{"id":46017,"date":"2026-07-14T12:16:44","date_gmt":"2026-07-14T06:46:44","guid":{"rendered":"https:\/\/www.verdantis.com\/?p=46017"},"modified":"2026-07-17T17:04:21","modified_gmt":"2026-07-17T11:34:21","slug":"demand-planning-optimization","status":"publish","type":"post","link":"https:\/\/www.verdantis.com\/fr\/mro360\/demand-planning-optimization\/","title":{"rendered":"Planification et optimisation de la demande"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"46017\" class=\"elementor elementor-46017\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a27313b e-flex e-con-boxed e-con e-parent\" data-id=\"a27313b\" 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-00d4071 elementor-widget elementor-widget-html\" data-id=\"00d4071\" 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<style>\r\n.vd-dp-hero{font-family:'Open Sans',Arial,sans-serif;position:relative;width:100vw;margin-left:calc(50% - 50vw);margin-right:calc(50% - 50vw);background:#1A2434;color:#fff;overflow:hidden}\r\n.vd-dp-hero *{box-sizing:border-box}\r\n.vd-dp-hero__bar{height:8px;background:#FA841A}\r\n.vd-dp-hero__inner{max-width:1240px;margin:0 auto;padding:72px 24px;display:grid;grid-template-columns:1.05fr 1fr;gap:48px;align-items:center}\r\n.vd-dp-hero__eyebrow{color:#FDA300;font-size:13px;font-weight:700;letter-spacing:3px;text-transform:uppercase;margin:0 0 16px}\r\n.vd-dp-hero h1{font-family:'Roboto Slab',Georgia,serif;font-size:46px;line-height:1.1;font-weight:800;margin:0 0 20px}\r\n.vd-dp-hero p{font-size:18px;line-height:1.6;color:#C2CEE0;margin:0 0 28px;max-width:520px}\r\n.vd-dp-hero__btns{display:flex;gap:14px;flex-wrap:wrap}\r\n.vd-dp-hero__btn{display:inline-block;padding:14px 26px;border-radius:6px;font-weight:700;font-size:15px;text-decoration:none}\r\n.vd-dp-hero__btn--p{background:#FA841A;color:#1A2434}\r\n.vd-dp-hero__btn--g{border:1px solid #3a4759;color:#fff}\r\n.vd-dp-hero__screen{background:#0f1723;border:1px solid #2a3648;border-radius:12px;box-shadow:0 24px 60px rgba(0,0,0,.45);overflow:hidden}\r\n.vd-dp-hero__chrome{display:flex;align-items:center;gap:6px;padding:12px 14px;background:#131e2c;border-bottom:1px solid #2a3648}\r\n.vd-dp-hero__dot{width:10px;height:10px;border-radius:50%}\r\n.vd-dp-hero__ct{margin-left:12px;font-size:12px;color:#7d8a9c}\r\n.vd-dp-hero__body{padding:20px}\r\n.vd-dp-hero__row{display:flex;justify-content:space-between;align-items:baseline;margin-bottom:14px}\r\n.vd-dp-hero__row h4{margin:0;font-size:14px;color:#fff;font-weight:700}\r\n.vd-dp-hero__pill{font-size:11px;font-weight:700;color:#1A2434;background:#FFC619;padding:3px 9px;border-radius:20px}\r\n.vd-dp-hero__chart{display:flex;align-items:flex-end;gap:8px;height:130px;padding:10px 0 0}\r\n.vd-dp-hero__bcol{flex:1;height:100%;display:flex;flex-direction:column;justify-content:flex-end;gap:2px}\r\n.vd-dp-hero__b1{background:#3a4c66;border-radius:3px 3px 0 0}\r\n.vd-dp-hero__b2{background:#004DA9;border-radius:3px 3px 0 0}\r\n.vd-dp-hero__stats{display:flex;gap:10px;margin-top:16px;border-top:1px solid #2a3648;padding-top:16px}\r\n.vd-dp-hero__stat{flex:1}\r\n.vd-dp-hero__stat b{display:block;font-family:'Roboto Slab',Georgia,serif;font-size:20px;color:#FFC619}\r\n.vd-dp-hero__stat span{font-size:10px;color:#8a93a0}\r\n.vd-dp-hero__legend{display:flex;gap:16px;font-size:10px;color:#8a93a0;margin-top:12px}\r\n.vd-dp-hero__key{display:inline-block;width:10px;height:10px;border-radius:2px;margin-right:5px;vertical-align:middle}\r\n@media(max-width:860px){.vd-dp-hero__inner{grid-template-columns:1fr;padding:48px 20px}.vd-dp-hero h1{font-size:34px}}\r\n<\/style>\r\n<section class=\"vd-dp-hero\">\r\n  <div class=\"vd-dp-hero__bar\"><\/div>\r\n  <div class=\"vd-dp-hero__inner\">\r\n    <div>\r\n      <p class=\"vd-dp-hero__eyebrow\">MRO360 \u00b7 Spare Parts Intelligence<\/p>\r\n      <h1 id=\"demand-planning-and-optimization\">Demand Planning and Optimization<\/h1>\r\n      <p>Forecast spare parts and consumables demand at plant and network level. MRO360 is an AI-native intelligence layer that works above your existing ERP, CMMS, or EAM. No replacement required.