{"id":25659,"date":"2026-07-19T01:10:42","date_gmt":"2026-07-18T23:10:42","guid":{"rendered":"https:\/\/kcpdynamics.com\/how-to-use-copilot-to-optimize-production-in-dynamics-365-finance-operations\/"},"modified":"2026-07-19T01:10:42","modified_gmt":"2026-07-18T23:10:42","slug":"how-to-use-copilot-to-optimize-production-in-dynamics-365-finance-operations","status":"publish","type":"post","link":"https:\/\/kcpdynamics.com\/en\/how-to-use-copilot-to-optimize-production-in-dynamics-365-finance-operations\/","title":{"rendered":"How to Use Copilot to Optimize Production in Dynamics 365 Finance &#038; Operations"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"25659\" class=\"elementor elementor-25659 elementor-24566 elementor-bc-flex-widget\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-76e26d76 e-flex e-con-boxed e-con e-parent\" data-id=\"76e26d76\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-37704f47 elementor-widget elementor-widget-text-editor\" data-id=\"37704f47\" 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>Today we want to give you a <strong>clear and practical overview<\/strong> of <strong>Copilot applied to production planning in Microsoft Dynamics 365 Finance &amp; Operations (F&amp;O) \/ Supply Chain Management (SCM)<\/strong>. We will explain what it brings to the table, how it is used day to day, and how it coexists with your MRP (Material Requirements Planning) and Planning Optimization.<\/p><p>Our goal is that, by the end of this article, you understand the basic data flow, <strong>the advantages and disadvantages of using Copilot<\/strong>, the roadmap for its phased implementation, and the key indicators to measure results. We aim to provide <strong>simple and actionable criteria to decide where to start<\/strong>, how to prioritize, and what to expect from Copilot without losing control over service, cost, and risk.<\/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-b50ff77b elementor-widget elementor-widget-heading\" data-id=\"b50ff77b\" 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\">What Copilot is in production planning (and what it is not)<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2cff4297 elementor-widget elementor-widget-text-editor\" data-id=\"2cff4297\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>When we talk about <strong>Copilot applied to production planning in Microsoft Dynamics 365 Finance &amp; Operations (F&amp;O) \/ Supply Chain Management (SCM)<\/strong>, we are referring to an <strong>intelligent assistant<\/strong> that leverages the functionalities already existing in the system. Its function is not to replace MRP (Material Requirements Planning) or the Planning Optimization engine, but to interpret their results, explain them in understandable language, and translate complex data into concrete, prioritized recommendations. This approach allows us to transform calculations, alerts, and exception lists into <strong>clear, directly executable decisions<\/strong> within the ERP or even from Teams.<\/p><p>For example, if the system identifies that a supplier&#8217;s lead time has extended, Copilot does not perform a new material requirements calculation on its own. What it does is <strong>analyze the plan that has already been generated<\/strong> by MRP or Planning Optimization, estimate how it affects the OTIF (On Time In Full) indicator, and propose alternatives to mitigate the impact. These suggestions may include reordering the manufacturing sequence, advancing certain purchases, or evaluating substitute materials that maintain quality and service. In this way, we stop spending time locating the source of problems and can focus on <strong>selecting the best alternative<\/strong>, with all relevant information already contextualized.<\/p><p><strong>Interaction with Copilot is carried out naturally<\/strong>, by asking questions in everyday language, such as: &#8220;which orders would improve OTIF if we modify these two production orders?&#8221;. We receive reasoned responses, accompanied by the steps needed to apply each proposal. If we choose to execute a recommendation, the system automatically records the change, including the justification, the responsible person, and the moment it was approved, which facilitates <strong>decision traceability<\/strong> for audits and continuous improvement processes.<\/p><p>It is important to highlight <strong>what Copilot does not do<\/strong>: it does not recalculate materials or dates, does not generate data without backing, and in no case replaces human control and validation. Supervision always remains in our hands, thanks to the thresholds and business rules we can define to establish when to suggest, escalate, or even automate decisions under supervision.<\/p><p>To get the maximum benefit, it is essential to have <strong>well-maintained master data<\/strong>: bills of materials (BOMs) and routes that are up to date and free of obsolescences, correct calendars and realistic lead times, as well as consistent MRP parameters. With these requirements met, <strong>Copilot becomes an accelerator of the decision-making process<\/strong>, reducing the time needed to analyze reports and allowing us to focus exclusively on those actions that truly have an impact on capacity, service level, and the overall cost of operations.<\/p><section>\n  \n    .kcpc-keyidea{\n      &#8211;kcpc-blue:rgb(21,68,131);\n      &#8211;kcpc-yellow:rgb(253,198,65);\n      &#8211;kcpc-red:rgb(215,45,40);\n      &#8211;kcpc-bg:rgb(217,217,217);\n      &#8211;radius:16px; &#8211;shadow:0 10px 26px rgba(0,0,0,.08);\n      padding:26px; background:var(&#8211;kcpc-bg);\n      border-radius:var(&#8211;radius); border:1px solid rgba(21,68,131,.12)\n    }\n    \/* Encabezado centrado *\/\n    .kcpc-keyidea header{\n      display:flex; align-items:center; justify-content:center; gap:12px; margin-bottom:14px; text-align:center\n    }\n    .kcpc-keyidea h3{\n      margin:0; font-size:1.45rem; line-height:1.25; color:var(&#8211;kcpc-blue); font-weight:900\n    }\n    .kcpc-keyidea .kcpc-icon{ width:34px; height:34px; flex:0 0 34px }\n\n    \/* Hero centrada *\/\n    .kcpc-keyidea .kcpc-hero{\n      background:#fff; border-radius:14px; box-shadow:var(&#8211;shadow);\n      padding:18px; border:1px solid rgba(21,68,131,.08);\n      margin:0 auto 16px auto; max-width:900px; text-align:center\n    }\n    .kcpc-keyidea .kcpc-hero p{ margin:0; color:#1c1c1c; font-size:1.05rem }\n    .kcpc-keyidea .kcpc-hero strong{ color:#0e3769 }\n\n    \/* Badges centradas bajo la hero *\/\n    .kcpc-keyidea .kcpc-badges{\n      display:flex; flex-wrap:wrap; gap:10px; margin:14px 0 4px 0; justify-content:center\n    }\n    .kcpc-keyidea .kcpc-badge{\n      display:inline-flex; align-items:center; gap:8px;\n      border-radius:999px; padding:7px 12px; font-size:.85rem; font-weight:800\n    }\n    .kcpc-keyidea .kcpc-badge&#8211;impact{ background:rgba(253,198,65,.22); color:#4a3c00; border:1px solid rgba(253,198,65,.5) }\n    .kcpc-keyidea .kcpc-badge&#8211;control{ background:rgba(21,68,131,.09); color:var(&#8211;kcpc-blue); border:1px solid rgba(21,68,131,.3) }\n    .kcpc-keyidea .kcpc-badge&#8211;risk{ background:rgba(215,45,40,.10); color:var(&#8211;kcpc-red); border:1px solid rgba(215,45,40,.28) }\n\n    \/* Grid de tarjetas *\/\n    .kcpc-keyidea .kcpc-grid{ display:grid; grid-template-columns:repeat(3,1fr); gap:16px; margin-top:10px; max-width:1200px; margin-left:auto; margin-right:auto }\n    @media (max-width:1024px){ .kcpc-keyidea .kcpc-grid{ grid-template-columns:repeat(2,1fr) } }\n    @media (max-width:767px){ .kcpc-keyidea .kcpc-grid{ grid-template-columns:1fr } }\n    .kcpc-keyidea .kcpc-card{\n      background:#fff; border-radius:12px; border:1px solid rgba(21,68,131,.08);\n      padding:14px; box-shadow:0 6px 18px rgba(0,0,0,.06)\n    }\n    .kcpc-keyidea .kcpc-card h4{ margin:0 0 8px 0; font-size:1rem; color:var(&#8211;kcpc-blue); font-weight:800 }\n    .kcpc-keyidea .kcpc-list{ margin:0; padding-left:18px }\n    .kcpc-keyidea .kcpc-list li{ margin:6px 0 }\n  \n\n  \n    \n      \n      \n    \n    <h3><strong>Key idea<\/strong><\/h3>\n  \n\n  \n    <p>\n      With <strong>Planning Optimization<\/strong> running and <strong>master data<\/strong> in order,\n      <strong>Copilot<\/strong> turns planning into <strong>a clear and actionable conversation<\/strong> within the\n      <strong>ERP (Enterprise Resource Planning)<\/strong> and <strong>Teams<\/strong>: it brings analysis closer to decision-making, reduces latency,\n      and leaves <strong>traceability<\/strong> for auditing and reporting.