{"id":42630,"date":"2026-04-29T17:22:57","date_gmt":"2026-04-29T11:52:57","guid":{"rendered":"https:\/\/www.verdantis.com\/?p=42630"},"modified":"2026-04-29T21:58:10","modified_gmt":"2026-04-29T16:28:10","slug":"mining","status":"publish","type":"post","link":"https:\/\/www.verdantis.com\/es\/gestion-de-inventarios-mro\/mining\/","title":{"rendered":"Gesti\u00f3n de inventarios mineros"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"42630\" class=\"elementor elementor-42630\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0294736 e-flex e-con-boxed e-con e-parent\" data-id=\"0294736\" 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-fe2ef6a elementor-widget elementor-widget-text-editor\" data-id=\"fe2ef6a\" 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>Mining operations are extremely critical for the global economy, almost every industrial activity depends on minerals and metals extracted from the Earth.<\/p><p>This includes base metals like iron ore, copper; precious metals like Gold, Silver and Platinum and even Rare Earth Metals like lutetium, gadolinium, holmium and Cerium.<\/p><p>The operations themselves are quite technical and complex, requiring large industrial machinery, specialized equipment and spare parts.<\/p><p>Inventory Management in mining generally refers to optimizing the inventory levels of the equipment and spare parts to ensure the perfect balance between overstocking and running out of critical spares.<\/p><p>It can sometimes also refer to the management of the inventories of the raw ore itself, all the way from refining to the final product.<\/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-ef962c3 e-flex e-con-boxed e-con e-parent\" data-id=\"ef962c3\" 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-a7b89b9 elementor-widget elementor-widget-heading\" data-id=\"a7b89b9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"what-does-inventory-mean-in-mining\">What Does \"Inventory\" Mean in Mining?<\/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-bbe49c4 e-flex e-con-boxed e-con e-parent\" data-id=\"bbe49c4\" 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-a8c6622 elementor-widget elementor-widget-text-editor\" data-id=\"a8c6622\" 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>Mining inventory spans two very different domains, the equipment that keeps operations running, and the ore product moving through the value chain. Both are critical; both require entirely different management philosophies.<\/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-9bbca26 e-flex e-con-boxed e-con e-parent\" data-id=\"9bbca26\" 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-0b5a8a2 elementor-widget elementor-widget-html\" data-id=\"0b5a8a2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"inventory-cols\">\r\n\r\n  <div class=\"inv-card inv-card--maint\">\r\n    <div class=\"inv-card-icon\">\ud83d\udd27<\/div>\r\n\r\n    <h3 id=\"maintenance-inventory-mro\">Maintenance Inventory (MRO)<\/h3>\r\n\r\n    <p>\r\n      Technical equipment, spare parts, and consumables needed to keep assets running.\r\n      Managing these correctly is what separates planned maintenance from costly\r\n      unplanned downtime.\r\n    <\/p>\r\n\r\n    <div class=\"inv-card-examples\">\r\n      <span class=\"tag\">Piezas de recambio<\/span>\r\n      <span class=\"tag\">Consumibles<\/span>\r\n      <span class=\"tag\">Drill Bits<\/span>\r\n      <span class=\"tag\">Rodamientos<\/span>\r\n      <span class=\"tag\">Filtros<\/span>\r\n    <\/div>\r\n  <\/div>\r\n\r\n\r\n  <div class=\"inv-card inv-card--bulk\">\r\n    <div class=\"inv-card-icon\">\u26cf\ufe0f<\/div>\r\n\r\n    <h3 id=\"run-of-mine-bulk-inventory\">Run-of-Mine & Bulk Inventory<\/h3>\r\n\r\n    <p>\r\n      The ore product itself at every stage \u2014 from the raw stockpile just extracted,\r\n      all the way to the refined copper concentrate or gold bar awaiting shipment.\r\n    <\/p>\r\n\r\n    <div class=\"inv-card-examples\">\r\n      <span class=\"tag\">Raw Ore Stockpile<\/span>\r\n      <span class=\"tag\">Concentrates<\/span>\r\n      <span class=\"tag\">Finished Product<\/span>\r\n      <span class=\"tag\">Grade Blends<\/span>\r\n    <\/div>\r\n  <\/div>\r\n\r\n<\/div>\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-be4a35f e-flex e-con-boxed e-con e-parent\" data-id=\"be4a35f\" 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-3395cb5 elementor-widget elementor-widget-heading\" data-id=\"3395cb5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"maintenance-inventory-management\">Maintenance Inventory 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-ddfad8e e-flex e-con-boxed e-con e-parent\" data-id=\"ddfad8e\" 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-8bcb99d elementor-widget elementor-widget-text-editor\" data-id=\"8bcb99d\" 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><span style=\"font-weight: 400;\">Maintenance inventories in mining refers to technical equipment, spare parts and consumables.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">It is widely considered as one of the most asset intensive industries due to sheer scale of operations that generally require; <\/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-52c18fb e-grid e-con-boxed e-con e-parent\" data-id=\"52c18fb\" 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-d893a05 e-con-full e-flex e-con e-child\" data-id=\"d893a05\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f617637 elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"f617637\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"icofont icofont-gear-alt\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tSpecialized Equipment\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tBucket wheel excavators, draglines, jumbo drills, raise borers\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1f03899 e-con-full e-flex e-con e-child\" data-id=\"1f03899\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3e0d459 elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"3e0d459\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-truck-moving\" viewbox=\"0 0 640 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M621.3 237.3l-58.5-58.5c-12-12-28.3-18.7-45.3-18.7H480V64c0-17.7-14.3-32-32-32H32C14.3 32 0 46.3 0 64v336c0 44.2 35.8 80 80 80 26.3 0 49.4-12.9 64-32.4 14.6 19.6 37.7 32.4 64 32.4 44.2 0 80-35.8 80-80 0-5.5-.6-10.8-1.6-16h163.2c-1.1 5.2-1.6 10.5-1.6 16 0 44.2 35.8 80 80 80s80-35.8 80-80c0-5.5-.6-10.8-1.6-16H624c8.8 