<\/p>\r\n      <div class=\"vd-dp-hero__btns\">\r\n        <a class=\"vd-dp-hero__btn vd-dp-hero__btn--p\" href=\"https:\/\/www.verdantis.com\/get-a-free-demo\/\">Obtenez une d\u00e9mo gratuite<\/a>\r\n        <a class=\"vd-dp-hero__btn vd-dp-hero__btn--g\" href=\"https:\/\/www.verdantis.com\/mro360\/\">Explore MRO360<\/a>\r\n      <\/div>\r\n    <\/div>\r\n    <div class=\"vd-dp-hero__screen\" aria-hidden=\"true\">\r\n      <div class=\"vd-dp-hero__chrome\">\r\n        <span class=\"vd-dp-hero__dot\" style=\"background:#FA841A\"><\/span>\r\n        <span class=\"vd-dp-hero__dot\" style=\"background:#FDA300\"><\/span>\r\n        <span class=\"vd-dp-hero__dot\" style=\"background:#3a4c66\"><\/span>\r\n        <span class=\"vd-dp-hero__ct\">MRO360 \u00b7 Demand Forecast \u00b7 Plant NA-02<\/span>\r\n      <\/div>\r\n      <div class=\"vd-dp-hero__body\">\r\n        <div class=\"vd-dp-hero__row\"><h4>Forecast vs Historical Consumption<\/h4><span class=\"vd-dp-hero__pill\">AI-adjusted<\/span><\/div>\r\n        <div class=\"vd-dp-hero__chart\">\r\n          <div class=\"vd-dp-hero__bcol\"><div class=\"vd-dp-hero__b2\" style=\"height:38%\"><\/div><div class=\"vd-dp-hero__b1\" style=\"height:20%\"><\/div><\/div>\r\n          <div class=\"vd-dp-hero__bcol\"><div class=\"vd-dp-hero__b2\" style=\"height:52%\"><\/div><div class=\"vd-dp-hero__b1\" style=\"height:24%\"><\/div><\/div>\r\n          <div class=\"vd-dp-hero__bcol\"><div class=\"vd-dp-hero__b2\" style=\"height:44%\"><\/div><div class=\"vd-dp-hero__b1\" style=\"height:30%\"><\/div><\/div>\r\n          <div class=\"vd-dp-hero__bcol\"><div class=\"vd-dp-hero__b2\" style=\"height:70%\"><\/div><div class=\"vd-dp-hero__b1\" style=\"height:26%\"><\/div><\/div>\r\n          <div class=\"vd-dp-hero__bcol\"><div class=\"vd-dp-hero__b2\" style=\"height:58%\"><\/div><div class=\"vd-dp-hero__b1\" style=\"height:34%\"><\/div><\/div>\r\n          <div class=\"vd-dp-hero__bcol\"><div class=\"vd-dp-hero__b2\" style=\"height:80%\"><\/div><div class=\"vd-dp-hero__b1\" style=\"height:30%\"><\/div><\/div>\r\n        <\/div>\r\n        <div class=\"vd-dp-hero__legend\">\r\n          <span><span class=\"vd-dp-hero__key\" style=\"background:#004DA9\"><\/span>Forecast<\/span>\r\n          <span><span class=\"vd-dp-hero__key\" style=\"background:#3a4c66\"><\/span>Historical baseline<\/span>\r\n        <\/div>\r\n        <div class=\"vd-dp-hero__stats\">\r\n          <div class=\"vd-dp-hero__stat\"><b>1,284<\/b><span>SKUs forecast<\/span><\/div>\r\n          <div class=\"vd-dp-hero__stat\"><b>92%<\/b><span>Fill rate target<\/span><\/div>\r\n          <div class=\"vd-dp-hero__stat\"><b>7<\/b><span>Reorder alerts<\/span><\/div>\r\n        <\/div>\r\n      <\/div>\r\n    <\/div>\r\n  <\/div>\r\n<\/section>\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-ef066e5 e-flex e-con-boxed e-con e-parent\" data-id=\"ef066e5\" 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-65894bd elementor-widget elementor-widget-html\" data-id=\"65894bd\" 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<style>\n.vd-dp-def{font-family:'Open Sans',Arial,sans-serif;width:100vw;margin-left:calc(50% - 50vw);margin-right:calc(50% - 50vw);background:#fff;padding:72px 0}\n.vd-dp-def *{box-sizing:border-box}\n.vd-dp-def__inner{max-width:1240px;margin:0 auto;padding:0 24px;display:grid;grid-template-columns:1.3fr 1fr;gap:48px;align-items:start}\n.vd-dp-def h2{font-family:'Roboto Slab',Georgia,serif;font-size:34px;line-height:1.2;color:#1A2434;font-weight:800;margin:0 0 20px}\n.vd-dp-def p{font-size:17px;line-height:1.7;color:#3a4453;margin:0 0 18px}\n.vd-dp-def a{color:#004DA9;font-weight:600;text-decoration:none;border-bottom:1px solid #cfe0f2}\n.vd-dp-def__lead{font-size:19px;color:#1A2434;font-weight:600;border-left:4px solid #FA841A;padding-left:18px;margin-bottom:26px}\n.vd-dp-def__box{background:#F4F7FB;border:1px