semi-finished goods that a company manufactures, sells or distributes.<\/p><p>It includes all attributes and specifications required to;<\/p><ol><li>Design the product<\/li><li>Produce it.<\/li><li>Market it effectively.<\/li><li>Sell it across channels and regions<\/li><li>Support it throughout its lifecycle<\/li><\/ol><p>In ERP systems like SAP, Product Master Data often sits within the Material Master, but when extended to customer-facing processes, it overlaps with Product Information Management (PIM) systems.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5bd50dd e-con-full e-flex e-con e-parent\" data-id=\"5bd50dd\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-e018206 e-con-full e-flex e-con e-child\" data-id=\"e018206\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7100bb9 e-con-full pointer e-flex e-con e-child\" data-id=\"7100bb9\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8c3dfa3 elementor-widget elementor-widget-text-editor\" data-id=\"8c3dfa3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: left;\" data-start=\"249\" data-end=\"303\"><b><i>For Example,<\/i><\/b><\/p><p data-start=\"1125\" data-end=\"1182\">In a warehouse system, a power drill might be entered as:<\/p><ul data-start=\"1184\" data-end=\"1263\"><li data-start=\"1184\" data-end=\"1213\"><p data-start=\"1186\" data-end=\"1213\"><strong>Entry 1:<\/strong> \u201cCordless Drill\u201d<\/p><\/li><li data-start=\"1214\" data-end=\"1239\"><p data-start=\"1216\" data-end=\"1239\"><strong>Entry 2:<\/strong> \u201cDrill, 18V\u201d<\/p><\/li><li data-start=\"1240\" data-end=\"1263\"><p data-start=\"1242\" data-end=\"1263\"><strong>Entry 3:<\/strong> \u201cPower Tool\u201d<\/p><\/li><\/ul><p data-start=\"1265\" data-end=\"1454\">Critical information like <strong data-start=\"1291\" data-end=\"1344\">brand, model number, battery type, and chuck size<\/strong> is missing.<\/p><p data-start=\"1265\" data-end=\"1454\">This lack of detail makes it difficult to identify, reorder, or recommend compatible accessories.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cb65666 e-con-full pointer e-flex e-con e-child\" data-id=\"cb65666\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dcf8913 elementor-widget elementor-widget-text-editor\" data-id=\"dcf8913\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b><i>For Example,<\/i><\/b><\/p><p data-start=\"1518\" data-end=\"1569\">A finished electric motor product might show up as:<\/p><ul data-start=\"1571\" data-end=\"1687\"><li data-start=\"1571\" data-end=\"1615\"><p data-start=\"1573\" data-end=\"1615\"><strong>Entry 1:<\/strong> \u201c3 Phase Induction Motor 7.5kW\u201d<\/p><\/li><li data-start=\"1616\" data-end=\"1647\"><p data-start=\"1618\" data-end=\"1647\"><strong>Entry 2:<\/strong> \u201c7.5 kW 3Ph Motor\u201d<\/p><\/li><li data-start=\"1648\" data-end=\"1687\"><p data-start=\"1650\" data-end=\"1687\"><strong>Entry 3:<\/strong> \u201cMotor, Electric, 3PH, 10HP\u201d<\/p><\/li><\/ul><p data-start=\"1689\" data-end=\"1827\">Different naming conventions for the same product create redundancy and reduce data usability for inventory, sales, or service operations.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-23ad909 e-flex e-con-boxed e-con e-parent\" data-id=\"23ad909\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-04fc483 elementor-widget elementor-widget-heading\" data-id=\"04fc483\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Challenges specific to Finished Goods Materials Data<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56c8588 elementor-widget elementor-widget-text-editor\" data-id=\"56c8588\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ol><li data-start=\"194\" data-end=\"410\"><strong data-start=\"194\" data-end=\"241\">Complex product variants and configurations<\/strong><br data-start=\"241\" data-end=\"244\" \/>Managing multiple versions of a product based on size, color, features, or customer-specific requirements often leads to inconsistent representation across systems.<\/li><li data-start=\"414\" data-end=\"633\"><strong data-start=\"414\" data-end=\"466\">Inconsistent naming conventions and descriptions<\/strong><br data-start=\"466\" data-end=\"469\" \/>Variability in how products are described across plants, teams, or regions affects search accuracy, reporting quality, and alignment between sales and operations.<\/li><li data-start=\"637\" data-end=\"859\"><strong data-start=\"637\" data-end=\"680\">Missing or poor-quality enrichment data<\/strong><br data-start=\"680\" data-end=\"683\" \/>Many finished goods records lack essential details like images, specifications, compliance labels, or marketing copy, which impairs digital commerce and downstream processes.<\/li><li data-start=\"863\" data-end=\"1072\"><strong data-start=\"863\" data-end=\"905\">Channel and region-specific variations<\/strong><br data-start=\"905\" data-end=\"908\" \/>Different sales channels and geographic markets often require localized product attributes, regulatory data, and packaging details, making uniformity a challenge.<\/li><li data-start=\"1076\" data-end=\"1283\"><strong data-start=\"1076\" data-end=\"1105\">Duplicate product records<\/strong><br data-start=\"1105\" data-end=\"1108\" \/>Slight variations in SKU codes, descriptions, or categorization often result in duplicate entries, inflating inventory and affecting demand forecasting and pricing accuracy.<\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b95b0eb e-flex e-con-boxed e-con e-parent\" data-id=\"b95b0eb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-80870b7 elementor-widget elementor-widget-heading\" data-id=\"80870b7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" class=\"elementor-heading-title elementor-size-default\" id=\"packaging-materials-master\">Packaging Materials Master<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ed47d4d e-flex e-con-boxed e-con e-parent\" data-id=\"ed47d4d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ae01134 elementor-widget elementor-widget-text-editor\" data-id=\"ae01134\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Packaging Materials master is exactly what it sounds like, a master dataset within SAP MM (for a detailed overview of SAP materials management, <a class=\"decorated-link\" href=\"https:\/\/www.verdantis.com\/sap-materials-management\/\" target=\"_new\" rel=\"noopener\" data-start=\"979\" data-end=\"1055\"><em>read the article here<\/em><\/a>) that contains all the data pertaining to packaging materials used for the final product.<\/p><p>Naturally, this is a dataset that is put-to-use only by manufacturing enterprises with large production operations.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-757b07a e-flex e-con-boxed e-con e-parent\" data-id=\"757b07a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1babaeb elementor-widget elementor-widget-heading\" data-id=\"1babaeb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Challenges specific to Managing Packaging Materials Master<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c0708b elementor-widget elementor-widget-text-editor\" data-id=\"3c0708b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ol><li><strong>Complexity of Data Attributes: <\/strong>Packaging materials often have more complex data requirements than direct materials, as they typically involve multiple attributes like size, shape, weight, material composition (e.g., cardboard, plastic, glass), environmental considerations (e.g., recyclability), and compliance with regulations (e.g., food-safe or tamper-evident features).