\n    <\/p>\n    \n      **Direct impact:** service, cost and cash\n      **Traceability:** explained decisions\n      **Control:** human validation always\n    \n  \n\n  \n    \n      <strong>What changes day to day<\/strong>\n      <ul>\n        <li>From scattered reports to <strong>natural language summaries<\/strong>.<\/li>\n        <li>From reviewing everything to <strong>prioritizing exceptions<\/strong> with context.<\/li>\n        <li>From manual tasks to <strong>proposals ready to approve<\/strong>.<\/li>\n      <\/ul>\n    \n\n    \n      <strong>What you need to have ready<\/strong>\n      <ul>\n        <li><strong>BOMs (Bills of Materials)<\/strong>, routes, calendars and consistent <strong>lead times<\/strong>.<\/li>\n        <li>Reviewed <strong>MRP (Material Requirements Planning)<\/strong> parameters.<\/li>\n        <li>Roles and <strong>audit trail<\/strong> to record decisions.<\/li>\n      <\/ul>\n    \n\n    \n      <strong>What results to expect<\/strong>\n      <ul>\n        <li>Better <strong>OTIF (On Time In Full)<\/strong> and <strong>plan adherence<\/strong>.<\/li>\n        <li>Less <strong>WIP (Work In Progress)<\/strong> and unnecessary <strong>set-ups<\/strong>.<\/li>\n        <li>Better-planned <strong>purchasing<\/strong> and <strong>less overstock<\/strong>.<\/li>\n      <\/ul>\n    \n  \n<\/section><p>\n\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t  \n    function copyPrompt(elementId) {\n      const el = document.getElementById(elementId);\n      if (!el) return;\n      const text = el.innerText.trim();\n      if (!navigator.clipboard) {\n        const temp = document.createElement(&#039;textarea&#039;);\n        temp.value = text;\n        document.body.appendChild(temp);\n        temp.select();\n        document.execCommand(&#039;copy&#039;);\n        document.body.removeChild(temp);\n      } else {\n        navigator.clipboard.writeText(text);\n      }\n      \/\/ subtle feedback\n      const btn = event.currentTarget;\n      const original = btn.textContent;\n      btn.textContent = &#039;Copied \u2713&#039;;\n      btn.disabled = true;\n      setTimeout(() =&gt; { btn.textContent = original; btn.disabled = false; }, 1600);\n    }\n  \n\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<\/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-74aede7a elementor-widget elementor-widget-heading\" data-id=\"74aede7a\" 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\">How Copilot works in production planning optimization in Dynamics 365 Finance&amp;Operations and what data it uses<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e8787bde elementor-widget elementor-widget-text-editor\" data-id=\"e8787bde\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>When we activate <strong>Copilot<\/strong> in planning, we do not create a parallel system: we <strong>read the plan calculated by MRP (Material Requirements Planning) \/ Planning Optimization<\/strong>, together with operational signals from the <strong>ERP (Enterprise Resource Planning)<\/strong>, the <strong>MES (Manufacturing Execution System)<\/strong>, and the <strong>WMS (Warehouse Management System)<\/strong>. With that foundation, Copilot summarizes what matters, explains why it happens, and proposes actions ready to execute.<\/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-7e89ce91 elementor-widget elementor-widget-heading\" data-id=\"7e89ce91\" 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\">What is the workflow when incorporating Copilot into production planning<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65e3ebf3 elementor-widget elementor-widget-text-editor\" data-id=\"65e3ebf3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The flow is straightforward. First, we consolidate data in short windows (for example, <strong>T+15 minutes<\/strong> on critical lines) to avoid decisions based on partial information. Then, we analyze impact: if a <strong>lead time<\/strong> changes, if a <strong>capacity bottleneck<\/strong> appears, or if a <strong>demand spike<\/strong> emerges, Copilot estimates the effect on <strong>OTIF (On Time In Full)<\/strong>, deadlines, and cost. Next, it suggests alternatives (re-sequencing, advancing purchases, using substitutes) always respecting <strong>permissions<\/strong> and <strong>business rules<\/strong> of the ERP. Finally, we execute and trace: we approve in the ERP or in Teams, and it is recorded <strong>what<\/strong> was done, <strong>who<\/strong> approved it, and <strong>with what criteria<\/strong>.<\/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-6c10c5bf elementor-widget elementor-widget-heading\" data-id=\"6c10c5bf\" 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\">What data is required for Copilot to optimize production planning<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68414068 elementor-widget elementor-widget-text-editor\" data-id=\"68414068\" 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>For it to work well, we need <strong>consistent and current data<\/strong>: active <strong>BOMs (Bills of Materials)<\/strong> and routes, correct calendars, and realistic <strong>MRP parameters<\/strong>. With those minimums, Copilot <strong>accelerates the decision<\/strong>: it reduces noise, prioritizes what truly changes service or cost, and saves us time navigating endless lists. The practical result is more <strong>agile<\/strong> and <strong>explainable<\/strong> planning, with fewer urgencies and better control over capacity, inventory, and committed dates.<\/p><section>\n  \n    .kcpc-flowstrip{\n      &#8211;blue:rgb(21,68,131); &#8211;yellow:rgb(253,198,65); &#8211;red:rgb(215,45,40); &#8211;bg:rgb(217,217,217);\n      &#8211;ink:#1d1d1d; &#8211;muted:#0e3769; &#8211;radius:14px; &#8211;shadow:0 10px 28px rgba(0,0,0,.08);\n      background:var(&#8211;bg); border:1px solid rgba(21,68,131,.15); border-radius:var(&#8211;radius); padding:22px\n    }\n    .kcpc-flowstrip h3{margin:0 0 12px; text-align:center; color:var(&#8211;blue); font-weight:900; font-size:1.25rem}\n\n    \/* Rail 1\u21924 sin flechas *\/\n    .rail{display:grid; grid-template-columns:repeat(4,1fr); gap:14px}\n    .step{\n      background:#fff; border:1px solid rgba(21,68,131,.14); border-radius:12px; padding:14px;\n      box-shadow:var(&#8211;shadow); display:flex; flex-direction:column; gap:8px; 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Operations, we move from reviewing lists to <strong>making decisions with context<\/strong>.