solid #E1E3E7;border-radius:12px;padding:28px}\n.vd-dp-def__box h3{font-family:'Roboto Slab',Georgia,serif;font-size:19px;color:#024089;margin:0 0 14px}\n.vd-dp-def__box ul{margin:0;padding:0;list-style:none}\n.vd-dp-def__box li{position:relative;padding:0 0 14px 26px;font-size:15px;line-height:1.55;color:#3a4453}\n.vd-dp-def__box li:last-child{padding-bottom:0}\n.vd-dp-def__box li::before{content:\"\";position:absolute;left:0;top:6px;width:12px;height:12px;border-radius:3px;background:#FDA300}\n@media(max-width:860px){.vd-dp-def__inner{grid-template-columns:1fr;gap:32px}.vd-dp-def h2{font-size:28px}}\n<\/style>\n<section class=\"vd-dp-def\">\n  <div class=\"vd-dp-def__inner\">\n    <div>\n      <h2 id=\"what-is-demand-planning\">What Is Demand Planning?<\/h2>\n      <p class=\"vd-dp-def__lead\">Demand planning is the process of forecasting how much of an item an operation will consume over a future period, so the right quantity is available at the right place and time without tying up excess capital.<\/p>\n      <p>In finished-goods supply chains, demand planning predicts what customers will buy. In maintenance operations, the item being forecast is not a product for sale. It is the spare part or consumable a plant needs to keep equipment running.<\/p>\n      <p>That difference matters. Spare parts demand is intermittent, driven by failures and maintenance schedules rather than steady sales. A single part can be critical at one plant and routine at another. Standard sales forecasting models miss this, which is why generic tools tend to over-stock some items and leave stockout exposure on others.<\/p>\n      <p>Good spare parts demand planning connects consumption history, the maintenance calendar, asset criticality, and supplier lead times into one forecast. It then feeds directly into stocking decisions like <a href=\"https:\/\/www.verdantis.com\/mro-inventory-management\/\">inventory levels and reorder points<\/a>.<\/p>\n    <\/div>\n    <aside class=\"vd-dp-def__box\">\n      <h3 id=\"why-spare-parts-demand-is-different\">Why spare parts demand is different<\/h3>\n      <ul>\n        <li>Consumption is intermittent and event-driven, not steady like retail sales.<\/li>\n        <li>The same part carries a different criticality score at different plants based on local context.<\/li>\n        <li>Emergency and planned demand behave differently and should be forecast separately.<\/li>\n        <li>Lead times are often long and specialized, so an error costs downtime, not just a lost sale.<\/li>\n      <\/ul>\n    <\/aside>\n  <\/div>\n<\/section>\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-42b4f3d e-flex e-con-boxed e-con e-parent\" data-id=\"42b4f3d\" 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-f323a13 elementor-widget elementor-widget-html\" data-id=\"f323a13\" 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<style>\n.vd-dp-models{font-family:'Open Sans',Arial,sans-serif;width:100vw;margin-left:calc(50% - 50vw);margin-right:calc(50% - 50vw);background:#F4F7FB;padding:72px 0}\n.vd-dp-models *{box-sizing:border-box}\n.vd-dp-models__inner{max-width:1240px;margin:0 auto;padding:0 24px}\n.vd-dp-models__head{max-width:720px;margin:0 auto 44px;text-align:center}\n.vd-dp-models h2{font-family:'Roboto Slab',Georgia,serif;font-size:34px;color:#1A2434;font-weight:800;margin:0 0 14px}\n.vd-dp-models__head p{font-size:17px;line-height:1.6;color:#3a4453;margin:0}\n.vd-dp-models__grid{display:grid;grid-template-columns:repeat(2,1fr);gap:22px}\n.vd-dp-models__card{background:#fff;border:1px solid #E1E3E7;border-radius:12px;padding:28px;position:relative}\n.vd-dp-models__card--feat{border:2px solid #FA841A}\n.vd-dp-models__tag{position:absolute;top:-11px;right:20px;background:#FA841A;color:#1A2434;font-size:11px;font-weight:700;letter-spacing:1px;text-transform:uppercase;padding:4px 12px;border-radius:20px}\n.vd-dp-models__num{font-family:'Roboto Slab',Georgia,serif;font-size:14px;font-weight:800;color:#004DA9;letter-spacing:2px}\n.vd-dp-models__card