<\/li><li><strong>Multiple Suppliers &amp; Sourcing Strategies: <\/strong>Mismanagement or lack of consistency in tracking which supplier provides which packaging, and under what terms, can lead to procurement inefficiencies and misalignment in inventory. It can also lead to sourcing delays if packaging suppliers do not meet required standards.<\/li><li><strong>Integrations with other master data systems: <\/strong>Packaging materials data is often siloed from other material master data systems (such as for raw materials or finished goods) due to differences in their roles and the stakeholders who manage them. Integrating this data with procurement, inventory, and logistics systems is a common challenge.<\/li><li><strong>Managing Units of Measure: <\/strong>Packaging materials are often measured in different units, like boxes, rolls, sheets, pallets, etc. Managing these multiple units of measure and ensuring that they align with procurement and inventory systems can be a challenge.<\/li><li><strong>Data Pertaining to Environment Sustainability: <\/strong>Industries are under increasing pressure to reduce packaging waste and adopt more sustainable materials. Packaging materials master data needs to reflect these sustainability considerations and track material recyclability, carbon footprint, and waste disposal options.<\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4844a21 e-flex e-con-boxed e-con e-parent\" data-id=\"4844a21\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e3b43db elementor-widget elementor-widget-heading\" data-id=\"e3b43db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" class=\"elementor-heading-title elementor-size-default\" id=\"core-pain-points-in-materials-master-management\">Core Pain Points in Materials Master Management<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-465968d e-flex e-con-boxed e-con e-parent\" data-id=\"465968d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0370f40 elementor-widget elementor-widget-text-editor\" data-id=\"0370f40\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"853\" data-end=\"1266\">One of the significant hurdles in material data management is the volume and complexity of inventory and electronic data.<\/p><p data-start=\"853\" data-end=\"1266\">Poor data quality often results from sub-standard, unclear processes and outdated technology.<\/p><p data-start=\"853\" data-end=\"1266\">Without clear processes or standards, manual data management, a lack of ownership and visibility, and organizational changes like mergers and acquisitions, the data becomes unreliable and unusable.<\/p><p data-start=\"1268\" data-end=\"1512\">The growth of asset-intensive firms contributes to this challenge, making it imperative to implement efficient processes and technologies. Material inventory management becomes essential for ensuring smooth manufacturing and factory operations.<\/p><p data-start=\"1514\" data-end=\"1805\">With only inconsistent and unreliable data available, maintenance and procurement teams find it challenging to efficiently maintain operations, manage inventory, and source parts when needed.<\/p><p data-start=\"1514\" data-end=\"1805\">Some of the inefficiencies and consequences of low data quality that cost companies include:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8980a57 e-flex e-con-boxed e-con e-parent\" data-id=\"8980a57\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2fb97c0 e-con-full pointer e-flex e-con e-child\" data-id=\"2fb97c0\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6668e20 elementor-widget elementor-widget-icon-box\" data-id=\"6668e20\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tData Fragmentation and Inconsistency\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c0ee691 elementor-widget elementor-widget-text-editor\" data-id=\"c0ee691\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: left;\">Organizations struggled with materials data scattered across multiple systems, departments, and locations.<\/p><p style=\"text-align: left;\">The same material might be identified differently in procurement, inventory, maintenance, and accounting systems, causing confusion, redundancies, and operational failures.<\/p><p style=\"text-align: left;\">Without a unified approach, companies found themselves unable to determine the &#8220;single source of truth&#8221; for critical materials information.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2dd3f91 e-flex e-con-boxed e-con e-parent\" data-id=\"2dd3f91\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-19234fa e-con-full pointer e-flex e-con e-child\" data-id=\"19234fa\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fedb9a0 elementor-widget elementor-widget-icon-box\" data-id=\"fedb9a0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tInefficient Procurement and Excessive Inventory\u200b\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-621e350 elementor-widget elementor-widget-text-editor\" data-id=\"621e350\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"whitespace-pre-wrap break-words\">Without standardized materials data, purchasing departments frequently reordered items already in stock but listed under different codes or descriptions. This led to:<\/p><ul class=\"[&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc space-y-1.5 pl-7\"><li class=\"whitespace-normal break-words\"><p>Duplicate inventories occupying valuable warehouse space<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Unnecessary capital tied up in redundant stock<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Increased carrying costs for excess inventory<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Expired or obsolete materials requiring disposal<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-75dff93 e-flex e-con-boxed e-con e-parent\" data-id=\"75dff93\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-86baaf5 e-con-full pointer e-flex e-con e-child\" data-id=\"86baaf5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6617390 elementor-widget elementor-widget-icon-box\" data-id=\"6617390\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tProduction Delays and Equipment Downtime\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b32750a elementor-widget elementor-widget-text-editor\" data-id=\"b32750a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"whitespace-pre-wrap break-words\">When maintenance teams couldn&#8217;t quickly locate the right spare parts due to poor data quality:<\/p><ul class=\"[&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc space-y-1.5 pl-7\"><li class=\"whitespace-normal break-words\"><p>Critical equipment remained offline for extended periods<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Production schedules suffered disruptions<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Emergency purchasing at premium prices became commonplace<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Overall equipment effectiveness (OEE) declined substantially<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ddb174a e-flex e-con-boxed e-con e-parent\" data-id=\"ddb174a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-294b38e