<\/p><p>Copilot relies on the plan generated by <strong>MRP (Material Requirements Planning)<\/strong> and <strong>Planning Optimization<\/strong>, and on signals from the <strong>ERP (Enterprise Resource Planning)<\/strong>, <strong>MES (Manufacturing Execution System)<\/strong>, and <strong>WMS (Warehouse Management System)<\/strong>. With that foundation, it <strong>prioritizes what impacts service and cost<\/strong>, explains why it happens, and proposes actions ready to approve and trace.<\/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-781c2e95 elementor-widget elementor-widget-heading\" data-id=\"781c2e95\" 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\">Agility in the face of exceptions<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f6b7a174 elementor-widget elementor-widget-text-editor\" data-id=\"f6b7a174\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>When a <strong>lead time<\/strong> extends or a <strong>capacity bottleneck<\/strong> arises, Copilot <strong>estimates the effect on OTIF (On Time In Full)<\/strong>, deadlines, and inventory, and presents reasoned alternatives \u2014 re-sequencing, advancing purchases, compatible substitutes \u2014 with their compared impact on <strong>service\/cost\/deadline<\/strong>. This translates into <strong>fewer urgencies<\/strong> and <strong>fewer reactive replanning events<\/strong>, greater <strong>plan reliability<\/strong>, and time freed up for higher-value tasks.<\/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-b2b31f27 elementor-widget elementor-widget-heading\" data-id=\"b2b31f27\" 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\">Operational explainability<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-da4ba809 elementor-widget elementor-widget-text-editor\" data-id=\"da4ba809\" 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>Faced with demand spikes or calendar changes, Copilot <strong>translates the complexity<\/strong> of the plan into clear language: what is happening, what options we have, and how the operational balance changes. This transparency <strong>aligns production, purchasing, logistics, and sales<\/strong> around a common narrative and facilitates coordinated execution.<\/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-ae1cb351 elementor-widget elementor-widget-heading\" data-id=\"ae1cb351\" 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\">Traceability and continuous improvement<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c604504c elementor-widget elementor-widget-text-editor\" data-id=\"c604504c\" 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>Every proposal and every approval is <strong>recorded<\/strong> \u2014 what, who, when, and with what criteria \u2014 which reinforces process control, simplifies audits, and accelerates <strong>continuous improvement<\/strong>. With consistent data and a governed process, Copilot acts as a <strong>decision accelerator<\/strong>: less time navigating information and <strong>more focus on the actions that move the needle<\/strong> in service, inventory, and costs.<\/p><section>\n  \n    .kcpc-ventajas-matriz{\n      &#8211;blue:rgb(21,68,131); &#8211;yellow:rgb(253,198,65); &#8211;red:rgb(215,45,40); &#8211;bg:rgb(217,217,217);\n      &#8211;ink:#1d1d1d; &#8211;muted:#0e3769; &#8211;radius:14px; &#8211;shadow:0 10px 28px rgba(0,0,0,.08);\n      background:var(&#8211;bg); border:1px solid rgba(21,68,131,.15); border-radius:var(&#8211;radius); padding:22px\n    }\n    .kcpc-ventajas-matriz h3{margin:0 0 12px; text-align:center; color:var(&#8211;blue); font-weight:900; font-size:1.25rem}\n    .table{\n      background:#fff; border:1px solid rgba(21,68,131,.14); border-radius:12px; overflow:hidden; box-shadow:var(&#8211;shadow)\n    }\n\n    \/* Rejilla: tres columnas con el MISMO ancho *\/\n    .thead{\n      display:grid; grid-template-columns:repeat(3,1fr);\n      background:linear-gradient(90deg, rgba(21,68,131,.08), rgba(21,68,131,.02));\n      border-bottom:1px solid rgba(21,68,131,.14)\n    }\n    .th{\n      padding:14px 12px; font-weight:900; color:var(&#8211;blue);\n      border-right:1px solid rgba(21,68,131,.08); text-align:center; \/* &lt;- centrado *\/\n    }\n    .th:last-child{border-right:none}\n\n    .row{display:grid; grid-template-columns:repeat(3,1fr); border-bottom:1px solid rgba(21,68,131,.08)}\n    .cell{padding:14px 12px; color:var(&#8211;ink); border-right:1px solid rgba(21,68,131,.06)}\n    .cell:last-child{border-right:none}\n    .k{font-weight:900; color:var(&#8211;muted)}\n\n    .neg{background:rgba(215,45,40,.06); border-left:4px solid var(&#8211;red)}\n    .pos{background:rgba(21,68,131,.06); border-left:4px solid var(&#8211;blue)}\n    .badge{display:inline-block; margin-top:6px; font-size:.78rem; font-weight:800; border-radius:999px; padding:3px 8px; border:1px solid}\n    .b-yellow{background:rgba(253,198,65,.20); color:#4a3c00; border-color:rgba(253,198,65,.45)}\n    .b-blue{background:rgba(21,68,131,.08); color:var(&#8211;blue); border-color:rgba(21,68,131,.28)}\n\n    \/* Responsive: tarjetas apiladas *\/\n    @media (max-width:900px){\n      .thead{display:none}\n      .row{grid-template-columns:1fr; border:1px solid rgba(21,68,131,.12); border-radius:10px; margin-bottom:10px}\n      .cell{border-right:none}\n      .cell[data-head]:before{\n        content:attr(data-head) &#8221; \u2014 &#8220;; display:block; font-weight:900; color:var(&#8211;blue); margin-bottom:6px\n      }\n      .cell.k:before{content:&#8221;Area &#8220;}\n    }\n  \n\n  <h3><strong>Comparison matrix: without Copilot vs with Copilot<\/strong><\/h3>\n\n  \n    \n      Area\n      Without Copilot\n      With Copilot\n    \n\n    \n    \n      Exception management\n      \n        Manual review of lists; difficult to prioritize what is critical at first glance.\n      \n      \n        <strong>Prioritized exceptions<\/strong> explained in natural language; proposals ready to approve.\n        Less replanning\n      \n    \n\n    \n    \n      Time to decide\n      \n        Long cycles due to data searching and cross-area comparison.\n      \n      \n        <strong>Accelerated decision<\/strong> with estimated impact on <strong>OTIF (On Time In Full)<\/strong>, deadlines, and cost.\n        +Agility\n      \n    \n\n    \n    \n      Cross-area alignment\n      \n        Divergent narratives between production, purchasing, and logistics.\n      \n      \n        <strong>Operational explainability<\/strong>: what is happening, options, and service\/cost\/deadline effect with a single narrative.\n        Less friction\n      \n    \n\n    \n    \n      Evidence and audit\n      \n        Limited tracing of why changes were made and who approved them.\n      \n      \n        <strong>Full traceability<\/strong>: what, who, when, and criteria. Ready for audit and continuous improvement.\n        Control\n      \n    \n\n    \n    \n      Operational result\n      \n        More urgencies, more reactive changes, and lower plan reliability.\n      \n      \n        <strong>More reliable plan<\/strong>, fewer urgencies, and focus on actions that <strong>move the needle<\/strong>.\n        Visible impact\n      \n    \n  \n<\/section>\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-4abeb53e elementor-widget elementor-widget-heading\" data-id=\"4abeb53e\" 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\">Drawbacks and conditions of use of Copilot in production planning optimization<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bc8e73d elementor-widget elementor-widget-text-editor\" data-id=\"6bc8e73d\" 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>Before activating <strong>Copilot<\/strong> in <strong>production planning optimization<\/strong>, it is worth understanding <strong>what conditions it needs<\/strong> to deliver value consistently. Below we review, in a practical way, the aspects of <strong>data<\/strong>, <strong>governance<\/strong>, <strong>operational integration<\/strong>, <strong>costs<\/strong>, and <strong>security<\/strong> that we must have under control so that recommendations are <strong>reliable<\/strong>, <strong>traceable<\/strong>, and <strong>sustainable<\/strong> over time.