0 16-7.2 16-16v-85.5c0-17-6.7-33.2-18.7-45.2zM80 432c-17.6 0-32-14.4-32-32s14.4-32 32-32 32 14.4 32 32-14.4 32-32 32zm128 0c-17.6 0-32-14.4-32-32s14.4-32 32-32 32 14.4 32 32-14.4 32-32 32zm272-224h37.5c4.3 0 8.3 1.7 11.3 4.7l43.3 43.3H480v-48zm48 224c-17.6 0-32-14.4-32-32s14.4-32 32-32 32 14.4 32 32-14.4 32-32 32z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tGeneral Heavy Equipment\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tHaul trucks, dozers, drill rigs, excavators\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-61c5dad e-flex e-con-boxed e-con e-parent\" data-id=\"61c5dad\" 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-1cee58d elementor-widget elementor-widget-text-editor\" data-id=\"1cee58d\" 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><span style=\"font-weight: 400;\">Add to the fact that global mining companies spread out their operations across dozens of plant locations, sometimes even in different continents, and it becomes easy to see that managing maintenance inventories is a critical challenge.<\/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-cf51be7 e-flex e-con-boxed e-con e-parent\" data-id=\"cf51be7\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3216068 elementor-widget elementor-widget-text-editor\" data-id=\"3216068\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 id=\"why-multi-site-complexity-multiplies-the-problem\">Why Multi-Site Complexity Multiplies the Problem<\/h3><p>A single global miner can operate across 30+ sites spanning multiple continents, each with different OEM suppliers, local lead times, and regulatory requirements.<\/p><p>This makes centralised inventory visibility and standardised part numbering across sites two of the most valuable, and least achieved, capabilities in mining MRO management.<\/p><p>Part duplication across sites (the same physical component catalogued under 4 different part numbers) is one of the leading causes of excess stock. Industry estimates suggest 20\u201335% of mining MRO inventories contain duplicate or near-duplicate items.<\/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-8e596cd e-flex e-con-boxed e-con e-parent\" data-id=\"8e596cd\" 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-37c91fd elementor-widget elementor-widget-text-editor\" data-id=\"37c91fd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 id=\"common-challenges\"><strong>Retos comunes<\/strong><\/h3>\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-a71e1ac e-con-full pointer e-flex e-con e-parent\" data-id=\"a71e1ac\" 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-5315879 e-flex e-con-boxed e-con e-child\" data-id=\"5315879\" 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-5a403b8 elementor-widget elementor-widget-heading\" data-id=\"5a403b8\" 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\">Consumption Planning<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-67c6a5f elementor-widget elementor-widget-text-editor\" data-id=\"67c6a5f\" 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><span style=\"font-weight: 400;\">Spare Part Materials are managed at scale and procurement + maintenance teams need to plan the requirements in advance to ensure material availability beforehand.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">To plan this better, maintenance, asset management and reliability teams undertake an exercise \u201cDemand Forecasting\u201d, this is typically done within a software system like an EAM or a CMMS software.<\/span><\/p><p><span style=\"font-weight: 400;\">They mostly rely on rudimentary mathematical models to predict demand in the future; <\/span><\/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-651bbae e-con-full e-flex e-con e-child\" data-id=\"651bbae\" 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-9badfff elementor-widget elementor-widget-text-editor\" data-id=\"9badfff\" 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>For Example &#8211; A Simplistic Forecast Model<\/b><\/p><p><span style=\"font-weight: 400;\">A simplistic model of this forecast looks something like this;\u00a0<\/span><\/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-5dee15a elementor-blockquote--skin-border elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"5dee15a\" 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\tIf production volume of 100 Tons requires 10 units of materials, then 200 tons would require 20 materials.\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-2e336b2 elementor-widget elementor-widget-text-editor\" data-id=\"2e336b2\" 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><span style=\"font-weight: 400;\">In reality, the math is much more complex but the logic of the forecast is similar.<\/span><\/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 class=\"elementor-element elementor-element-9990bce elementor-widget elementor-widget-text-editor\" data-id=\"9990bce\" 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 one can imagine, this is simply a mathematical forecast and does not account for the complexity in actual day-to-day mining operations.<\/p><p>An incorrect forecast, coupled with a &#8220;stockout fear&#8221; can easily lead to excess stocking of &#8220;Dead Materials&#8221;<\/p><p>Similarly, an incorrect forecast can also lead to &#8220;Stockouts&#8221; of critical mining equipment, that can lead to prolonged extension of downtime. In rare cases, this can also lead to the asset failure itself.<\/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-61b6326 elementor-widget elementor-widget-html\" data-id=\"61b6326\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"outcomes-grid\">\r\n\r\n  <div class=\"outcome-card outcome-card--bad\">\r\n    <div class=\"oc-label\">Outcome A<\/div>\r\n\r\n    <h4>Dead Stock Accumulation<\/h4>\r\n\r\n    <p>\r\n      Excess materials sit in warehouse indefinitely, tying up working capital and\r\n      warehouse space. Some parts reach obsolescence before they are ever used.\r\n    <\/p>\r\n  <\/div>\r\n\r\n  <div class=\"outcome-card outcome-card--bad2\">\r\n    <div class=\"oc-label\">Outcome B<\/div>\r\n\r\n    <h4>Critical Stockout<\/h4>\r\n\r\n    <p>\r\n      A required spare is unavailable when an asset fails. Downtime extends until the\r\n      part can be sourced, expedited, and delivered \u2014 often at premium freight cost.