e-con-full pointer e-flex e-con e-child\" data-id=\"294b38e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f10267e elementor-widget elementor-widget-icon-box\" data-id=\"f10267e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tSupply Chain Visibility Challenges\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c0a0b2 elementor-widget elementor-widget-text-editor\" data-id=\"4c0a0b2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"whitespace-pre-wrap break-words\">Poor materials master data created blind spots in the supply chain:<\/p><ul class=\"[&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc space-y-1.5 pl-7\"><li class=\"whitespace-normal break-words\"><p>Difficulty tracking material origins and specifications<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Inability to monitor supplier performance consistently<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Challenges in predicting and preventing material shortages<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Limited ability to optimize inventory across multiple locations<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9f92083 e-flex e-con-boxed e-con e-parent\" data-id=\"9f92083\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4cbf296 e-con-full pointer e-flex e-con e-child\" data-id=\"4cbf296\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d393430 elementor-widget elementor-widget-icon-box\" data-id=\"d393430\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tCompliance and Risk Management Failures\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e09fa32 elementor-widget elementor-widget-text-editor\" data-id=\"e09fa32\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"whitespace-pre-wrap break-words\">Organizations faced significant regulatory and operational risks:<\/p><ul class=\"[&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc space-y-1.5 pl-7\"><li class=\"whitespace-normal break-words\"><p>Inability to accurately report on hazardous materials<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Difficulty complying with industry regulations and standards<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Challenges in material traceability during recalls or audits<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Quality issues from using incorrect or substandard materials<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-306ff6f e-flex e-con-boxed e-con e-parent\" data-id=\"306ff6f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-98ffadd e-con-full pointer e-flex e-con e-child\" data-id=\"98ffadd\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-653e559 elementor-widget elementor-widget-icon-box\" data-id=\"653e559\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tTechnical and Integration Challenges\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7913d10 elementor-widget elementor-widget-text-editor\" data-id=\"7913d10\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"whitespace-pre-wrap break-words\">As organizations adopted more sophisticated systems, poor materials master data became a critical bottleneck:<\/p><ul><li><p>ERP implementations failed to deliver promised benefits<\/p><\/li><li><p>Advanced analytics initiatives produced unreliable insights<\/p><\/li><li><p>Digital transformation efforts stalled due to data quality issues<\/p><\/li><li><p>Integration between systems became unnecessarily complex<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0781449 e-flex e-con-boxed e-con e-parent\" data-id=\"0781449\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fd9a85a elementor-widget elementor-widget-text-editor\" data-id=\"fd9a85a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/www.verdantis.com\/sap-mro-master\/\">MRO Materials in SAP<\/a> are the core components that support maintenance functions, helping avoid unplanned downtime by ensuring the right parts are available when needed.<\/p><p><span style=\"font-family: var(--body-font);\">Materials master data refers to the comprehensive set of information about materials used in a business&#8217; operations, particularly in manufacturing and supply chain management, this is typically why it is also used in relation to MRO solutions, <a href=\"https:\/\/www.verdantis.com\/mro-data-cleansing\/\">MRO Data Cleansing<\/a> &amp; Enrichment.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a07d3d5 e-flex e-con-boxed e-con e-parent\" data-id=\"a07d3d5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f7d6cdb elementor-widget elementor-widget-heading\" data-id=\"f7d6cdb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" class=\"elementor-heading-title elementor-size-default\" id=\"data-management-during-erp-implementation\">Data Management During ERP Implementation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1c45cfa e-flex e-con-boxed e-con e-parent\" data-id=\"1c45cfa\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4455f5e elementor-widget elementor-widget-text-editor\" data-id=\"4455f5e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-78b8c44 elementor-widget elementor-widget-text-editor\" data-id=\"78b8c44\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p data-start=\"91\" data-end=\"464\">The integration of Material Master Data Management (MDM) into ERP implementation is not just a value-add, it\u2019s a necessity.<\/p><p data-start=\"91\" data-end=\"464\">In enterprise-level initiatives like ERP rollouts or consolidations, clean and reliable data forms the foundation for success. Yet, MDM is often overlooked in ERP blueprints, leading to missed opportunities, extended timelines, and higher costs.<\/p><p data-start=\"466\" data-end=\"753\">One of the biggest gains from aligning MDM with ERP is cost control. Cleansing, standardizing, and enriching data before it enters the ERP system eliminates redundancy, prevents costly errors, and streamlines procurement and inventory, directly improving margins in competitive markets.<\/p><p data-start=\"755\" data-end=\"965\">Equally important is process integration. MDM breaks down silos, unifies data standards, and enables seamless communication across departments and geographies, boosting collaboration, efficiency, and agility.<\/p><p data-start=\"967\" data-end=\"1299\">During ERP implementations, migrating data from multiple systems, locations, and languages without proper cleansing can cause inconsistencies, delays, and even failures.<\/p><p data-start=\"967\" data-end=\"1299\">MDM mitigates these risks through strong governance, automated classification, normalization, and validation, which are capabilities that ERP systems alone cannot fully deliver.<\/p><p data-start=\"1301\" data-end=\"1610\">By embedding MDM into the ERP lifecycle, organizations ensure only accurate, consistent, and reliable data enters the system, setting the stage for long-term operational excellence.<\/p><p data-start=\"1301\" data-end=\"1610\">Research by Aberdeen shows that integrating MDM into ERP projects can deliver measurable improvements in performance and ROI.