<\/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-13416495 elementor-widget elementor-widget-heading\" data-id=\"13416495\" 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\">Data quality in production planning optimization<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5440991e elementor-widget elementor-widget-text-editor\" data-id=\"5440991e\" 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>We start from what already exists. If <strong>BOMs (Bills of Materials)<\/strong>, <strong>routes<\/strong>, or <strong>calendars<\/strong> are outdated, or if <strong>MRP parameters<\/strong> do not reflect reality, recommendations lose precision. We ensure a minimum <strong>data hygiene<\/strong> (realistic lead times, cleared obsolescences, consistent policies) to work with <strong>reliable context<\/strong>.<\/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-e5cfc50c elementor-widget elementor-widget-heading\" data-id=\"e5cfc50c\" 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\">Governance and validation in Dynamics 365 F&amp;O<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-58b13569 elementor-widget elementor-widget-text-editor\" data-id=\"58b13569\" 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>We do not replace human review. We define <strong>thresholds<\/strong>, <strong>business rules<\/strong>, and a clear <strong>approval<\/strong> circuit in the <strong>ERP (Enterprise Resource Planning)<\/strong> or in Teams. This way we decide when to suggest, when to escalate, and when to automate, maintaining control over service, cost, and risk, with <strong>traceability<\/strong> of what was approved, by whom, and why.<\/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-f2f316c7 elementor-widget elementor-widget-heading\" data-id=\"f2f316c7\" 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\">Operational integration with shop floor and warehouse<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b61e81f5 elementor-widget elementor-widget-text-editor\" data-id=\"b61e81f5\" 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>Signals from <strong>MES (Manufacturing Execution System)<\/strong> and <strong>WMS (Warehouse Management System)<\/strong> do not always arrive at the same time or with the same quality. To avoid domino effects, we work with <strong>consolidation windows<\/strong> (for example, <strong>T+15 min<\/strong> on critical lines) before re-sequencing or advancing purchases, reducing <strong>reactive replanning<\/strong>.<\/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-51ca05be elementor-widget elementor-widget-heading\" data-id=\"51ca05be\" 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\">Costs and scope: start small, measure, and scale<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a8de5119 elementor-widget elementor-widget-text-editor\" data-id=\"a8de5119\" 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>There are licensing and implementation costs (data adjustment, prompt design, governance). <strong>ROI<\/strong> improves if we start with <strong>A-families<\/strong> or the <strong>bottleneck line<\/strong>, measure the effect on <strong>OTIF (On Time In Full)<\/strong>, urgencies, and turnover, and <strong>scale<\/strong> by families or plants when the impact is clear.<\/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-513d9251 elementor-widget elementor-widget-heading\" data-id=\"513d9251\" 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\">Information security and privacy<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-48a3b1c8 elementor-widget elementor-widget-text-editor\" data-id=\"48a3b1c8\" 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>Copilot inherits <strong>permissions<\/strong> from the ERP: it sees what each role can see and acts where it can act. If the access matrix is unclear, friction will appear. We review <strong>access by plant<\/strong>, sensitive data policies, and conduct periodic <strong>audits<\/strong> to ensure <strong>safe and proportionate<\/strong> use.<\/p><section>\n  \n    .kcpc-idea-clave{\n      &#8211;blue:rgb(21,68,131); &#8211;bg:rgb(217,217,217);\n      background:var(&#8211;bg); border:1px solid rgba(21,68,131,.18); border-radius:14px; padding:20px;\n      box-shadow:0 8px 22px rgba(0,0,0,.06); max-width:980px; margin:0 auto\n    }\n    .kcpc-idea{\n      background:#fff; border:1px solid rgba(21,68,131,.14); border-radius:12px; padding:18px 18px 16px 18px;\n      display:flex; gap:14px; align-items:flex-start\n    }\n    .kcpc-idea .mark{\n      flex:0 0 38px; height:38px; border-radius:50%; background:var(&#8211;blue); color:#fff; font-weight:900;\n      display:flex; align-items:center; justify-content:center; box-shadow:0 0 0 6px rgba(21,68,131,.08)\n    }\n    .kcpc-idea h4{\n      margin:0 0 6px; color:var(&#8211;blue); font-weight:900; font-size:1.05rem\n    }\n    .kcpc-idea p{\n      margin:0; color:#1d1d1d; line-height:1.55; font-size:1rem\n    }\n    .kcpc-idea p strong{color:#0e3769}\n    @media (max-width:640px){\n      .kcpc-idea{flex-direction:row}\n      .kcpc-idea .mark{flex:0 0 34px; height:34px}\n    }\n  \n\n  \n    !\n    \n      <strong>Key idea<\/strong>\n      <p>\n        <strong>Copilot<\/strong> works best when the house is in order: with <strong>consistent data<\/strong>, <strong>clear rules<\/strong>, and measured operational integration, it acts as a <strong>decision accelerator<\/strong>. If the foundation is weak, it will limit its scope and proceed with the same caution as we do until the ground improves.\n      <\/p>\n    \n  \n<\/section>\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-62f964db elementor-widget elementor-widget-heading\" data-id=\"62f964db\" 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\">Prerequisites and implementation roadmap<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f3bf4810 elementor-widget elementor-widget-text-editor\" data-id=\"f3bf4810\" 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>For <strong>Copilot<\/strong> to deliver real value in <strong>production planning<\/strong> within <strong>Dynamics 365 F&amp;O (Finance &amp; Operations) \/ SCM (Supply Chain Management)<\/strong>, it is necessary, as we mentioned, to prepare the ground with <strong>reliable data<\/strong>, <strong>consistent parameters<\/strong>, and a <strong>phased execution<\/strong>. Our goal will be to make the step <strong>from calculation (MRP, Material Requirements Planning \/ Planning Optimization)<\/strong> to <strong>action<\/strong> <strong>predictable, traceable, and measurable<\/strong>.<\/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-b7a1e2ae elementor-widget elementor-widget-heading\" data-id=\"b7a1e2ae\" 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\">Essential prerequisites<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c7eec802 elementor-widget elementor-widget-text-editor\" data-id=\"c7eec802\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><strong>Master data in order<\/strong>: <strong>BOMs (Bills of Materials)<\/strong> and <strong>routes<\/strong> without gaps or obsolescences; <strong>work centers and calendars<\/strong> up to date; <strong>lead times (supply\/manufacturing times)<\/strong> validated with suppliers and the shop floor.