\r\n    <\/p>\r\n  <\/div>\r\n\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-38949af elementor-widget elementor-widget-text-editor\" data-id=\"38949af\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 id=\"where-eam-and-cmms-systems-fall-short\">Where EAM and CMMS Systems Fall Short<\/h3><p>Most EAM and CMMS platforms (SAP PM, IBM Maximo, Infor EAM) use Min\/Max or Reorder Point (ROP) logic as the default replenishment method. These rules are often set once at implementation and rarely revisited, even as failure rates and production volumes change over time.<\/p><p>The result: stocking parameters that were calibrated for 2018 production volumes are still driving 2025 purchasing decisions, with no automated mechanism to flag that the rules have drifted from operational reality.<\/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<\/div>\n\t\t<div class=\"elementor-element elementor-element-af7e2c5 e-con-full pointer e-flex e-con e-parent\" data-id=\"af7e2c5\" 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-441803e e-flex e-con-boxed e-con e-child\" data-id=\"441803e\" 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-adce478 elementor-widget elementor-widget-heading\" data-id=\"adce478\" 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\">Criticality Analysis<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e7722da elementor-widget elementor-widget-text-editor\" data-id=\"e7722da\" 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>One of the main challenges that a mining inventory management solution aims to tackle is &#8220;Minimizing Downtime&#8221;<\/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-6f75896 e-grid e-con-full e-con e-child\" data-id=\"6f75896\" 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-d9bd8c7 e-con-full e-flex e-con e-child\" data-id=\"d9bd8c7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4c0fcf5 elementor-widget elementor-widget-text-editor\" data-id=\"4c0fcf5\" 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=\"cc-op\">Share of unplanned downtime caused by spare part stockouts<\/div><div><h5 class=\"cc-op\"><strong>~30%<\/strong><\/h5><p>McKinsey, 2022<\/p><\/div>\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-d55ce8b e-con-full e-flex e-con e-child\" data-id=\"d55ce8b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e0178df elementor-widget elementor-widget-text-editor\" data-id=\"e0178df\" 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>Average share of maintenance budget lost to excess\/obsolete inventory<\/p><h5><strong>20\u201335%<\/strong><\/h5><p>Deloitte Mining, 2023<\/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-e1929fb e-con-full e-flex e-con e-child\" data-id=\"e1929fb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b5c0ec8 elementor-widget elementor-widget-text-editor\" data-id=\"b5c0ec8\" 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>Average unplanned downtime for large mining operations per year<\/p><h5><strong>140 hrs<\/strong><\/h5><p>ABB \/ WEF, 2021<\/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-70c7e29 e-con-full e-flex e-con e-child\" data-id=\"70c7e29\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c6956dd elementor-widget elementor-widget-text-editor\" data-id=\"c6956dd\" 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>Of that downtime, hours attributable to MRO \/ parts availability<\/p><h5><strong>~42 hrs<\/strong><\/h5><p>ABB<\/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-377ffa5 e-con-full e-flex e-con e-child\" data-id=\"377ffa5\" 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-af03937 elementor-widget elementor-widget-text-editor\" data-id=\"af03937\" 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=\"dw-eyebrow\">Notional Cost Per Hour of Downtime in Mining<\/div><h2 id=\"when-production-stops-costs-dont\">When Production Stops, Costs Don&#8217;t<\/h2><p class=\"dw-sub\">In industrial environments like mining, asset failure is common, and critical asset failure is costly. A critical asset failure can easily result in a total halt in operations of the entire production facility.<\/p><p><span style=\"font-weight: 400;\">This means that all the fixed and operational costs linked to that mining facility continue to stack on &#8211; with 0 throughput, directly impacting the bottom line.<\/span><\/p><table width=\"682\"><thead><tr><td width=\"204\"><p>Operation type<\/p><\/td><td width=\"150\"><p>Cost \/ hour<\/p><\/td><td width=\"191\"><p>Reference<\/p><\/td><td width=\"136\"><p>Basis<\/p><\/td><\/tr><\/thead><tbody><tr><td><p>Large copper mine<\/p><\/td><td><p>$200K\u2013$300K<\/p><\/td><td><p>Oliver Wyman, 2022<\/p><\/td><td><p>100Ktpa+ operation<\/p><\/td><\/tr><tr><td><p>Large open-cut coal<\/p><\/td><td><p>$100K\u2013$180K<\/p><\/td><td><p>Accenture, 2021<\/p><\/td><td><p>Thermal \/ coking combined<\/p><\/td><\/tr><tr><td><p>Gold mine (mid-tier)<\/p><\/td><td><p>$250K\u2013$400K<\/p><\/td><td><p>EY Mining, 2023<\/p><\/td><td><p>At $1,900\/oz gold price<\/p><\/td><\/tr><tr><td><p>Iron ore port terminal<\/p><\/td><td><p>$400K\u2013$600K<\/p><\/td><td><p>Rio Tinto \/ BHP filings<\/p><\/td><td><p>Bulk export terminal<\/p><\/td><\/tr><tr><td><p>Lithium \/ battery mineral<\/p><\/td><td><p>$150K\u2013$250K<\/p><\/td><td><p>WEF, 2023<\/p><\/td><td><p>Spodumene \/ brine ops<\/p><\/td><\/tr><\/tbody><\/table>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-070d88f elementor-widget elementor-widget-text-editor\" data-id=\"070d88f\" 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>This means that all the fixed and operational costs linked to that mining facility continue to stack on &#8211; with 0 throughput, directly impacting the bottom line.<\/p><p>This makes it imperative that maintenance teams, asset managers and reliability professionals have a clear, reliable view of which parts and assets are critical.<\/p><p><span style=\"font-weight: 400;\">Criticality assessments are done both at an <\/span><a href=\"https:\/\/www.verdantis.com\/asset-criticality-assessment-and-ranking\/\"><span style=\"font-weight: 400;\">activo<\/span><\/a><span style=\"font-weight: 400;\"> as well as a <\/span><a href=\"https:\/\/www.verdantis.com\/critical-spares-management\/\"><span style=\"font-weight: 400;\">spare part level<\/span><\/a><span style=\"font-weight: 400;\">, and are typically assigned a score between 1-10, with 10 being highly critical.