<\/p><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3552115 e-flex e-con-boxed e-con e-parent\" data-id=\"3552115\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c66a2a0 elementor-widget elementor-widget-image\" data-id=\"c66a2a0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"277\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-Integrated-1024x354.png\" class=\"attachment-large size-large wp-image-33700\" alt=\"\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-Integrated-1024x354.png 1024w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-Integrated-300x104.png 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-Integrated-768x265.png 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-Integrated-1536x530.png 1536w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-Integrated-2048x707.png 2048w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-Integrated-18x6.png 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bda5932 e-flex e-con-boxed e-con e-parent\" data-id=\"bda5932\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ff1f5ac elementor-widget elementor-widget-text-editor\" data-id=\"ff1f5ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-78b8c44 elementor-widget elementor-widget-text-editor\" data-id=\"78b8c44\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p><b>Optimized ROI from ERP implementation with MDM Integrated<\/b><\/p><p>Based on earlier detailed statistics, it can be easily concluded that implementing an MDM initiative during an ERP implementation using automated solutions that combine AI-based technology and deep domain expertise can ensure the success of the project.<\/p><p>Master Data Management can unlock the true potential of an ERP implementation project and achieve expected results.<\/p><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-adff4a4 e-flex e-con-boxed e-con e-parent\" data-id=\"adff4a4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7c68554 elementor-widget elementor-widget-image\" data-id=\"7c68554\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"291\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-1024x373.png\" class=\"attachment-large size-large wp-image-33701\" alt=\"\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-1024x373.png 1024w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-300x109.png 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-768x280.png 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-1536x560.png 1536w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-2048x746.png 2048w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/MDM-ERP-18x7.png 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-305be7d e-flex e-con-boxed e-con e-parent\" data-id=\"305be7d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-449d6f2 elementor-widget elementor-widget-heading\" data-id=\"449d6f2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" class=\"elementor-heading-title elementor-size-default\" id=\"who-owns-the-material-master-within-an-asset-intensive-organization\">Who Owns The Material Master Within An Asset-intensive Organization?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ea0c945 e-flex e-con-boxed e-con e-parent\" data-id=\"ea0c945\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3d54660 elementor-widget elementor-widget-text-editor\" data-id=\"3d54660\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"89\" data-end=\"325\">Managing material master data is complex, especially when it\u2019s owned by multiple divisions such as IT (Supply Chain), Plant Supervisors, Procurement, and Operations.<\/p><p data-start=\"89\" data-end=\"325\">This fragmented ownership often leads to confusion and inefficiency.<\/p><p data-start=\"327\" data-end=\"640\">To stay competitive, organizations must invest in material master data cleansing, partnering with enterprise software providers that specialize in the material domain is a step in the right direction.<\/p><p data-start=\"327\" data-end=\"640\">Clean, granular data improves operational efficiency, enhances inventory optimization, and delivers strong ROI.<\/p><p data-start=\"642\" data-end=\"884\">The key to success lies in choosing the right technology to automate item master management. This includes ensuring consistent data quality, deploying evolving solutions for maximum ROI, and selecting systems that can scale with operations.<\/p><p data-start=\"886\" data-end=\"1039\">With the growing importance of master data, businesses should work with domain-specific experts to unlock significant returns and long-term efficiency.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6418df3 e-flex e-con-boxed e-con e-parent\" data-id=\"6418df3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d16cd2f elementor-widget elementor-widget-heading\" data-id=\"d16cd2f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" class=\"elementor-heading-title elementor-size-default\" id=\"the-business-case-for-material-master-data-management\">The  Business Case For Material Master Data Management<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7bbcd20 e-flex e-con-boxed e-con e-parent\" data-id=\"7bbcd20\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-938d6c6 elementor-widget elementor-widget-text-editor\" data-id=\"938d6c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Research from leading analyst firms have found that reduced material costs and optimized inventory, enabled by harmonized and subsequently maintained material master data, can contribute more than 1\/3<sup>rd<\/sup> of the hard dollar savings from an ERP consolidation initiative.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-83a2981 e-flex e-con-boxed e-con e-parent\" data-id=\"83a2981\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f168159 elementor-widget elementor-widget-image\" data-id=\"f168159\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"432\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/ERP.jpg\" class=\"attachment-large size-large wp-image-33732\" alt=\"\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/ERP.jpg 887w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/ERP-300x162.jpg 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/ERP-768x415.jpg 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/ERP-18x10.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-deb96ba e-flex e-con-boxed e-con e-parent\" data-id=\"deb96ba\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c065cd5 elementor-widget elementor-widget-heading\" data-id=\"c065cd5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Success Metrics for Business Led Material Master Data Quality with MDG<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-31c60ff e-flex e-con-boxed e-con e-parent\" data-id=\"31c60ff\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-38f0c41 elementor-widget elementor-widget-text-editor\" data-id=\"38f0c41\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Let\u2019s get to some real numbers based on more than 50 implementations.<\/p><p data-start=\"175\" data-end=\"502\"><strong data-start=\"175\" data-end=\"202\">Reducing Maverick Spend:<\/strong><\/p><p data-start=\"175\" data-end=\"502\">In many industries, 30\u201350% of spend is unmanaged, costing about 17% more than managed spend.<\/p><p data-start=\"175\" data-end=\"502\">A realistic target is reducing maverick spend by 50% each year for three years through improved material master data quality and MDG search capabilities that align legacy naming with current taxonomies.