<\/li><li><strong>Consistent MRP parameters<\/strong>: stock policies, minimum lot sizes, safety times, and set-up groupings reviewed for <strong>critical families<\/strong>.<\/li><li><strong>Operational signals available<\/strong>: confirm latency and coverage of <strong>MES (Manufacturing Execution System)<\/strong> and <strong>WMS (Warehouse Management System)<\/strong>; define <strong>consolidation windows<\/strong> to avoid &#8220;hot&#8221; replanning.<\/li><li><strong>Governance and security<\/strong>: <strong>roles\/permissions<\/strong> in the <strong>ERP (Enterprise Resource Planning)<\/strong>, <strong>approval thresholds<\/strong>, and a record of <strong>what, who, when, and why<\/strong> for auditing.<\/li><li><strong>Reference KPIs<\/strong>: <strong>OTIF (On Time In Full)<\/strong>, plan adherence, planned <strong>lead time<\/strong>, turnover, and incidents; establish a baseline to compare &#8220;before\/after&#8221;.<\/li><\/ul><section>\n  \n    .kcpc-timeline{\n      &#8211;blue:rgb(21,68,131); &#8211;yellow:rgb(253,198,65); &#8211;red:rgb(215,45,40); &#8211;bg:rgb(217,217,217);\n      background:var(&#8211;bg); border:1px solid rgba(21,68,131,.15); border-radius:14px; padding:22px\n    }\n    .kcpc-timeline h3{margin:0 0 12px; text-align:center; color:var(&#8211;blue); font-weight:900; font-size:1.25rem}\n    .lead{margin:-2px 0 16px; text-align:center; color:#1d1d1d}\n\n    \/* Rail horizontal *\/\n    .rail{position:relative; display:flex; gap:22px; align-items:flex-start; overflow-x:auto; padding:16px 6px}\n    .rail::before{\n      content:&#8221;&#8221;; position:absolute; left:0; right:0; top:32px; height:4px;\n      background:linear-gradient(90deg, rgba(21,68,131,.25), rgba(21,68,131,.08)); border-radius:4px\n    }\n\n    \/* Nodo + tarjeta *\/\n    .node{position:relative; flex:0 0 260px}\n    .dot{\n      width:28px; height:28px; 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calibrate <strong>MRP parameters<\/strong> for <strong>critical families<\/strong>.<\/p>\n        Solid baseTime-box\n      \n    \n\n    \n    \n      3\n      \n        <p><strong>Phase 3 \u2014 Controlled POC<\/strong><\/p>\n        <p><strong>Goal:<\/strong> verify fit.<\/p>\n        <p><strong>What is done:<\/strong> activate <strong>Copilot<\/strong> on a <strong>subset<\/strong> and validate <strong>explanations<\/strong>, <strong>feasibility<\/strong>, and <strong>traceability<\/strong>.<\/p>\n        ValidateLearn\n      \n    \n\n    \n    \n      4\n      \n        <p><strong>Phase 4 \u2014 Operational pilot<\/strong><\/p>\n        <p><strong>Goal:<\/strong> decide within the flow.<\/p>\n        <p><strong>What is done:<\/strong> approve in <strong>ERP\/Teams<\/strong>, use <strong>standard prompts<\/strong> and <strong>templates<\/strong> with <strong>three alternatives<\/strong> (service\/cost\/deadline).<\/p>\n        Live flowThresholds\n      \n    \n\n    \n    \n      5\n      \n        <p><strong>Phase 5 \u2014 Gradual rollout<\/strong><\/p>\n        <p><strong>Goal:<\/strong> extend value.<\/p>\n        <p><strong>What is done:<\/strong> scale by <strong>families\/plants<\/strong>, automate with <strong>Power Automate<\/strong>, and publish <strong>KPI dashboards<\/strong>.<\/p>\n        AutomateDashboards\n      \n    \n\n    \n    \n      6\n      \n        <p><strong>Phase 6 \u2014 Continuous improvement<\/strong><\/p>\n        <p><strong>Goal:<\/strong> sustain results.<\/p>\n        <p><strong>What is done:<\/strong> review <strong>accepted decisions<\/strong>, adjust <strong>prompts\/rules<\/strong>, and close the loop with <strong>quality<\/strong> and <strong>engineering<\/strong>.<\/p>\n        GovernanceLessons learned\n      \n    \n  \n<\/section>\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-8e7b6eea elementor-widget elementor-widget-heading\" data-id=\"8e7b6eea\" 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\">KPIs to evaluate Copilot in production planning optimization<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e85f5eec elementor-widget elementor-widget-text-editor\" data-id=\"e85f5eec\" 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>We measure the impact of <strong>Copilot<\/strong> with a reduced set of <strong>clear indicators<\/strong> that connect planning with service, cost, and stability. We explain each metric on its first mention and suggest how to use it in weekly cycles to learn and adjust without overloading the team.<\/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-53a7741a elementor-widget elementor-widget-heading\" data-id=\"53a7741a\" 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\">Customer service in production planning optimization<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7fdee9cf elementor-widget elementor-widget-text-editor\" data-id=\"7fdee9cf\" 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>We will start with the OTIF (On Time In Full) indicator, which measures the percentage of orders delivered on the agreed date and with the complete content. This data is fundamental because it allows us to evaluate the real service level we offer to our customers.<\/p><p>Subsequently, we will analyze OTIF both by product family and by customer. In this way, we will identify in which areas Copilot&#8217;s intervention is helping to protect service and maintain delivery commitments.<\/p><p>In addition, we will complete this analysis with plan adherence. We will observe what percentage of production orders are executed following the planned and approved sequence. This will allow us to verify whether the decisions suggested by Copilot actually materialize in daily operations and generate tangible improvements in production.<\/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-dd3760a5 elementor-widget elementor-widget-heading\" data-id=\"dd3760a5\" 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\">Lead times and variability with Copilot<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-12475c7f elementor-widget elementor-widget-text-editor\" data-id=\"12475c7f\" 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>We measure the actual <strong>lead time<\/strong> per family \u2014 from order release to receipt\/delivery \u2014 and its <strong>variability<\/strong> (standard deviation or percentiles). If Copilot proposes re-sequencing or advancing purchases, we should observe <strong>less dispersion<\/strong> and a trend toward <strong>more predictable<\/strong> lead times. This pattern matters as much as the average: a shorter tail, fewer surprises.<\/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-69add305 elementor-widget elementor-widget-heading\" data-id=\"69add305\" 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\">Inventory and work in progress (WIP)<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68204a53 elementor-widget elementor-widget-text-editor\" data-id=\"68204a53\" 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>We track <strong>WIP (Work In Progress)<\/strong> and inventory per family in days of coverage. We expect Copilot to reduce <strong>reactive spikes<\/strong> linked to urgencies and stabilize coverage within the target range. When a substitute recommendation or sequence change appears, we verify its effect on <strong>turnover<\/strong> and <strong>stockouts<\/strong> to confirm we are not solving one problem by creating another.