<\/span><\/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-b8fe43b elementor-widget elementor-widget-html\" data-id=\"b8fe43b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"eyebrow crit-title\">\r\n  Criticality Score Scale\r\n<\/div>\r\n\r\n<div class=\"crit-scale\">\r\n\r\n  <div class=\"crit-seg cs-1\">\r\n    1-2\r\n    <span>Bajo<\/span>\r\n  <\/div>\r\n\r\n  <div class=\"crit-seg cs-3\">\r\n    3-4\r\n    <span>Minor<\/span>\r\n  <\/div>\r\n\r\n  <div class=\"crit-seg cs-5\">\r\n    5-6\r\n    <span>Moderate<\/span>\r\n  <\/div>\r\n\r\n  <div class=\"crit-seg cs-7\">\r\n    7-8\r\n    <span>Alta<\/span>\r\n  <\/div>\r\n\r\n  <div class=\"crit-seg cs-9\">\r\n    9-10\r\n    <span>Cr\u00edtica<\/span>\r\n  <\/div>\r\n\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d6d91d8 elementor-widget elementor-widget-text-editor\" data-id=\"d6d91d8\" 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>This means that all the fixed and operational costs linked to that mining facility continue to stack on &#8211; with 0 throughput, directly impacting the bottom line.<\/p><p>This makes it imperative that maintenance teams, asset managers and reliability professionals have a clear, reliable view of which parts and assets are critical.<\/p><p><span style=\"font-weight: 400;\">Criticality assessments are done both at an <\/span><a href=\"https:\/\/www.verdantis.com\/asset-criticality-assessment-and-ranking\/\"><span style=\"font-weight: 400;\">activo<\/span><\/a><span style=\"font-weight: 400;\"> as well as a <\/span><a href=\"https:\/\/www.verdantis.com\/critical-spares-management\/\"><span style=\"font-weight: 400;\">spare part level<\/span><\/a><span style=\"font-weight: 400;\">, and are typically assigned a score between 1-10, with 10 being highly critical.<\/span><\/p><p><span style=\"font-weight: 400;\">They are weighed based on consequences and risks like;<\/span><\/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-3052c4b elementor-widget elementor-widget-html\" data-id=\"3052c4b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"risk-grid\">\r\n\r\n  <div class=\"risk-item\">\r\n    \u26a1 Production Continuity Risk\r\n  <\/div>\r\n\r\n  <div class=\"risk-item\">\r\n    \ud83c\udf3f Environmental Risk\r\n  <\/div>\r\n\r\n  <div class=\"risk-item\">\r\n    \ud83e\uddba Safety Risk\r\n  <\/div>\r\n\r\n  <div class=\"risk-item\">\r\n    \ud83c\udfd7\ufe0f Asset Life Risk\r\n  <\/div>\r\n\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f6846d elementor-widget elementor-widget-text-editor\" data-id=\"4f6846d\" 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><span style=\"font-weight: 400;\">The limitations with this approach;<\/span><\/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-7d9ef27 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"7d9ef27\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-clock\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256,8C119,8,8,119,8,256S119,504,256,504,504,393,504,256,393,8,256,8Zm92.49,313h0l-20,25a16,16,0,0,1-22.49,2.5h0l-67-49.72a40,40,0,0,1-15-31.23V112a16,16,0,0,1,16-16h32a16,16,0,0,1,16,16V256l58,42.5A16,16,0,0,1,348.49,321Z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tStatic scoring\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tIt doesn't account for dynamic factors like supplier lead time changes or parts interoperability.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ac71028 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"ac71028\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"icofont icofont-business-man-alt-1\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tExpert Dependency\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tThe process is time-consuming and relies heavily on one team's knowledge, often without cross-checking.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-51103ad elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"51103ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"icofont icofont-chart-histogram\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tObsolescence Blind Spots\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tParts approaching end-of-life or at procurement risk are rarely flagged in time.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9da9255 elementor-widget elementor-widget-text-editor\" data-id=\"9da9255\" 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=\"eyebrow\">Why Supplier Lead Time Changes Everything<\/p><p>A part scored as &#8220;Criticality 6&#8221; with a 2-week lead time carries very different risk than the same part with a 26-week lead time from an overseas OEM. Static criticality models rarely capture this distinction. Below are typical lead time ranges that should feed directly into stocking decisions:<\/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-4f9d272 elementor-widget elementor-widget-html\" data-id=\"4f9d272\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"lead-table-wrap\">\r\n\r\n  <table class=\"lead-table\">\r\n\r\n    <thead>\r\n      <tr>\r\n        <th>Part Category<\/th>\r\n        <th>Typical Lead Time<\/th>\r\n        <th>Nivel de riesgo<\/th>\r\n        <th>Recommended Stocking Strategy<\/th>\r\n      <\/tr>\r\n    <\/thead>\r\n\r\n    <tbody>\r\n\r\n      <tr>\r\n        <td>Consumables (filters, belts)<\/td>\r\n        <td>1 to 4 weeks<\/td>\r\n        <td>\r\n          <span class=\"pill pill-green\">\r\n            Bajo\r\n          <\/span>\r\n        <\/td>\r\n        <td>Min\/Max with local supplier agreement<\/td>\r\n      <\/tr>\r\n\r\n      <tr>\r\n        <td>Standard mechanical parts<\/td>\r\n        <td>4 to 12 weeks<\/td>\r\n        <td>\r\n          <span class=\"pill pill-amber\">\r\n            Moderate\r\n          <\/span>\r\n        <\/td>\r\n        <td>Reorder Point (ROP) with safety stock buffer<\/td>\r\n      <\/tr>\r\n\r\n      <tr>\r\n        <td>OEM-specific components<\/td>\r\n        <td>12 to 26 weeks<\/td>\r\n        <td>\r\n          <span class=\"pill pill-red\">\r\n            Alta\r\n          <\/span>\r\n        <\/td>\r\n        <td>Hold on-site; review annually vs. criticality score<\/td>\r\n      <\/tr>\r\n\r\n      <tr>\r\n        <td>Long-lead capital spares<\/td>\r\n        <td>26 to 52+ weeks<\/td>\r\n        <td>\r\n          <span class=\"pill pill-red\">\r\n            Cr\u00edtica\r\n          <\/span>\r\n        <\/td>\r\n        <td>Insurance spares; mandatory stock regardless of cost<\/td>\r\n      <\/tr>\r\n\r\n    <\/tbody>\r\n\r\n  <\/table>\r\n\r\n<\/div>\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-3f5f4c0 e-flex e-con-boxed e-con e-parent\" data-id=\"3f5f4c0\" 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-5a63de9 elementor-widget elementor-widget-heading\" data-id=\"5a63de9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"predictive-maintenance\">Mantenimiento predictivo<\/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-37bc437 e-flex e-con-boxed e-con e-parent\" data-id=\"37bc437\" 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-a8f61bb elementor-widget elementor-widget-text-editor\" data-id=\"a8f61bb\" 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>Advances in predictive maintenance and the ability to interpret Sensor Data has equipped asset management and maintenance teams with insights as to which assets are likely to fail and for what reason.