<\/p><p data-start=\"504\" data-end=\"726\"><strong data-start=\"504\" data-end=\"530\">Reducing MRO Inventory:<\/strong>\u00a0<\/p><p data-start=\"504\" data-end=\"726\">Identifying exact duplicates can cut inventory by 4\u20138%, while spotting \u201cform, fit, and function\u201d equivalents adds another 6\u201312% reduction. Real-time detection prevents future inventory bloat.<\/p><p data-start=\"728\" data-end=\"977\"><strong data-start=\"728\" data-end=\"761\">Leveraging Economies of Scale<\/strong>:<\/p><p data-start=\"728\" data-end=\"977\">Attribute-level visibility enables better sourcing, volume consolidation, and preferred supplier usage, delivering 5\u201315% savings. MDG tools handle the heavy data work so commodity managers can focus on strategy.<\/p><p data-start=\"979\" data-end=\"1278\"><strong data-start=\"979\" data-end=\"1020\">Reducing New Requests &amp; Approval Time<\/strong>:<\/p><p data-start=\"979\" data-end=\"1278\">Clean, searchable data and duplicate prevention reduce unnecessary new item requests by up to 75% in a year. Automated workflows can shrink approval cycles from 7 days to just 4 hours, saving costs from expedited shipping, local purchases, and downtime.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-251d23c e-flex e-con-boxed e-con e-parent\" data-id=\"251d23c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d7a14b0 elementor-widget elementor-widget-heading\" data-id=\"d7a14b0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Use Case: A Global Oil &amp; Gas Giant<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2008625 elementor-widget elementor-widget-text-editor\" data-id=\"2008625\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"89\" data-end=\"311\">The oil and gas industry is capital-intensive, with complex operations where even small disruptions can cause multimillion-dollar losses. A major but often overlooked risk lies in poor material master data (MMD) quality.<\/p><p data-start=\"313\" data-end=\"612\">For Company A, a $10B petroleum leader, a near-miss occurred when a part request for a \u201cRadial\u201d bearing was mistakenly matched in the ERP to a \u201cStandard\u201d bearing, only a single overlooked attribute separating the two.<\/p><p data-start=\"313\" data-end=\"612\">Such errors can delay maintenance, cause equipment failure, and halt production.<\/p><p data-start=\"614\" data-end=\"815\">Partnering with an MDM specialist, the company introduced attribute-based governance, making fields like \u201cbearing type\u201d mandatory. This ensured consistent, normalized records from the point of entry.<\/p><p data-start=\"817\" data-end=\"831\"><strong data-start=\"817\" data-end=\"829\">Results:<\/strong><\/p><ul data-start=\"832\" data-end=\"1085\"><li data-start=\"832\" data-end=\"922\"><p data-start=\"834\" data-end=\"922\">Major reduction in stock discrepancies through precise, attribute-based identification<\/p><\/li><li data-start=\"923\" data-end=\"977\"><p data-start=\"925\" data-end=\"977\">More accurate forecasting and maintenance planning<\/p><\/li><li data-start=\"978\" data-end=\"1034\"><p data-start=\"980\" data-end=\"1034\">Optimized safety stock and reduced obsolescence risk<\/p><\/li><li data-start=\"1035\" data-end=\"1085\"><p data-start=\"1037\" data-end=\"1085\">Better lifecycle and alternate-part visibility<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fb02bf3 e-flex e-con-boxed e-con e-parent\" data-id=\"fb02bf3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-16a8b4b elementor-widget elementor-widget-heading\" data-id=\"16a8b4b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Use Case: Food &amp; Beverage Conglomerate<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a29ad69 elementor-widget elementor-widget-text-editor\" data-id=\"a29ad69\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"93\" data-end=\"274\">In the food and beverage industry, safety and precision are non-negotiable\u2014yet even small material master data (MMD) errors can trigger recalls, shutdowns, and regulatory trouble.<\/p><p data-start=\"276\" data-end=\"474\"><strong data-start=\"276\" data-end=\"293\">The Challenge<\/strong><br data-start=\"293\" data-end=\"296\" \/>Company B, a $5B F&amp;B conglomerate, runs a high-capacity Midwest plant producing beverages, sauces, and frozen meals. During pump replacement on a bottling line, the ERP listed:<\/p><blockquote data-start=\"476\" data-end=\"524\"><p data-start=\"478\" data-end=\"524\"><em data-start=\"478\" data-end=\"522\">Pump, Centrifugal; 30 GPM; Stainless Steel<\/em><\/p><\/blockquote><p data-start=\"526\" data-end=\"673\">The correct part, however, required the \u201cFood-Grade\u201d attribute. Missing this detail risked contamination, non-compliance, and millions in losses.<\/p><p data-start=\"675\" data-end=\"944\"><strong data-start=\"675\" data-end=\"691\">The Solution<\/strong><br data-start=\"691\" data-end=\"694\" \/>Partnering with an MMDM specialist, the company implemented attribute-driven governance\u2014mandatory fields for pump type, flow capacity, material, and certification status. For food lines, only certified food-grade pumps now appear in search results.<\/p><p data-start=\"946\" data-end=\"967\"><strong data-start=\"946\" data-end=\"965\">Business Impact<\/strong><\/p><ul data-start=\"968\" data-end=\"1170\"><li data-start=\"968\" data-end=\"1030\"><p data-start=\"970\" data-end=\"1030\">Ordering errors eliminated through standardized attributes<\/p><\/li><li data-start=\"1031\" data-end=\"1081\"><p data-start=\"1033\" data-end=\"1081\">Higher uptime and first-time-right procurement<\/p><\/li><li data-start=\"1082\" data-end=\"1126\"><p data-start=\"1084\" data-end=\"1126\">Faster approvals and fewer urgent orders<\/p><\/li><li data-start=\"1127\" data-end=\"1170\"><p data-start=\"1129\" data-end=\"1170\">Stronger compliance and audit readiness<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0d3a3ff e-flex e-con-boxed e-con e-parent\" data-id=\"0d3a3ff\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9144df2 elementor-widget elementor-widget-heading\" data-id=\"9144df2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" class=\"elementor-heading-title elementor-size-default\" id=\"executing-a-materials-master-data-management-strategy\">Executing a Materials Master Data Management Strategy<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c630a51 e-flex e-con-boxed e-con e-parent\" data-id=\"c630a51\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a2f7d93 elementor-widget elementor-widget-text-editor\" data-id=\"a2f7d93\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"49\" data-end=\"258\">The roadmap for a fool-proof materials master data (MMD) plan mirrors <a href=\"https:\/\/www.verdantis.com\/master-data-management-strategies\/\">strategies used for different master data<\/a> domains, like supplier, customer, and product data, but with added focus on industry expertise, turnaround time, and output quality.<\/p><p data-start=\"260\" data-end=\"474\">In theory, it\u2019s simple: clean unreliable data, validate it against predefined rules for uniqueness, categorization, and completeness, then map it in the ERP with robust governance to prevent future contamination.<\/p><p data-start=\"476\" data-end=\"686\">This can be done in-house with MRO, database, and IT experts, but many organizations lack such talent or prefer partnering with specialists like Verdantis, who bring deep MMD expertise and governance know-how.