<\/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-7b26e111 elementor-widget elementor-widget-heading\" data-id=\"7b26e111\" 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\">Cost of urgencies and premium freight<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d93d6e2 elementor-widget elementor-widget-text-editor\" data-id=\"5d93d6e2\" 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>We quantify the <strong>cost per exception<\/strong>: urgent transport, unplanned set-up changes, and overtime hours associated with reactive decisions. If Copilot&#8217;s proposals arrive <strong>earlier<\/strong> and with better context, that cost should <strong>decrease<\/strong> visibly. We record the &#8220;before&#8221; over 4\u20138 weeks and compare against the pilot to attribute improvements rigorously.<\/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-d1810eb5 elementor-widget elementor-widget-heading\" data-id=\"d1810eb5\" 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\">Plan stability and time to decide<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c7b67f3 elementor-widget elementor-widget-text-editor\" data-id=\"3c7b67f3\" 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>We count <strong>replanning events<\/strong> per week and measure the <strong>time to decide<\/strong> from when an exception arises to its approval in the <strong>ERP (Enterprise Resource Planning)<\/strong> or in Teams. The goal is a <strong>more stable<\/strong> plan and <strong>faster<\/strong> decisions without sacrificing quality. This metric directly reflects the value of Copilot&#8217;s prioritization and natural language.<\/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-90af55ba elementor-widget elementor-widget-heading\" data-id=\"90af55ba\" 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\">Data quality: a condition for Copilot<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fed4d4e8 elementor-widget elementor-widget-text-editor\" data-id=\"fed4d4e8\" 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>We maintain a small &#8220;data fitness index&#8221; that weights <strong>BOMs (Bills of Materials)<\/strong> without obsolescences, active <strong>routes<\/strong>, updated <strong>calendars<\/strong>, realistic <strong>lead times<\/strong>, and consistent <strong>MRP (Material Requirements Planning) parameters<\/strong>. We are not seeking perfection, but rather <strong>minimum consistency<\/strong> that allows Copilot to propose reliably. Any drop in this index usually anticipates less accuracy in recommendations.<\/p><section>\n  \n    .kcpc-idea-clave{\n      &#8211;blue:rgb(21,68,131); &#8211;bg:rgb(217,217,217);\n      background:var(&#8211;bg); border:1px solid rgba(21,68,131,.18); border-radius:14px; padding:20px;\n      box-shadow:0 8px 22px rgba(0,0,0,.06); max-width:980px; margin:0 auto\n    }\n    .kcpc-idea{\n      background:#fff; border:1px solid rgba(21,68,131,.14); border-radius:12px; padding:18px 18px 16px 18px;\n      display:flex; gap:14px; align-items:flex-start\n    }\n    .kcpc-idea .mark{\n      flex:0 0 38px; height:38px; border-radius:50%; background:var(&#8211;blue); color:#fff; font-weight:900;\n      display:flex; align-items:center; justify-content:center; box-shadow:0 0 0 6px rgba(21,68,131,.08)\n    }\n    .kcpc-idea h4{\n      margin:0 0 6px; color:var(&#8211;blue); font-weight:900; font-size:1.05rem; text-align:left\n    }\n    .kcpc-idea p{\n      margin:0; color:#1d1d1d; line-height:1.55; font-size:1rem\n    }\n    .kcpc-idea p strong{color:#0e3769}\n    @media (max-width:640px){\n      .kcpc-idea .mark{flex:0 0 34px; height:34px}\n    }\n  \n\n  \n    \u2605\n    \n      <strong>Key idea \u2014 KPIs and traceability<\/strong>\n      <p>\n        When a **KPI** improves, we record **what** Copilot recommendation drove it and **why** we approved it.\n        That traceability turns the result into reusable **learning**, avoids repeating mistakes, and allows us to\n        **scale** the practice to more families or plants with evidence.\n      <\/p>\n    \n  \n<\/section><section>\n  \n    .kcpc-kpi-dict{\n      &#8211;blue:rgb(21,68,131); &#8211;yellow:rgb(253,198,65); &#8211;red:rgb(215,45,40); &#8211;bg:rgb(217,217,217);\n      background:var(&#8211;bg); border:1px solid rgba(21,68,131,.15); border-radius:14px; padding:22px\n    }\n    .kcpc-kpi-dict h3{margin:0 0 8px; text-align:center; color:var(&#8211;blue); font-weight:900; font-size:1.25rem}\n    .lead{margin:0 0 14px; 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color:#4a3c00; border-color:rgba(253,198,65,.45)}\n    .p-red{background:rgba(215,45,40,.10); color:var(&#8211;red); border-color:rgba(215,45,40,.35)}\n    \/* Responsive: tarjetas en m\u00f3vil *\/\n    @media (max-width:980px){\n      .table thead{display:none}\n      .table, .table tbody, .table tr, .table td{display:block; width:100%}\n      .table tbody tr{margin:12px; border:1px solid rgba(21,68,131,.14); border-radius:12px; box-shadow:0 8px 22px rgba(0,0,0,.06); overflow:hidden; background:#fff}\n      .table tbody td{border:0; padding:8px 12px}\n      .table tbody td::before{\n        content:attr(data-label); display:block; font-weight:800; color:var(&#8211;blue); margin-bottom:2px\n      }\n    }\n    .note{\n      margin-top:10px; font-size:.9rem; color:#333; background:#fff; border:1px dashed rgba(21,68,131,.25);\n      border-radius:10px; padding:10px\n    }\n  \n\n  <h3><strong>KPI Dictionary<\/strong><\/h3>\n  <p>\n    We measure what matters for production and supply chain. **Copilot** connects the calculations of\n    <strong>MRP (Material Requirements Planning)<\/strong> \/ Planning Optimization with traceable decisions in the\n    <strong>ERP (Enterprise Resource Planning)<\/strong>.\n  <\/p>\n\n  <table>\n    <thead>\n      <tr>\n        <th scope=\"col\">Indicator<\/th>\n        <th scope=\"col\">Definition<\/th>\n        <th scope=\"col\">Formula<\/th>\n        <th scope=\"col\">Source<\/th>\n        <th scope=\"col\">Frequency<\/th>\n        <th scope=\"col\">Threshold<\/th>\n        <th scope=\"col\">Alert<\/th>\n      <\/tr>\n    <\/thead>\n    <tbody>\n      \n      <tr>\n        <td><strong>OTIF (On Time In Full)<\/strong><\/td>\n        <td>On-time and complete delivery against total.<\/td>\n        <td><strong>On-time and complete deliveries \/ Total deliveries<\/strong><\/td>\n        <td>Sales orders + delivery notes<\/td>\n        <td>Daily \/ Weekly<\/td>\n        <td>\u2265 95\u00a0%<\/td>\n        <td>Downward trend 2 weeks<\/td>\n      <\/tr>\n\n      \n      <tr>\n        <td><strong>Plan adherence<\/strong><\/td>\n        <td>Execution of orders according to planned sequence and date.<\/td>\n        <td><strong>Orders produced as planned \/ Planned orders<\/strong><\/td>\n        <td>Production + <strong>MRP<\/strong><\/td>\n        <td>Daily<\/td>\n        <td>\u2265 90\u00a0%<\/td>\n        <td>Date deviation &gt; 1 day<\/td>\n      <\/tr>\n\n      \n      <tr>\n        <td><strong>Planned lead time<\/strong><\/td>\n        <td>Difference between committed date and actual date.<\/td>\n        <td><strong>Actual date \u2212 Committed date<\/strong> (deviation)<\/td>\n        <td>Orders \/ deliveries<\/td>\n        <td>Weekly<\/td>\n        <td>|\u0394| \u2264 10\u201315\u00a0%<\/td>\n        <td>Key suppliers with \u0394 \u2191<\/td>\n      <\/tr>\n\n      \n      <tr>\n        <td><strong>Inventory turnover<\/strong><\/td>\n        <td>Efficiency of stock used.