<\/p><p>This is generally done to prioritize maintenance tasks before they happen.<\/p><p>However, this data rarely feeds into the inventory strategy, even though it easily can.<\/p><p>For example: If a machine, during its daily usage, heats beyond a certain threshold temperature, it is likely that the heating is caused due to a specific part failure.<\/p><p>Overheating of this specific machine is caused due to failure of only 2 parts in the asset.<\/p><p>This data, when fed to the Inventory Management solution, will add this new information into the &#8220;consumption requirement&#8221; data.<\/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-952f9bc elementor-widget elementor-widget-text-editor\" data-id=\"952f9bc\" 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>How Sensor Data Should Flow Into Inventory Strategy<\/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-bcc3631 elementor-widget elementor-widget-html\" data-id=\"bcc3631\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"sensor-flow\">\r\n\r\n  <div class=\"sf-box\">\r\n    <div class=\"sf-icon\">\ud83c\udf21\ufe0f<\/div>\r\n    <div class=\"sf-label\">Sensor Alert<\/div>\r\n    <div class=\"sf-sub\">Machine exceeds temp threshold<\/div>\r\n  <\/div>\r\n\r\n  <div class=\"sf-arrow\">\u2192<\/div>\r\n\r\n  <div class=\"sf-box\">\r\n    <div class=\"sf-icon\">\ud83d\udd0d<\/div>\r\n    <div class=\"sf-label\">Failure Mode Mapped<\/div>\r\n    <div class=\"sf-sub\">2 known parts linked to this failure<\/div>\r\n  <\/div>\r\n\r\n  <div class=\"sf-arrow\">\u2192<\/div>\r\n\r\n  <div class=\"sf-box\">\r\n    <div class=\"sf-icon\">\ud83d\udce6<\/div>\r\n    <div class=\"sf-label\">Inventory Updated<\/div>\r\n    <div class=\"sf-sub\">Stocking priority increased automatically<\/div>\r\n  <\/div>\r\n\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e764507 elementor-widget elementor-widget-text-editor\" data-id=\"e764507\" 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<h5><strong>The Goal<\/strong><\/h5><p>The objective of inventory management in Mining Operations is to simply ensure;<\/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-1464f2f e-grid e-con-full e-con e-child\" data-id=\"1464f2f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-dd084a3 e-con-full e-flex e-con e-child\" data-id=\"dd084a3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-47e8430 elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"47e8430\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"icofont icofont-stopwatch\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tPrimary Goal\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tMinimizing Downtime, especially caused due to \"Unavailability of Spares\"\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-27e67f8 e-con-full e-flex e-con e-child\" data-id=\"27e67f8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-93aa753 elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"93aa753\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"icofont icofont-money-bag\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tSecondary Goal\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tKilling Excess Dead Stock\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f83581f elementor-widget elementor-widget-html\" data-id=\"f83581f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"product-banner\">\r\n\r\n  <div class=\"pb-eyebrow\">\r\n    Verdantis Solution\r\n  <\/div>\r\n\r\n  <h2>\r\n    Mining Inventory Management in MRO360\r\n  <\/h2>\r\n\r\n  <p>\r\n    MRO360 is Verdantis' AI-native spare parts management software trained on \r\n    mining-specific inventories, asset failure data and supplier information \r\n    to ensure seamless inventory management.\r\n  <\/p>\r\n\r\n  <p class=\"pb-subtext\">\r\n    Here's how the solution is different,\r\n  <\/p>\r\n\r\n  <div class=\"feature-pills\">\r\n\r\n    <span class=\"fp\">\r\n      AI-Driven Demand Forecasting\r\n    <\/span>\r\n\r\n    <span class=\"fp\">\r\n      Dynamic Criticality Scoring\r\n    <\/span>\r\n\r\n    <span class=\"fp\">\r\n      Predictive Maintenance Integration\r\n    <\/span>\r\n\r\n    <span class=\"fp\">\r\n      Duplicate Part Detection\r\n    <\/span>\r\n\r\n    <span class=\"fp\">\r\n      Lead Time-Aware Stocking\r\n    <\/span>\r\n\r\n    <span class=\"fp\">\r\n      Obsolescence Risk Flagging\r\n    <\/span>\r\n\r\n  <\/div>\r\n\r\n<\/div>\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-1cb7b8b e-flex e-con-boxed e-con e-parent\" data-id=\"1cb7b8b\" 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-539d13a elementor-widget elementor-widget-heading\" data-id=\"539d13a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"run-of-mine-bulk-inventory\">Run of Mine &amp; Bulk Inventory<\/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-445b029 e-flex e-con-boxed e-con e-parent\" data-id=\"445b029\" 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-979cef3 elementor-widget elementor-widget-text-editor\" data-id=\"979cef3\" 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 are inventories pertaining to &#8220;product&#8221; itself, across various stages of its lifecycle.<\/p><p>Run-of-Mine or the &#8220;Raw Ore&#8221; stockpile itself that has been extracted from the earth but not processed for the final product<\/p><p>The final product, is the Copper Concentrate or the Gold Bar itself that are waiting to be shipped to final customer or an intermediary for further processing.<\/p><p>Maintaining production and bulk inventory like stockpiles and Run-of-Mine ore is less about logistical and supply chain difficulties and more about Blending and Buffer Management.<\/p><p>The goal is to ensure the processing plant (mills) receives a consistent feed despite the inherent variability of the earth.