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6689dca e-flex e-con-boxed e-con e-parent\" data-id=\"6689dca\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2e01804 elementor-widget elementor-widget-heading\" data-id=\"2e01804\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Materials Data Cleansing<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d013693 e-flex e-con-boxed e-con e-parent\" data-id=\"d013693\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-488201e elementor-widget elementor-widget-text-editor\" data-id=\"488201e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"89\" data-end=\"340\">Over time, the absence of data governance and stewardship compromises an organization\u2019s materials master data. This leads to duplicate entries, often caused by poor categorization and missing details like manufacturer part numbers or supplier names.<\/p><p data-start=\"342\" data-end=\"623\">Traditionally, fixing this meant manual data cleansing with pattern matching, fuzzy matching, and \u201cspreadsheet magic.\u201d<\/p><p data-start=\"342\" data-end=\"623\">While this improves efficiency by removing duplication, reducing errors, and enabling smoother collaboration across departments, it is slow and labor-intensive.<\/p><p data-start=\"625\" data-end=\"1021\">At Verdantis, we now use industry-trained AI and machine learning models to cleanse, standardize, harmonize, and enrich materials master data with greater speed, accuracy, and reliability.<\/p><p data-start=\"625\" data-end=\"1021\">Our Harmonize\u00a9 suite processes material records in minutes, applies the input rules, and completes processing within hours. All results are manually verified before ERP updates, ensuring complete accuracy.<\/p><p data-start=\"1023\" data-end=\"1115\">The video below explains how Harmonize can restore reliability to your legacy 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-d906a83 e-con-full e-flex e-con e-parent\" data-id=\"d906a83\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_top&quot;:&quot;split&quot;}\">\n\t\t\t\t<div class=\"elementor-shape elementor-shape-top\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 20\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M0,0v3c0,0,393.8,0,483.4,0c9.2,0,16.6,7.4,16.6,16.6c0-9.1,7.4-16.6,16.6-16.6C606.2,3,1000,3,1000,3V0H0z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a0b6d07 elementor-widget elementor-widget-heading\" data-id=\"a0b6d07\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Benefits Of Implementing The Data Cleansing Initiative\n<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8029ad0 e-grid e-con-full e-con e-child\" data-id=\"8029ad0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a0c76d0 elementor-widget elementor-widget-text-editor\" data-id=\"a0c76d0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>Annual Inventory Carry cost reductions of 4.4% <\/b>(Factored cost of capital) as write-down (Positive impact to balance sheet)<\/p><ul><li>400 Million in Inventory<\/li><li>10% Duplicate Identification<\/li><li>40 Million in Duplicate Inventory value<\/li><li>Write Down of Factored Costs at 4.4% of 40 Million = <b>$1,760,000<\/b><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b1b4c72 elementor-widget elementor-widget-video\" data-id=\"b1b4c72\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=rJmy3Gjbltg&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c16b4b7 elementor-widget elementor-widget-text-editor\" data-id=\"c16b4b7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>Cost Reduction on aggregation of demand <\/b>across 15% of $1BN in MRO<\/p><ul><li>1 Billion in Maintenance, Repair and Operations Material<\/li><li>15% Identified through Harmonization as Similar (Across 10% Supplier Base)<\/li><li>150 Million addressable spend<\/li><li>12.5% reduction in costs through strategic sourcing<\/li><li>Cost Reduction of 12.5% of $150 Million = <b>$18,000,000<\/b><\/li><\/ul><p>ANNUALIZED NET COST REDUCTIONS FROM : <b>DATA CLEANSING = $19,760,000<\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-088d5f6 e-flex e-con-boxed e-con e-parent\" data-id=\"088d5f6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b61a0c1 elementor-widget elementor-widget-heading\" data-id=\"b61a0c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Materials Data Governance<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1e9f8ab e-flex e-con-boxed e-con e-parent\" data-id=\"1e9f8ab\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-687b822 elementor-widget elementor-widget-text-editor\" data-id=\"687b822\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"61\" data-end=\"268\">While Harmonize keeps historical materials data clean and current, preventing future errors requires a strong data governance strategy. This ensures every material request is complete and free of duplicates.<\/p><p data-start=\"270\" data-end=\"538\">Data governance is typically overseen by a <em>Data Steward<\/em> or <em>Head of Master Data.<\/em> Many enterprises use built-in ERP governance tools such as SAP MDG or <a href=\"https:\/\/www.oracle.com\/a\/ocom\/docs\/middleware\/data-integration\/oracle-data-governance-wp.pdf\" rel=\"nofollow noopener\" target=\"_blank\">Oracle MDM,<\/a> but these legacy systems often need dedicated teams to manage and customize for industry-specific needs.<\/p><p data-start=\"540\" data-end=\"835\"><a href=\"https:\/\/www.verdantis.com\/integrity\/\">Verdantis\u2019 Integrity\u00a9<\/a> is purpose-built for materials master management, addressing governance requirements in asset-intensive sectors.<\/p><p data-start=\"540\" data-end=\"835\">It works as a standalone platform or integrates with tools like SAP MDM, enabling faster enrichment, cleansing, and classification of materials data at scale.<\/p><p data-start=\"540\" data-end=\"835\">These are the industries that Verdantis focuses on, each with its own unique MRO and direct material data challenges:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d048348 e-grid e-con-full e-con e-child\" data-id=\"d048348\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-4b58303 e-con-full e-flex e-con e-child\" data-id=\"4b58303\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7876f9c elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"7876f9c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" height=\"512\" viewBox=\"0 0 450 450\" width=\"512\"><g><g><g id=\"XMLID_1_\"><path d=\"m119.1 231.1-36.6 16.7 3.3-32z\"><\/path><path d=\"m162.9 251.1h-62.8l31.4-14.4z\"><\/path><path d=\"m177.2 215.8 3.3 32-36.6-16.7z\"><\/path><path d=\"m172.6 170.3 3 29.3-32.2-15.4z\"><\/path><path d=\"m169.5 208-38 17.4-38-17.4 38-18.1z\"><\/path><path d=\"m119.6 184.2-32.2 15.4 2.9-29.3z\"><\/path><path d=\"m131.5 141.5 34.6 20.5-34.6 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 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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>\n\t\t<div class=\"elementor-element elementor-element-e947a82 e-con-full e-flex e-con e-child\" data-id=\"e947a82\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ca22f7 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"6ca22f7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewBox=\"0 0 512 512\"><g><path d=\"m148.7 50.5h19.9c7.9 0 14.2 6.4 14.2 14.2v20c0 7.8-6.4 14.2-14.2 