<\/td>\n        <td><strong>Annual consumption \/ Average inventory<\/strong><\/td>\n        <td>Consumption + stock<\/td>\n        <td>Monthly<\/td>\n        <td>\u2265 A-family target<\/td>\n        <td>Sustained decline 2 months<\/td>\n      <\/tr>\n\n      \n      <tr>\n        <td><strong>WIP (Work In Progress) and set-ups<\/strong><\/td>\n        <td>Work in progress and changeover time against available time.<\/td>\n        <td><strong>Average WIP\/work center<\/strong> \u00b7 <strong>Set-up \/ available time<\/strong><\/td>\n        <td>MES (Manufacturing Execution System)<\/td>\n        <td>Weekly<\/td>\n        <td>Stable trend<\/td>\n        <td>Spikes after replanning<\/td>\n      <\/tr>\n\n      \n      <tr>\n        <td><strong>Urgencies and premium freight<\/strong><\/td>\n        <td>Exception cost against total purchasing.<\/td>\n        <td><strong>(\u20ac urgencies + \u20ac premium) \/ \u20ac purchasing<\/strong><\/td>\n        <td>Purchasing \/ finance<\/td>\n        <td>Monthly<\/td>\n        <td>\u2264 3\u20135\u00a0%<\/td>\n        <td>Unexplained seasonality<\/td>\n      <\/tr>\n    <\/tbody>\n  <\/table>\n\n  \n    **Acronyms explained**: **MRP (Material Requirements Planning)**, **ERP (Enterprise Resource Planning)**,\n    **WIP (Work In Progress)**, **MES (Manufacturing Execution System)**, **OTIF (On Time In Full)**.\n  \n<\/section>\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-ee818177 elementor-widget elementor-widget-heading\" data-id=\"ee818177\" 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\">Practical use cases in production planning<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-07733863 elementor-widget elementor-widget-text-editor\" data-id=\"07733863\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Copilot<\/strong> does not replace the calculation of <strong>MRP (Material Requirements Planning)<\/strong> or the execution of the <strong>ERP (Enterprise Resource Planning)<\/strong>; it <strong>accelerates<\/strong> analysis, <strong>prioritizes<\/strong> what matters, and <strong>operationalizes<\/strong> the decision within the workflow.<\/p><p>Let us look at some <strong>real situations<\/strong> where it delivers immediate value.<\/p><section>\n  \n    .kcpc-usecases-vert{\n      &#8211;blue:rgb(21,68,131); &#8211;yellow:rgb(253,198,65); &#8211;red:rgb(215,45,40); &#8211;bg:rgb(217,217,217);\n      &#8211;radius:14px; &#8211;shadow:0 10px 28px rgba(0,0,0,.08);\n      background:var(&#8211;bg); border:1px solid rgba(21,68,131,.15); border-radius:var(&#8211;radius); padding:22px\n    }\n    .kcpc-usecases-vert h3{margin:0 0 14px; text-align:center; color:var(&#8211;blue); font-weight:900; font-size:1.25rem}\n    \/* Layout vertical (una columna) *\/\n    .stack{display:flex; flex-direction:column; gap:16px}\n    .card{\n      background:#fff; border:1px solid rgba(21,68,131,.14); border-radius:12px; padding:16px; box-shadow:var(&#8211;shadow);\n      display:flex; 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background:#fff; border:1px dashed rgba(21,68,131,.25); border-radius:10px; padding:10px; color:#333; font-size:.9rem}\n  \n\n  <h3><strong>Practical use cases \u2014 Copilot in Production Planning<\/strong><\/h3>\n\n  \n    \n    \n      <p><strong>Imminent stockout of critical material<\/strong><\/p>\n      <p>\n        Upon detecting that a key order will be left <strong>without a component<\/strong> due to a supplier delay, <strong>Copilot<\/strong> quantifies the <strong>service risk (OTIF, On Time In Full)<\/strong> and proposes <strong>three solutions<\/strong>: a <strong>compatible substitute<\/strong>, <strong>re-sequencing<\/strong> to consume available material from another family, and <strong>advancing the purchase<\/strong>. We compare <strong>cost\/service\/deadline<\/strong> and <strong>approve<\/strong> in the <strong>ERP (Enterprise Resource Planning)<\/strong> or in <strong>Teams<\/strong>, with the reason for the decision <strong>traced<\/strong>.\n      <\/p>\n      \n        ServiceAlternativesTraced decision\n      \n    \n\n    \n    \n      <p><strong>Capacity bottleneck on a line<\/strong><\/p>\n      <p>\n        If the load exceeds the <strong>work center calendar<\/strong>, <strong>Copilot<\/strong> identifies the <strong>minimum set<\/strong> of orders that, if moved, <strong>eliminate the bottleneck<\/strong> without triggering extra <strong>set-ups<\/strong>. It explains the trade-off: <strong>fewer format changes<\/strong> at the cost of <strong>shifting non-critical orders<\/strong>. The proposal includes the impact on <strong>WIP (Work In Progress)<\/strong> and <strong>plan adherence<\/strong> before applying the change.\n      <\/p>\n      \n        CapacitySequencingWIP\n      \n    \n\n    \n    \n      <p><strong>Key customer priority change<\/strong><\/p>\n      <p>\n        Faced with a high-value urgent order, <strong>Copilot<\/strong> calculates <strong>which orders to move<\/strong> and <strong>where the order fits<\/strong> in the sequence to <strong>maximize service<\/strong> with <strong>minimum premium cost<\/strong>. It offers alternatives: <strong>accept with re-sequencing<\/strong>, <strong>accept with premium freight<\/strong>, or <strong>accept partial (split)<\/strong>, each with its <strong>estimated impact<\/strong> and the <strong>business note<\/strong> ready for internal communication.\n      <\/p>\n      \n        ServiceCostTime\n      \n    \n\n    \n    \n      <p><strong>Quality incident and rework<\/strong><\/p>\n      <p>\n        Faced with a batch <strong>rejected<\/strong> in quality control, <strong>Copilot<\/strong> identifies <strong>dependent orders<\/strong> and <strong>affected components<\/strong>, suggests a <strong>temporary block<\/strong>, and proposes <strong>replanning<\/strong> with alternative material if available. The narrative shows <strong>how the deadline changes<\/strong> and which <strong>A-families<\/strong> will require <strong>preventive communication<\/strong> to protect <strong>OTIF (On Time In Full)<\/strong>.\n      <\/p>\n      \n        QualityImpact on deadlinesCommunication\n      \n    \n\n    \n    \n      <p><strong>Supplier variability and supply times<\/strong><\/p>\n      <p>\n        When a <strong>lead time<\/strong> extends beyond historical levels, <strong>Copilot<\/strong> proposes <strong>adjusting parameters<\/strong> and <strong>advancing purchases<\/strong> only for the <strong>most sensitive items<\/strong>. It explains the effect on <strong>turnover<\/strong> and <strong>tied-up capital<\/strong>, comparing the <strong>current scenario<\/strong> vs. the <strong>adjusted one<\/strong>, and leaves the <strong>rationale<\/strong> documented for auditing.\n      <\/p>\n      \n        ParametersTurnoverCash\n      \n    \n\n    \n    \n      <p><strong>Planned maintenance in a short window<\/strong><\/p>\n      <p>\n        If a line enters a non-deferrable <strong>maintenance<\/strong> window, <strong>Copilot<\/strong> suggests <strong>compacting prior production<\/strong> to <strong>free the window<\/strong> with <strong>minimal impact<\/strong> on committed dates. The proposal prioritizes <strong>A-families<\/strong>, estimates the <strong>probability of urgencies<\/strong>, and documents the <strong>resulting sequence<\/strong> with its effect on <strong>set-ups<\/strong> and <strong>WIP (Work In Progress)<\/strong>.