h3{font-family:'Roboto Slab',Georgia,serif;font-size:20px;color:#1A2434;margin:8px 0 12px}\n.vd-dp-models__card p{font-size:15px;line-height:1.6;color:#3a4453;margin:0}\n.vd-dp-models__card p b{color:#024089}\n@media(max-width:760px){.vd-dp-models__grid{grid-template-columns:1fr}.vd-dp-models h2{font-size:28px}}\n<\/style>\n<section class=\"vd-dp-models\">\n  <div class=\"vd-dp-models__inner\">\n    <div class=\"vd-dp-models__head\">\n      <h2 id=\"demand-planning-models\">Demand Planning Models<\/h2>\n      <p>No single model fits every part. Strong spare parts planning layers several models and lets context decide which signal leads.<\/p>\n    <\/div>\n    <div class=\"vd-dp-models__grid\">\n      <div class=\"vd-dp-models__card\">\n        <span class=\"vd-dp-models__num\">01<\/span>\n        <h3 id=\"statistical-and-time-series\">Statistical and time-series<\/h3>\n        <p>Projects future consumption from historical usage using moving averages, exponential smoothing, and trend or seasonal decomposition. <b>Best for<\/b> predictable, fast-moving parts with steady demand history.<\/p>\n      <\/div>\n      <div class=\"vd-dp-models__card\">\n        <span class=\"vd-dp-models__num\">02<\/span>\n        <h3 id=\"consumption-based-planning\">Consumption-based planning<\/h3>\n        <p>Ties forecast to actual material movement and production volumes, closer to how MRP and consumption-based planning work in ERP. <b>Best for<\/b> parts whose usage scales with production ramp-up.<\/p>\n      <\/div>\n      <div class=\"vd-dp-models__card\">\n        <span class=\"vd-dp-models__num\">03<\/span>\n        <h3 id=\"abc-xyz-classification\">ABC-XYZ classification<\/h3>\n        <p>Segments parts by value (ABC) and demand variability (XYZ), so stocking policy matches each segment instead of one blanket rule. <b>Best for<\/b> right-sizing safety stock across a large catalog.<\/p>\n      <\/div>\n      <div class=\"vd-dp-models__card vd-dp-models__card--feat\">\n        <span class=\"vd-dp-models__tag\">MRO360<\/span>\n        <span class=\"vd-dp-models__num\">04<\/span>\n        <h3 id=\"ai-native-dual-engine\">AI-native dual-engine<\/h3>\n        <p>A statistical engine sets the structural baseline. An AI engine adds context and pattern recognition: turnaround spikes, correlated failures, and maintenance-calendar signals. <b>Best for<\/b> intermittent, event-driven spare parts demand.<\/p>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/section>\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-d8c1bde e-flex e-con-boxed e-con e-parent\" data-id=\"d8c1bde\" 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-a1d4666 elementor-widget elementor-widget-html\" data-id=\"a1d4666\" 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<style>\n.vd-dp-tech{font-family:'Open Sans',Arial,sans-serif;width:100vw;margin-left:calc(50% - 50vw);margin-right:calc(50% - 50vw);background:#fff;padding:72px 0}\n.vd-dp-tech *{box-sizing:border-box}\n.vd-dp-tech__inner{max-width:1240px;margin:0 auto;padding:0 24px;display:grid;grid-template-columns:1fr 1.1fr;gap:48px;align-items:center}\n.vd-dp-tech h2{font-family:'Roboto Slab',Georgia,serif;font-size:34px;color:#1A2434;font-weight:800;margin:0 0 22px}\n.vd-dp-tech__item{display:flex;gap:16px;margin-bottom:22px}\n.vd-dp-tech__ic{flex:none;width:40px;height:40px;border-radius:8px;background:#FFF1E0;color:#FA841A;display:flex;align-items:center;justify-content:center;font-family:'Roboto Slab',Georgia,serif;font-weight:800;font-size:17px}\n.vd-dp-tech__item h3{font-size:16px;color:#1A2434;margin:2px 0 6px;font-weight:700}\n.vd-dp-tech__item p{font-size:15px;line-height:1.55;color:#3a4453;margin:0}\n.vd-dp-tech__screen{background:#fff;border:1px solid #E1E3E7;border-radius:12px;box-shadow:0 18px 44px rgba(26,36,52,.12);overflow:hidden}\n.vd-dp-tech__bar{background:#1A2434;color:#fff;padding:14px 18px;font-size:13px;font-weight:700;display:flex;justify-content:space-between;align-items:center}\n.vd-dp-tech__bar