<\/p><p>The most critical strategy is Blending for Consistency. The mills are calibrated for a specific grade and hardness of ore. If the feed varies too wildly, the chemical recovery process becomes inefficient, leading to millions in lost minerals.<\/p><p>To manage this, miners maintain multiple stockpiles of different grades (High, Medium &amp; Low), creating a &#8220;designer feed&#8221; that keeps the plant running at peak recovery rates.<\/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-0a05f1a elementor-widget elementor-widget-html\" data-id=\"0a05f1a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"eyebrow gp-title\">\r\n  Typical Stockpile Grade Structure\r\n<\/div>\r\n\r\n<div class=\"grade-pyramid\">\r\n\r\n  <div class=\"gp-row gp-high\">\r\n    High Grade\r\n    <span>\r\n      Primary feed to mill for peak recovery\r\n    <\/span>\r\n  <\/div>\r\n\r\n  <div class=\"gp-row gp-med\">\r\n    Medium Grade\r\n    <span>\r\n      Blended in to smooth feed variability\r\n    <\/span>\r\n  <\/div>\r\n\r\n  <div class=\"gp-row gp-low\">\r\n    Low Grade\r\n    <span>\r\n      Stockpiled for future reprocessing\r\n    <\/span>\r\n  <\/div>\r\n\r\n  <div class=\"gp-row gp-waste\">\r\n    Marginal \/ Waste\r\n    <span>\r\n      Segregated to prevent dilution\r\n    <\/span>\r\n  <\/div>\r\n\r\n  <div class=\"gp-label\">\r\n    Ore is blended across these tiers to create a consistent \"designer feed\"\r\n  <\/div>\r\n\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-87e67fa elementor-widget elementor-widget-text-editor\" data-id=\"87e67fa\" 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>Another essential approach is Buffer Management, often referred to as the &#8220;Lungs&#8221; of the operation. Mining and processing operate at different cadences and it is important to decouple the two to ensure independent continuity in operations.<\/p><p>So a truck might break down in the pit, or a crusher might go offline for maintenance. Strategic stockpiles are positioned between these stages to decouple them.<\/p><p>This ensures that a two-hour stoppage in the mine doesn&#8217;t lead to Mill-downtime, and vice versa, a mill stoppage doesn&#8217;t force the mine to stop digging.<\/p><p>Grade Segregation and Stockpile Rotation are used to prevent &#8220;ore loss&#8221; or &#8220;dilution.&#8221; High-value ore is never mixed with waste or marginal material unless intentionally blended.<\/p><p>Managers also use a &#8220;First-In, First-Out&#8221; (FIFO) approach for certain ores that might degrade or oxidize when exposed to air, which can interfere with the flotation or leaching process if left sitting too long.<\/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-e025787 e-grid e-con-full e-con e-child\" data-id=\"e025787\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-2ac1a6d e-con-full e-flex e-con e-child\" data-id=\"2ac1a6d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2cf3e3b elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"2cf3e3b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"icofont icofont-price\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tBlending for Consistency\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tMultiple stockpiles of different grades are maintained and blended to create a consistent \"designer feed\" that keeps the plant running at peak recovery rates.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7c943d2 e-con-full e-flex e-con e-child\" data-id=\"7c943d2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9d45179 elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"9d45179\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"icofont icofont-gears\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tBuffer Management\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tStrategic stockpiles positioned between stages decouple mining and processing operations, protecting each from stoppages in the other.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7a07ebe e-con-full e-flex e-con e-child\" data-id=\"7a07ebe\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a58e4de elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"a58e4de\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-exclamation-triangle\" viewbox=\"0 0 576 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M569.517 440.013C587.975 472.007 564.806 512 527.94 512H48.054c-36.937 0-59.999-40.055-41.577-71.987L246.423 23.985c18.467-32.009 64.72-31.951 83.154 0l239.94 416.028zM288 354c-25.405 0-46 20.595-46 46s20.595 46 46 46 46-20.595 46-46-20.595-46-46-46zm-43.673-165.346l7.418 136c.347 6.364 5.609 11.346 11.982 11.346h48.546c6.373 0 11.635-4.982 11.982-11.346l7.418-136c.375-6.874-5.098-12.654-11.982-12.654h-63.383c-6.884 0-12.356 5.78-11.981 12.654z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tGrade Segregation &amp; Rotation\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tHigh-value ore is never mixed with waste or marginal material unless intentionally blended, preventing ore loss and dilution.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-20dbbfd e-con-full e-flex e-con e-child\" data-id=\"20dbbfd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3fff8c2 elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"3fff8c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"bi bi-arrow-repeat\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tFIFO Approach\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tCertain ores that degrade or oxidize when exposed to air are moved on a First-In, First-Out basis to prevent interference with flotation or leaching.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\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-785a052 e-flex e-con-boxed e-con e-parent\" data-id=\"785a052\" 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-a158ca7 elementor-widget elementor-widget-heading\" data-id=\"a158ca7\" 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\">Approach to Inventory Management<\/h5>\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-5c60e63 e-flex e-con-boxed e-con e-parent\" data-id=\"5c60e63\" 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-081fb35 elementor-widget elementor-widget-text-editor\" data-id=\"081fb35\" 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>Managing inventories for the Stockpile is more of a &#8220;Science&#8221; based problem, from a value perspective, the approach shifts towards inventory reconciliation.