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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-d8dec2b elementor-widget elementor-widget-heading\" data-id=\"d8dec2b\" 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>\n\t\t<div class=\"elementor-element elementor-element-8650566 e-con-full e-flex e-con e-child\" data-id=\"8650566\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-acfaf9e elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"acfaf9e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"solid\" viewBox=\"0 0 32 32\"><path d=\"m26 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-ebe4398 elementor-widget elementor-widget-heading\" data-id=\"ebe4398\" 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>\n\t\t<div class=\"elementor-element elementor-element-d945913 e-con-full e-flex e-con e-child\" data-id=\"d945913\" 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-10f4844 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"10f4844\" 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 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class=\"elementor-element elementor-element-75390f7 elementor-widget elementor-widget-heading\" data-id=\"75390f7\" 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>\n\t\t<div class=\"elementor-element elementor-element-148ea2e e-con-full e-flex e-con e-child\" data-id=\"148ea2e\" 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-bec9fdb elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"bec9fdb\" 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 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class=\"elementor-element elementor-element-bfae9a2 elementor-widget elementor-widget-heading\" data-id=\"bfae9a2\" 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\">Food &amp; Beverages<\/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-4995069 e-con-full e-flex e-con e-child\" data-id=\"4995069\" 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-005cdbe elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"005cdbe\" 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 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data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">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-6a52511 e-con-full e-flex e-con e-child\" data-id=\"6a52511\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2124ff5 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"2124ff5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewBox=\"0 0 64 64\" data-name=\"Layer 1\"><path 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33.203-41.317 29.759-.27-.047-.521.02-.731.196s-.319.412-.319.686v24.033c0 .493.402.896.896.896h7.77c6.656 0 12.102 5.446 12.102 12.103v8.976c0 .493-.402.896-.896.896h-53.183c-.493 0-.896-.402-.896-.896v-8.976c-.003-6.658 5.442-12.104 12.099-12.104z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b3083f1 elementor-widget elementor-widget-heading\" data-id=\"b3083f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">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<div class=\"elementor-element elementor-element-8d4fa1f e-con-full e-flex e-con e-parent\" data-id=\"8d4fa1f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_top&quot;:&quot;split&quot;}\">\n\t\t\t\t<div class=\"elementor-shape elementor-shape-top\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 20\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M0,0v3c0,0,393.8,0,483.4,0c9.2,0,16.6,7.4,16.6,16.6c0-9.1,7.4-16.6,16.6-16.6C606.2,3,1000,3,1000,3V0H0z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2478f81 elementor-widget elementor-widget-heading\" data-id=\"2478f81\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Benefits Of Implementing The Data Governance Initiative<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-98ac9c6 e-grid e-con-full e-con e-child\" data-id=\"98ac9c6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17a0aa0 elementor-widget elementor-widget-text-editor\" data-id=\"17a0aa0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>Verdantis Integrity for Reduction of Maverick Spend<\/b><\/p><ul><li>80% of the 1B Maintenance, Repair and Operation Spending is covered by preferred \/ pre-negotiated contracts \u2013 $800 Million in Spend<\/li><li>Data Governance improved Catalogue Quality \u2013Reduced Maverick Spend from <strong>40% to 25%<\/strong><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-692511c elementor-widget elementor-widget-video\" data-id=\"692511c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=jxMJSeWZ34c&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3da8153 elementor-widget elementor-widget-text-editor\" data-id=\"3da8153\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>15% gain in compliance = an additional 120 Million in contracted spending<\/li><li>Average of 16.5% Cost Reduction for pre-negotiated categories<\/li><li>Cost Reduction of <strong>16.5% of 120 Million = $19,800,000<\/strong><\/li><\/ul><p>ANNUALIZED NET COST REDUCTIONS FROM <b>DATA GOVERNANCE = $19,800,000<\/b><\/p><p><b>COMBINED ANNUALIZED NET COST REDUCTIONS:<\/b> <b>$39,560,000<\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-22c5c12 e-flex e-con-boxed e-con e-parent\" data-id=\"22c5c12\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c53a583 elementor-widget elementor-widget-heading\" data-id=\"c53a583\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Conclusion<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6895f6b e-flex e-con-boxed e-con e-parent\" data-id=\"6895f6b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2e59d16 elementor-widget elementor-widget-text-editor\" data-id=\"2e59d16\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"303\" data-end=\"693\">High-quality materials master data is not just a data management concern, instead, it\u2019s a critical enabler of operational efficiency, cost control, and maintenance reliability in asset-intensive environments.<\/p><p data-start=\"303\" data-end=\"693\">Without a strong foundation of clean, enriched, and standardized materials data, organizations face duplicate inventory, delayed procurement cycles, and preventable downtime.<\/p><p data-start=\"695\" data-end=\"1051\">Verdantis helps enterprises take control of their materials master through AI-driven classification, deduplication, and enrichment, delivering a single source of truth across ERP landscapes.<\/p><p data-start=\"695\" data-end=\"1051\">By <a href=\"https:\/\/www.verdantis.com\/inventory-data-management\/\">establishing accurate and centralized inventory data,<\/a> enterprises unlock greater visibility, automation, and value from their MRO and direct materials operations.<\/p><p data-start=\"1053\" data-end=\"1250\">Whether you&#8217;re looking to support a data harmonization initiative or prepare for an ERP transformation, our purpose-built platform ensures your materials data is ready, clean, complete, and trusted.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a5dd75d e-con-full e-flex e-con e-child\" data-id=\"a5dd75d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0895ae5 elementor-widget elementor-widget-heading\" data-id=\"0895ae5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">FAQs<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f99830a elementor-widget elementor-widget-heading\" data-id=\"f99830a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">What People Ask<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb91043 elementor-widget elementor-widget-n-accordion\" data-id=\"eb91043\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"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-2470\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-2470\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> How do poor materials master records affect procurement and inventory planning? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2470\" class=\"elementor-element elementor-element-2339aa6 e-con-full e-flex e-con e-child\" data-id=\"2339aa6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ca89c80 elementor-widget elementor-widget-text-editor\" data-id=\"ca89c80\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Duplicate or inaccurate materials data results in redundant purchases, maverick spend, and inflated inventory carrying costs. Procurement teams often fail to leverage volume-based discounts due to fragmented item records. Planners may either understock critical parts or overstock non-movers, both of which erode working capital and increase operational risk.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2471\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2471\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What are the key business outcomes organizations see after implementing Verdantis\u2019 materials data cleansing and enrichment? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2471\" class=\"elementor-element elementor-element-596b996 e-con-full e-flex e-con e-child\" data-id=\"596b996\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e19946e elementor-widget elementor-widget-text-editor\" data-id=\"e19946e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"972\" data-end=\"996\">Customers typically see:<\/p><ul><li data-start=\"997\" data-end=\"1099\"><p data-start=\"999\" data-end=\"1099\"><strong data-start=\"999\" data-end=\"1047\">10\u201315% reduction in inventory carrying costs<\/strong> due to duplicate elimination and better visibility.<\/p><\/li><li data-start=\"1100\" data-end=\"1197\"><p data-start=\"1102\" data-end=\"1197\"><strong data-start=\"1102\" data-end=\"1152\">Improved first-time fix rates and reduced MTTR<\/strong> through structured asset\u2013part relationships.<\/p><\/li><li data-start=\"1198\" data-end=\"1290\"><p data-start=\"1200\" data-end=\"1290\"><strong data-start=\"1200\" data-end=\"1233\">20\u201330% indirect spend savings<\/strong> by streamlining procurement and avoiding emergency buys.<\/p><\/li><li data-start=\"1293\" data-end=\"1489\"><p>Enhanced readiness for <strong data-start=\"1316\" data-end=\"1336\">ERP\/EAM upgrades<\/strong>, mergers, or regional standardization efforts.<\/p><\/li><\/ul><p data-start=\"1293\" data-end=\"1489\">Verdantis\u2019 solutions directly impact working capital, plant uptime, and digital transformation readiness.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2472\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2472\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What makes Verdantis\u2019 AI engine uniquely suited for materials master data enrichment? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2472\" class=\"elementor-element elementor-element-a65696c e-flex e-con-boxed e-con e-child\" data-id=\"a65696c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d69db39 elementor-widget elementor-widget-text-editor\" data-id=\"d69db39\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"3087\" data-end=\"3203\">Our AI engine is purpose-built for <strong data-start=\"3122\" data-end=\"3172\">industrial, engineering, and MRO data contexts<\/strong>, unlike generic NLP tools. It:<\/p><ul data-start=\"3204\" data-end=\"3557\"><li data-start=\"3204\" data-end=\"3266\"><p data-start=\"3206\" data-end=\"3266\">Understands free-text item descriptions from legacy systems.<\/p><\/li><li data-start=\"3267\" data-end=\"3334\"><p data-start=\"3269\" data-end=\"3334\">Learns attribute-value pairs from sparse or inconsistent records.<\/p><\/li><li data-start=\"3335\" data-end=\"3378\"><p data-start=\"3337\" data-end=\"3378\">Suggests replacements for obsolete items.<\/p><\/li><li data-start=\"3379\" data-end=\"3557\"><p data-start=\"3381\" data-end=\"3557\">Links materials to equipment BOMs or functional locations.<\/p><\/li><\/ul><p data-start=\"3381\" data-end=\"3557\">This vertical specialization makes it highly accurate and relevant for materials data enrichment at enterprise scale.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2473\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2473\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What KPIs can be used to track the quality and impact of materials master data? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2473\" class=\"elementor-element elementor-element-b33a938 e-flex e-con-boxed e-con e-child\" data-id=\"b33a938\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2a8bddc elementor-widget elementor-widget-text-editor\" data-id=\"2a8bddc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"5540\" data-end=\"5560\">Key metrics include:<\/p><ul data-start=\"5561\" data-end=\"5910\"><li data-start=\"5561\" data-end=\"5596\"><p data-start=\"5563\" data-end=\"5596\">% of duplicate-free records<\/p><\/li><li data-start=\"5597\" data-end=\"5642\"><p data-start=\"5599\" data-end=\"5642\">% of records with complete attributes<\/p><\/li><li data-start=\"5643\" data-end=\"5687\"><p data-start=\"5645\" data-end=\"5687\">% classified under standard taxonomy<\/p><\/li><li data-start=\"5688\" data-end=\"5730\"><p data-start=\"5690\" data-end=\"5730\">Material search accuracy and speed<\/p><\/li><li data-start=\"5731\" data-end=\"5797\"><p data-start=\"5733\" data-end=\"5797\">Reduction in material-related downtime or emergency orders<\/p><\/li><li data-start=\"5798\" data-end=\"5861\"><p data-start=\"5800\" data-end=\"5861\">Reduction in indirect spend or inventory carrying costs<\/p><\/li><li data-start=\"5862\" data-end=\"5910\"><p data-start=\"5864\" data-end=\"5910\">Time-to-onboard new materials or vendors<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Learn how purpose-built materials data solutions correct legacy issues, reduce complexity, and drive smarter decision-making through cleaner systems, faster sourcing, and better operational alignment.<\/p>\n","protected":false},"author":6,"featured_media":24028,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[64],"tags":[],"class_list":["post-22375","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/posts\/22375","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\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/comments?post=22375"}],"version-history":[{"count":5,"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/posts\/22375\/revisions"}],"predecessor-version":[{"id":41369,"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/posts\/22375\/revisions\/41369"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/media\/24028"}],"wp:attachment":[{"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/media?parent=22375"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/categories?post=22375"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.verdantis.com\/wp-json\/wp\/v2\/tags?post=22375"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}