span{color:#FFC619;font-size:11px;font-weight:700}\n.vd-dp-tech__thead,.vd-dp-tech__trow{display:grid;grid-template-columns:1.6fr 1fr 1fr 0.9fr;gap:8px;padding:12px 18px;align-items:center}\n.vd-dp-tech__thead{background:#F4F7FB;font-size:11px;font-weight:700;letter-spacing:.5px;text-transform:uppercase;color:#6b7688}\n.vd-dp-tech__trow{border-top:1px solid #eef1f5;font-size:13px;color:#1A2434}\n.vd-dp-tech__part{font-weight:600}\n.vd-dp-tech__part small{display:block;font-weight:400;color:#8a93a0;font-size:11px}\n.vd-dp-tech__badge{font-size:11px;font-weight:700;padding:3px 9px;border-radius:20px;text-align:center}\n.vd-dp-tech__b-p{background:#E1EEFC;color:#024089}\n.vd-dp-tech__b-c{background:#FFF1E0;color:#B85E00}\n.vd-dp-tech__b-e{background:#FDECEC;color:#B42318}\n.vd-dp-tech__flag{font-weight:700}\n.vd-dp-tech__flag.ok{color:#2E7D32}\n.vd-dp-tech__flag.warn{color:#B85E00}\n@media(max-width:860px){.vd-dp-tech__inner{grid-template-columns:1fr;gap:34px}.vd-dp-tech h2{font-size:28px}.vd-dp-tech__thead,.vd-dp-tech__trow{grid-template-columns:1.6fr 1fr 0.9fr;}.vd-dp-tech__hide{display:none}}\n<\/style>\n<section class=\"vd-dp-tech\">\n  <div class=\"vd-dp-tech__inner\">\n    <div>\n      <h2 id=\"demand-planning-techniques\">Demand Planning Techniques<\/h2>\n      <div class=\"vd-dp-tech__item\">\n        <div class=\"vd-dp-tech__ic\">A<\/div>\n        <div><h3 id=\"segment-demand-by-maintenance-type\">Segment demand by maintenance type<\/h3><p>Forecast planned, corrective, and emergency demand independently. Each behaves differently and blending them hides risk.<\/p><\/div>\n      <\/div>\n      <div class=\"vd-dp-tech__item\">\n        <div class=\"vd-dp-tech__ic\">B<\/div>\n        <div><h3 id=\"let-the-maintenance-calendar-drive-the-forecast\">Let the maintenance calendar drive the forecast<\/h3><p>Upcoming turnarounds and PM schedules shape demand more than a rolling historical average ever will.<\/p><\/div>\n      <\/div>\n      <div class=\"vd-dp-tech__item\">\n        <div class=\"vd-dp-tech__ic\">C<\/div>\n        <div><h3 id=\"right-size-safety-stock-to-variability\">Right-size safety stock to variability<\/h3><p>Hold buffer aggressively for critical, high-variability parts and conservatively for stable, low-criticality items.<\/p><\/div>\n      <\/div>\n      <div class=\"vd-dp-tech__item\">\n        <div class=\"vd-dp-tech__ic\">D<\/div>\n        <div><h3 id=\"capture-every-override-to-improve-accuracy\">Capture every override to improve accuracy<\/h3><p>When a planner adjusts a forecast, the correction is logged and fed back so the model learns your operating context.<\/p><\/div>\n      <\/div>\n    <\/div>\n    <div class=\"vd-dp-tech__screen\" aria-hidden=\"true\">\n      <div class=\"vd-dp-tech__bar\">Forecast Review \u00b7 Q3 \u00b7 Plant NA-02 <span>92% fill target<\/span><\/div>\n      <div class=\"vd-dp-tech__thead\"><div>Part<\/div><div>Type<\/div><div class=\"vd-dp-tech__hide\">Forecast qty<\/div><div>Status<\/div><\/div>\n      <div class=\"vd-dp-tech__trow\"><div class=\"vd-dp-tech__part\">HP seal, P-101A<small>SKU 4471-22<\/small><\/div><div><span class=\"vd-dp-tech__badge vd-dp-tech__b-c\">Corrective<\/span><\/div><div class=\"vd-dp-tech__hide\">48<\/div><div class=\"vd-dp-tech__flag ok\">In stock<\/div><\/div>\n      <div class=\"vd-dp-tech__trow\"><div class=\"vd-dp-tech__part\">Bearing 6208-2RS<small>SKU 3390-08<\/small><\/div><div><span class=\"vd-dp-tech__badge vd-dp-tech__b-p\">Planned<\/span><\/div><div class=\"vd-dp-tech__hide\">120<\/div><div class=\"vd-dp-tech__flag ok\">In stock<\/div><\/div>\n      <div class=\"vd-dp-tech__trow\"><div class=\"vd-dp-tech__part\">Gasket set, C-204<small>SKU 5120-11<\/small><\/div><div><span class=\"vd-dp-tech__badge vd-dp-tech__b-e\">Emergency<\/span><\/div><div class=\"vd-dp-tech__hide\">16<\/div><div class=\"vd-dp-tech__flag warn\">Reorder<\/div><\/div>\n      <div class=\"vd-dp-tech__trow\"><div