<\/p><p>Because bulk piles are massive and irregular, traditional counting is impossible. Modern operations use drones equipped with LiDAR or photogrammetry to create 3D models of stockpiles.<\/p><p>This provides a highly accurate volume calculation which, when cross-referenced with lab assays of the ore grade, allows the company to report the true &#8220;stored value&#8221; of the inventory to stakeholders and tax authorities.<\/p><table class=\"acc-table\"><thead><tr><th>Method<\/th><th>Volume Accuracy<\/th><th>Survey Time<\/th><th>Cost per Survey<\/th><\/tr><\/thead><tbody><tr><td>Manual \/ Visual Estimate<\/td><td>\u00b115 to 25%<\/td><td>Days<\/td><td>Bajo<\/td><\/tr><tr><td>Traditional Ground Survey<\/td><td>\u00b15 to 10%<\/td><td>Hours to Days<\/td><td>Moderate<\/td><\/tr><tr><td>Drone with Photogrammetry<\/td><td>\u00b11 to 3%<\/td><td>30 to 90 minutes<\/td><td>Low to Moderate<\/td><\/tr><tr><td>Drone with LiDAR<\/td><td>\u00b10.5 to 1%<\/td><td>30 to 60 minutes<\/td><td>Moderate to High<\/td><\/tr><\/tbody><\/table><p>Mine-to-Mill Optimization is the overarching framework that ties this together. It treats the entire flow &#8211; from the blast in the pit to the finished product &#8211; as a single integrated system.<\/p><p>By adjusting the size of the rock during blasting (fragmentation), the mine can reduce the energy needed for crushing later, essentially using the inventory stages to optimize total energy costs and throughput.<\/p><h4><strong>Mine-to- Mill Systems<\/strong><\/h4><h3 id=\"the-three-core-m2m-technologies\">The Three Core M2M Technologies<\/h3>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0d99cf2 e-grid e-con-full e-con e-child\" data-id=\"0d99cf2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d592db6 e-con-full pointer e-flex e-con e-child\" data-id=\"d592db6\" 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-d06c9e0 e-con-full e-flex e-con e-child\" data-id=\"d06c9e0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-043c855 elementor-widget elementor-widget-heading\" data-id=\"043c855\" 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\">Blast Design &amp; Execution Systems<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f8a067d elementor-widget elementor-widget-text-editor\" data-id=\"f8a067d\" 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 tools manage the &#8220;first stage of crushing.&#8221; In M2M, blasting isn&#8217;t just about moving rock; it&#8217;s about pre-conditioning it for the mill.<\/p><p><strong>Operational Logic:<\/strong>\u00a0Software calculates the optimal explosive energy distribution based on rock hardness. It uses high-precision GPS on drill rigs to ensure every hole is placed exactly where the model dictates.<\/p><div class=\"m2m-meta\"><div class=\"m2m-row-item\"><strong>Key Feature:<\/strong>\u00a0Integration with &#8220;Heave&#8221; and &#8220;Fragmentation&#8221; models to predict the resulting rock size (PSD &#8211; Particle Size Distribution) before a single detonator is fired.<\/div><\/div>\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-e9a6673 e-con-full pointer e-flex e-con e-child\" data-id=\"e9a6673\" 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-46cae5b e-con-full e-flex e-con e-child\" data-id=\"46cae5b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4a178b5 elementor-widget elementor-widget-heading\" data-id=\"4a178b5\" 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\">Fragmentation Analysis Systems<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-703c01e elementor-widget elementor-widget-text-editor\" data-id=\"703c01e\" 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 are the &#8220;sensors&#8221; of the M2M chain. They measure the success of the blast.<\/p><p><strong>Operational Logic:<\/strong>\u00a0Using high-speed cameras or LiDAR installed on shovels or conveyor belts, the software uses edge-detection algorithms to measure the dimensions of every rock in real-time.<\/p><div class=\"m2m-meta\"><div class=\"m2m-row-item\"><strong>Key Feature:<\/strong>\u00a0Providing a feedback loop. If the rocks are too large (increasing mill energy costs), the software automatically flags a requirement for a higher powder factor in the next blast.<\/div><\/div>\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-abfd727 e-con-full pointer e-flex e-con e-child\" data-id=\"abfd727\" 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-439d62f e-con-full e-flex e-con e-child\" data-id=\"439d62f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-203b11d elementor-widget elementor-widget-heading\" data-id=\"203b11d\" 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\">Geometallurgical Modeling (The \"Block Model\")<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b0803e8 elementor-widget elementor-widget-text-editor\" data-id=\"b0803e8\" 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>This is the foundational database. It doesn&#8217;t just record where the ore is, but how it will behave in the plant.<\/p><p><strong>Operational Logic:<\/strong>\u00a0Software layers metallurgical data (bond work index, hardness, mineralogy) onto the 3D mine map.<\/p><div class=\"m2m-meta\"><div class=\"m2m-row-item\"><strong>Key Feature:<\/strong>\u00a0&#8220;Tracking the Grade.&#8221; It allows the mill to know exactly what is coming down the belt 30\u201360 minutes in advance, so operators can adjust water and chemical levels proactively.<\/div><\/div>\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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f5ac3cd e-flex e-con-boxed e-con e-parent\" data-id=\"f5ac3cd\" 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-f03490f elementor-widget elementor-widget-heading\" data-id=\"f03490f\" 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\">Key Players and Their Platforms<\/h5>\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-0182e17 e-flex e-con-boxed e-con e-parent\" data-id=\"0182e17\" 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-1ffc835 elementor-widget elementor-widget-text-editor\" data-id=\"1ffc835\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<table class=\"players-table\"><thead><tr><th>Empresa<\/th><th>Key Platform \/ Software<\/th><th>Primary Focus<\/th><\/tr><\/thead><tbody><tr><td>Orica<\/td><td>BlastIQ<\/td><td>The global leader in blasting. Their software focuses on digital blast optimization to ensure consistent fragmentation that reduces mill &#8220;choke&#8221; events.