class=\"vd-dp-tech__part\">Motor coupling M-77<small>SKU 2210-45<\/small><\/div><div><span class=\"vd-dp-tech__badge vd-dp-tech__b-p\">Planned<\/span><\/div><div class=\"vd-dp-tech__hide\">32<\/div><div class=\"vd-dp-tech__flag warn\">Transfer<\/div><\/div>\n    <\/div>\n  <\/div>\n<\/section>\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-3e9b5bf e-flex e-con-boxed e-con e-parent\" data-id=\"3e9b5bf\" 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-0a59fe8 elementor-widget elementor-widget-html\" data-id=\"0a59fe8\" 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<style>\n.vd-dp-how{font-family:'Open Sans',Arial,sans-serif;width:100vw;margin-left:calc(50% - 50vw);margin-right:calc(50% - 50vw);background:#1A2434;color:#fff;padding:76px 0}\n.vd-dp-how *{box-sizing:border-box}\n.vd-dp-how__inner{max-width:1240px;margin:0 auto;padding:0 24px}\n.vd-dp-how__head{max-width:760px;margin:0 0 40px}\n.vd-dp-how h2{font-family:'Roboto Slab',Georgia,serif;font-size:34px;font-weight:800;margin:0 0 14px}\n.vd-dp-how__head p{font-size:17px;line-height:1.6;color:#C2CEE0;margin:0}\n.vd-dp-how__grid{display:grid;grid-template-columns:1.15fr 1fr;gap:40px;align-items:center}\n.vd-dp-how__screen{background:#0f1723;border:1px solid #2a3648;border-radius:12px;overflow:hidden}\n.vd-dp-how__chrome{display:flex;align-items:center;gap:6px;padding:12px 14px;background:#131e2c;border-bottom:1px solid #2a3648}\n.vd-dp-how__dot{width:10px;height:10px;border-radius:50%}\n.vd-dp-how__ct{margin-left:12px;font-size:12px;color:#7d8a9c}\n.vd-dp-how__svgwrap{padding:20px 20px 8px}\n.vd-dp-how__note{display:flex;gap:18px;font-size:11px;color:#8a93a0;padding:0 20px 8px}\n.vd-dp-how__key{display:inline-block;width:14px;height:3px;border-radius:2px;margin-right:6px;vertical-align:middle}\n.vd-dp-how__panel{border-top:1px solid #2a3648;padding:16px 20px;display:flex;gap:14px;justify-content:space-between;align-items:center}\n.vd-dp-how__panel div span{display:block;font-size:10px;color:#8a93a0}\n.vd-dp-how__panel div b{font-family:'Roboto Slab',Georgia,serif;font-size:18px;color:#FFC619}\n.vd-dp-how__cta{display:inline-block;background:#FA841A;color:#1A2434;font-weight:700;font-size:12px;padding:10px 16px;border-radius:6px;text-decoration:none}\n.vd-dp-how__points p{font-size:16px;line-height:1.6;color:#dbe3ee;margin:0 0 16px;padding-left:22px;position:relative}\n.vd-dp-how__points p::before{content:\"\";position:absolute;left:0;top:8px;width:12px;height:12px;background:#FDA300;border-radius:3px}\n.vd-dp-how__points a{color:#7fb2ee;font-weight:600;text-decoration:none}\n.vd-dp-how__stats{display:grid;grid-template-columns:repeat(3,1fr);gap:20px;margin-top:52px;border-top:1px solid #2a3648;padding-top:36px}\n.vd-dp-how__stat b{display:block;font-family:'Roboto Slab',Georgia,serif;font-size:38px;color:#FFC619;line-height:1}\n.vd-dp-how__stat span{display:block;font-size:14px;color:#C2CEE0;margin-top:8px}\n.vd-dp-how__disc{font-size:12px;color:#6b7688;margin-top:20px}\n@media(max-width:860px){.vd-dp-how__grid{grid-template-columns:1fr;gap:30px}.vd-dp-how h2{font-size:28px}.vd-dp-how__stats{grid-template-columns:1fr;gap:26px;text-align:center}}\n<\/style>\n<section class=\"vd-dp-how\">\n  <div class=\"vd-dp-how__inner\">\n    <div class=\"vd-dp-how__head\">\n      <h2 id=\"how-mro360-approaches-demand-planning\">How MRO360 Approaches Demand Planning<\/h2>\n      <p>MRO360 pairs a statistical baseline with an AI-native engine, then acts on the result across your network. It reads directly from your ERP, CMMS, or EAM, so there is nothing to rip out.<\/p>\n    <\/div>\n    <div class=\"vd-dp-how__grid\">\n      <div class=\"vd-dp-how__screen\" aria-hidden=\"true\">\n        <div class=\"vd-dp-how__chrome\">\n          <span class=\"vd-dp-how__dot\" style=\"background:#FA841A\"><\/span>\n          <span class=\"vd-dp-how__dot\" style=\"background:#FDA300\"><\/span>\n          <span class=\"vd-dp-how__dot\" style=\"background:#3a4c66\"><\/span>\n          <span class=\"vd-dp-how__ct\">MRO360 \u00b7 Dual-Engine Forecast \u00b7 SKU 4471-22<\/span>\n        <\/div>\n        <div class=\"vd-dp-how__svgwrap\">\n          <svg viewbox=\"0 0 460 180\" width=\"100%\" height=\"auto\" role=\"img\" aria-label=\"Forecast chart\">\n            <line x1=\"30\" y1=\"150\" x2=\"440\" y2=\"150\" stroke=\"#2a3648\" stroke-width=\"1\"\/>\n            <line x1=\"30\" y1=\"20\" x2=\"30\" y2=\"150\" stroke=\"#2a3648\" stroke-width=\"1\"\/>\n            <polyline points=\"30,120 98,110 166,124 234,100 302,108 370,96 438,90\" fill=\"none\" stroke=\"#3a4c66\" stroke-width=\"2.5\"\/>\n            <polyline points=\"30,118 98,100 166,112 234,72 302,88 370,58 438,46\" fill=\"none\" stroke=\"#004DA9\" stroke-width=\"2.5\"\/>\n            <polyline points=\"234,72 302,88 370,58 438,46\" fill=\"none\" stroke=\"#FA841A\" stroke-width=\"2.5\" stroke-dasharray=\"5 4\"\/>\n            <circle cx=\"438\" cy=\"46\" r=\"4\" fill=\"#FFC619\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"vd-dp-how__note\">\n          <span><span class=\"vd-dp-how__key\" style=\"background:#3a4c66\"><\/span>Statistical baseline<\/span>\n          <span><span class=\"vd-dp-how__key\" style=\"background:#004DA9\"><\/span>AI-adjusted<\/span>\n          <span><span class=\"vd-dp-how__key\" style=\"background:#FA841A\"><\/span>Turnaround spike<\/span>\n        <\/div>\n        <div class=\"vd-dp-how__panel\">\n          <div><span>New reorder point<\/span><b>62 units<\/b><\/div>\n          <div><span>Implied inventory<\/span><b>$41,300<\/b><\/div>\n          <div><span>Est. saving vs current<\/span><b>$12,800<\/b><\/div>\n          <a class=\"vd-dp-how__cta\" href=\"https:\/\/www.verdantis.com\/get-a-free-demo\/\">Write to ERP<\/a>\n        <\/div>\n      <\/div>\n      <div class=\"vd-dp-how__points\">\n        <p>Two engines, one forecast. Statistics set the structural baseline; AI adds turnaround spikes, correlated failures, and seasonal signals.<\/p>\n        <p>Planned, corrective, and emergency demand are forecast separately, so critical exposure is never averaged away.<\/p>\n        <p>Each forecast feeds a dynamic reorder point that recalculates as criticality, lead time, and cross-site availability change.<\/p>\n        <p>Every planner override is captured and the model learns, so accuracy compounds against <a href=\"https:\/\/www.verdantis.com\/critical-spares-management\/\">your criticality framework<\/a>.<\/p>\n      <\/div>\n    <\/div>\n    <div class=\"vd-dp-how__stats\">\n      <div class=\"vd-dp-how__stat\"><b>15-30%<\/b><span>Working capital released on first deployment<\/span><\/div>\n      <div class=\"vd-dp-how__stat\"><b>50-70%<\/b><span>Emergency and unplanned procurement spend reduced within 12 months<\/span><\/div>\n      <div class=\"vd-dp-how__stat\"><b>8-12 wks<\/b><span>Time to deploy above your existing systems<\/span><\/div>\n    <\/div>\n    <p class=\"vd-dp-how__disc\">Figures reflect anticipated MRO360 outcome ranges across asset-intensive deployments. Actual results vary by data quality, catalog size, and operating context.<\/p>\n  <\/div>\n<\/section>\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-ff5d28f e-flex e-con-boxed e-con e-parent\" data-id=\"ff5d28f\" 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-ff9a07f elementor-widget elementor-widget-html\" data-id=\"ff9a07f\" 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<style>\n.vd-dp-cta{font-family:'Open Sans',Arial,sans-serif;width:100vw;margin-left:calc(50% - 50vw);margin-right:calc(50% - 50vw);background:#F4F7FB;padding:72px 0}\n.vd-dp-cta *{box-sizing:border-box}\n.vd-dp-cta__inner{max-width:1240px;margin:0 auto;padding:0 24px}\n.vd-dp-cta__band{background:#024089;border-radius:14px;padding:48px;display:grid;grid-template-columns:1.4fr auto;gap:30px;align-items:center;color:#fff}\n.vd-dp-cta__band h2{font-family:'Roboto Slab',Georgia,serif;font-size:28px;margin:0 0 10px;font-weight:800}\n.vd-dp-cta__band