<\/td><\/tr><tr><td>Hexagon Mining<\/td><td>Mine-to-Process (M2P)<\/td><td>They own Split Engineering, the industry standard for fragmentation analysis. Their suite links mine planning directly to processing sensors.<\/td><\/tr><tr><td>Metso Outotec<\/td><td>Geminex<\/td><td>Focuses on the &#8220;Mill&#8221; end. They provide Advanced Process Control (APC) that adjusts grinding circuits based on the incoming ore data received from the mine.<\/td><\/tr><tr><td>Dassault Syst\u00e8mes<\/td><td>GEOVIA (Surpac\/MineSched)<\/td><td>Specialized in the 3D modeling and short-term scheduling that ensures the right &#8220;blend&#8221; of ore is delivered to the plant at the right time.<\/td><\/tr><tr><td>RPMGlobal<\/td><td>XECUTE<\/td><td>An ultra-short-term planning tool. It manages the &#8220;live&#8221; schedule of trucks and shovels to ensure the plant never runs out of feed (Buffer Management).<\/td><\/tr><tr><td>Maptek<\/td><td>BlastLogic<\/td><td>A high-performance blast accuracy system that reconciles &#8220;as-designed&#8221; blasts vs. &#8220;as-built&#8221; blasts to identify why fragmentation might be failing.<\/td><\/tr><\/tbody><\/table>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b63cfcc e-flex e-con-boxed e-con e-parent\" data-id=\"b63cfcc\" 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-e4f4493 elementor-widget elementor-widget-heading\" data-id=\"e4f4493\" 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\">How They Operate: The \"Feedback Loop\"<\/h5>\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-a216f18 e-flex e-con-boxed e-con e-parent\" data-id=\"a216f18\" 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-b26a19d elementor-widget elementor-widget-text-editor\" data-id=\"b26a19d\" 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 systems typically operate in a continuous cycle across three departments:<\/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-1aba8bc elementor-widget elementor-widget-html\" data-id=\"1aba8bc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"flow-wrap\">\r\n\r\n  <div class=\"flow-step\">\r\n    <div class=\"flow-dot\">\u26cf\ufe0f<\/div>\r\n\r\n    <div class=\"flow-content\">\r\n      <h4>The Pit (Drill &amp; Blast)<\/h4>\r\n\r\n      <p>\r\n        Using Orica or Maptek, engineers design a blast. Sensors on the drill rigs\r\n        (Measure While Drilling - MWD) detect that the rock is harder than the\r\n        original geological model suggested. The software adjusts the explosive\r\n        load in real-time.\r\n      <\/p>\r\n    <\/div>\r\n  <\/div>\r\n\r\n  <div class=\"flow-step\">\r\n    <div class=\"flow-dot\">\ud83c\udfa5<\/div>\r\n\r\n    <div class=\"flow-content\">\r\n      <h4>The Conveyor (Fragmentation)<\/h4>\r\n\r\n      <p>\r\n        As the ore moves toward the plant, Split-Engineering cameras scan the rocks.\r\n        It detects that the \"fines\" (small particles) are lower than expected.\r\n        This data is instantly pushed to the Plant Manager.\r\n      <\/p>\r\n    <\/div>\r\n  <\/div>\r\n\r\n  <div class=\"flow-step\">\r\n    <div class=\"flow-dot\">\u2699\ufe0f<\/div>\r\n\r\n    <div class=\"flow-content\">\r\n      <h4>The Mill (Process Control)<\/h4>\r\n\r\n      <p>\r\n        The system receives the \"low fines\" alert. Because the mill will have to\r\n        work harder to grind the larger rocks, the software automatically slows\r\n        the feed rate and adjusts the ball mill's power consumption to prevent\r\n        a grind-out or circuit overload.\r\n      <\/p>\r\n    <\/div>\r\n  <\/div>\r\n\r\n<\/div>\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-bf93d24 e-flex e-con-boxed e-con e-parent\" data-id=\"bf93d24\" 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-00f8a41 elementor-widget elementor-widget-heading\" data-id=\"00f8a41\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"the-bottom-line\">The Bottom Line<\/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-8d72c7a e-flex e-con-boxed e-con e-parent\" data-id=\"8d72c7a\" 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-911e38c elementor-widget elementor-widget-text-editor\" data-id=\"911e38c\" 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>Large companies like Rio Tinto or BHP don&#8217;t use these as standalone tools. They integrate them into an Integrated Operations Center (IOC).<\/p><p>The software serves as a single source of truth, ensuring that the Mine Manager isn&#8217;t being rewarded for &#8220;cheap blasting&#8221; if that cheap blasting is causing the Mill Manager to spend double on electricity and liner wear.<\/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-18b2621 elementor-widget elementor-widget-html\" data-id=\"18b2621\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"ioc-row\">\r\n\r\n  <div class=\"ioc-item\">\r\n    <div class=\"ii-icon\">\ud83c\udfd4\ufe0f<\/div>\r\n    <div class=\"ii-title\">Mine Operations<\/div>\r\n    <div class=\"ii-sub\">Drill, blast, load, haul<\/div>\r\n  <\/div>\r\n\r\n  <div class=\"ioc-item ioc-center\">\r\n    <div class=\"ii-icon\">\ud83d\udda5\ufe0f<\/div>\r\n    <div class=\"ii-title\">Integrated Operations Centre<\/div>\r\n    <div class=\"ii-sub\">Single source of truth<\/div>\r\n  <\/div>\r\n\r\n  <div class=\"ioc-item\">\r\n    <div class=\"ii-icon\">\u2699\ufe0f<\/div>\r\n    <div class=\"ii-title\">Processing Plant<\/div>\r\n    <div class=\"ii-sub\">Crush, grind, recover<\/div>\r\n  <\/div>\r\n\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>From spare parts on the warehouse shelf to raw ore stockpiles waiting for the mill, inventory management in mining is what keeps billion-dollar operations from grinding to a halt.<\/p>","protected":false},"author":7,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[64],"tags":[],"class_list":["post-42630","post","type-post","status-publish","format-standard","hentry","category-blog"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/posts\/42630","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/comments?post=42630"}],"version-history":[{"count":8,"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/posts\/42630\/revisions"}],"predecessor-version":[{"id":42670,"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/posts\/42630\/revisions\/42670"}],"wp:attachment":[{"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/media?parent=42630"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/categories?post=42630"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.verdantis.com\/es\/wp-json\/wp\/v2\/tags?post=42630"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}