p{font-size:16px;line-height:1.6;color:#cfe0f2;margin:0;max-width:560px}\n.vd-dp-cta__btn{display:inline-block;background:#FA841A;color:#1A2434;font-weight:700;font-size:16px;padding:16px 30px;border-radius:8px;text-decoration:none;white-space:nowrap}\n.vd-dp-cta__rel{margin-top:48px}\n.vd-dp-cta__rel h3{font-family:'Roboto Slab',Georgia,serif;font-size:15px;letter-spacing:2px;text-transform:uppercase;color:#6b7688;margin:0 0 20px}\n.vd-dp-cta__grid{display:grid;grid-template-columns:repeat(3,1fr);gap:20px}\n.vd-dp-cta__link{display:block;background:#fff;border:1px solid #E1E3E7;border-radius:10px;padding:24px;text-decoration:none;transition:border-color .2s}\n.vd-dp-cta__link:hover{border-color:#FA841A}\n.vd-dp-cta__link span{font-size:12px;font-weight:700;letter-spacing:1px;text-transform:uppercase;color:#FA841A}\n.vd-dp-cta__link h4{font-family:'Roboto Slab',Georgia,serif;font-size:18px;color:#1A2434;margin:10px 0 6px}\n.vd-dp-cta__link p{font-size:14px;line-height:1.5;color:#3a4453;margin:0}\n@media(max-width:820px){.vd-dp-cta__band{grid-template-columns:1fr;text-align:center}.vd-dp-cta__grid{grid-template-columns:1fr}}\n<\/style>\n<section class=\"vd-dp-cta\">\n  <div class=\"vd-dp-cta__inner\">\n    <div class=\"vd-dp-cta__band\">\n      <div>\n        <h2 id=\"see-spare-parts-demand-planning-on-your-own-data\">See spare parts demand planning on your own data<\/h2>\n        <p>Bring one plant's material master and consumption history. We will show you the forecast, the reorder points, and the working capital sitting idle in your storerooms.<\/p>\n      <\/div>\n      <a class=\"vd-dp-cta__btn\" href=\"https:\/\/www.verdantis.com\/get-a-free-demo\/\">Obtenez une d\u00e9mo gratuite<\/a>\n    <\/div>\n    <div class=\"vd-dp-cta__rel\">\n      <h3 id=\"related-reading\">Related reading<\/h3>\n      <div class=\"vd-dp-cta__grid\">\n        <a class=\"vd-dp-cta__link\" href=\"https:\/\/www.verdantis.com\/mro360\/\">\n          <span>Platform<\/span><h4>MRO360<\/h4>\n          <p>The AI-native intelligence layer for maintenance and reliability operations.<\/p>\n        <\/a>\n        <a class=\"vd-dp-cta__link\" href=\"https:\/\/www.verdantis.com\/mro-inventory-management\/\">\n          <span>Inventory<\/span><h4>Gestion des stocks MRO<\/h4>\n          <p>Set stock levels and reorder points that reflect real consumption and criticality.<\/p>\n        <\/a>\n        <a class=\"vd-dp-cta__link\" href=\"https:\/\/www.verdantis.com\/critical-spares-management\/\">\n          <span>Criticit\u00e9<\/span><h4>Critical Spares Management<\/h4>\n          <p>Score parts at the SKU level so demand planning protects what actually matters.<\/p>\n        <\/a>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/section>\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>MRO360 \u00b7 Spare Parts Intelligence Demand Planning and Optimization Forecast spare parts and consumables demand at plant and network level. MRO360 is an AI-native intelligence layer that works above your existing ERP, CMMS, or EAM. No replacement required. Get a free demo Explore MRO360 MRO360 \u00b7 Demand Forecast \u00b7 Plant NA-02 Forecast vs Historical Consumption [&hellip;]<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[308],"tags":[],"class_list":["post-46017","post","type-post","status-publish","format-standard","hentry","category-page"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/posts\/46017","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/comments?post=46017"}],"version-history":[{"count":5,"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/posts\/46017\/revisions"}],"predecessor-version":[{"id":46030,"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/posts\/46017\/revisions\/46030"}],"wp:attachment":[{"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/media?parent=46017"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/categories?post=46017"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/tags?post=46017"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}