\n      <\/p>\n      \n        AvailabilityUrgenciesSequence\n      \n    \n\n    \n    \n      <p><strong>Unexplained demand spikes<\/strong><\/p>\n      <p>\n        If the <strong>forecast<\/strong> rises without evidence (campaign, order, or event),\n        <a href=\"https:\/\/learn.microsoft.com\/en-us\/dynamics365\/supply-chain\/demand-planning\/demand-planning-copilot\" title=\"Microsoft Learn \u2014 Analyze demand plans with Copilot (Dynamics 365 Supply Chain Management)\" target=\"_blank\" rel=\"noopener\"><strong>Copilot<\/strong><\/a>\n        recommends simple <strong>what-if<\/strong> scenarios to validate the spike and <strong>business rules<\/strong> that dampen the excess while confirmation arrives. Until then, it suggests <strong>planning conservatively<\/strong> and <strong>monitoring signals<\/strong> from the <strong>WMS (Warehouse Management System)<\/strong> and <strong>MES (Manufacturing Execution System)<\/strong> to avoid <strong>reactive replanning<\/strong>.\n      <\/p>\n      \n        DemandWhat-ifRisk\n      \n    \n\n    \n    \n      <p><strong>Coordinated multi-plant response<\/strong><\/p>\n      <p>\n        If two plants share components or capacity, <strong>Copilot<\/strong> summarizes the <strong>corporate status<\/strong> and proposes <strong>where to produce<\/strong> or <strong>to whom to allocate capacity<\/strong>, respecting <strong>local calendars<\/strong> and <strong>routing constraints<\/strong>. The recommendation includes <strong>logistics cost<\/strong>, <strong>service impact<\/strong>, and <strong>execution steps<\/strong> with clear <strong>roles<\/strong> and <strong>thresholds<\/strong>.\n      <\/p>\n      \n        CorporateCapacityCost\n      \n    \n  \n\n  <p>\n    <strong>Acronyms explained<\/strong>: <strong>OTIF (On Time In Full)<\/strong>, <strong>ERP (Enterprise Resource Planning)<\/strong>,\n    <strong>WIP (Work In Progress)<\/strong>, <strong>WMS (Warehouse Management System)<\/strong>, <strong>MES (Manufacturing Execution System)<\/strong>.\n  <\/p>\n<\/section>\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-4a189091 dce_masking-none elementor-widget elementor-widget-image\" data-id=\"4a189091\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/kcpdynamics.com\/wp-content\/uploads\/Panel-de-control-copilote-para-operaciones-y-finanzas-1024x574.jpg\" title=\"\" alt=\"Control panel with Copilot for operations and finance\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Control panel with Copilot for operations and finance<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9c02e3cf elementor-widget elementor-widget-heading\" data-id=\"9c02e3cf\" 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\">FAQs . Copilot in Production Planning F&amp;O\/SCM<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-423f6021 elementor-widget elementor-widget-text-editor\" data-id=\"423f6021\" 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>Below we address the <strong>frequently asked questions<\/strong> that most commonly arise when activating <strong>Copilot<\/strong> in <strong>production planning<\/strong> with <strong>Dynamics 365 F&amp;O\/SCM<\/strong>. Our goal is to provide clear answers that help you better understand how to apply this tool and take action.<\/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-d1ae7972 elementor-widget elementor-widget-heading\" data-id=\"d1ae7972\" 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\">Frequently asked questions<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e30d965d elementor-widget elementor-widget-heading\" data-id=\"e30d965d\" 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\">1. Does Copilot replace MRP?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53e42503 elementor-widget elementor-widget-text-editor\" data-id=\"53e42503\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>No. MRP (Material Requirements Planning) and Planning Optimization continue to calculate requirements and dates. Copilot provides natural language explanations, prioritizes exceptions, and proposes actions (moving orders, advancing purchases, re-sequencing). Execution is confirmed in the ERP (Enterprise Resource Planning) or in Teams.<\/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-49fa7506 elementor-widget elementor-widget-heading\" data-id=\"49fa7506\" 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\">2. What data quality do we need before activating it?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f7e35f0d elementor-widget elementor-widget-text-editor\" data-id=\"f7e35f0d\" 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>BOMs (Bills of Materials) and routes without obsolescences, active calendars\/work centers, and lead times validated with suppliers. If MRP parameters (lot sizes, safety stock, policies) are misaligned, suggestions lose precision. We first clean up critical data and then activate recommendations.<\/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-1205ed2a elementor-widget elementor-widget-heading\" data-id=\"1205ed2a\" 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\">3. What licenses and costs should I consider?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f679da49 elementor-widget elementor-widget-text-editor\" data-id=\"f679da49\" 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>We consider Copilot licensing, possible Dynamics 365 F&amp;O\/SCM add-ons, and implementation hours (data, prompts, governance). We accelerate ROI by starting with A-families or bottleneck lines and measuring OTIF, urgencies, and turnover from the first month.<\/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-a7e02dd3 elementor-widget elementor-widget-heading\" data-id=\"a7e02dd3\" 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\">4. How does it integrate with the shop floor and warehouse?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-982baca9 elementor-widget elementor-widget-text-editor\" data-id=\"982baca9\" 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>We read signals from MES (Manufacturing Execution System) and WMS (Warehouse Management System). We define consolidation windows (e.g., T+15 min on critical lines) to avoid reactive replanning. If there is latency, Copilot will wait to consolidate before proposing sequence changes.<\/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-46b1ef95 elementor-widget elementor-widget-heading\" data-id=\"46b1ef95\" 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\">5. How do we approve and trace decisions?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab2592e7 elementor-widget elementor-widget-text-editor\" data-id=\"ab2592e7\" 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>We use decision templates with three alternatives (service\/cost\/deadline), thresholds by severity, and approval in ERP\/Teams. Everything is traced: what, who, when, and why. This connects recommendations with real improvements in OTIF or exception cost.<\/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-fd548bcb elementor-widget elementor-widget-heading\" data-id=\"fd548bcb\" 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\">6. What changes in the planner's day-to-day work?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d0285709 elementor-widget elementor-widget-text-editor\" data-id=\"d0285709\" 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>We move from navigating lists to receiving actionable summaries. Copilot prioritizes what is critical, offers simple what-if scenarios, and generates drafts ready to execute. Human validation is maintained; the value lies in reaching the right decision sooner.<\/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-42a8d4f5 elementor-widget elementor-widget-heading\" data-id=\"42a8d4f5\" 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\">7. What about security and privacy?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9d42509a elementor-widget elementor-widget-text-editor\" data-id=\"9d42509a\" 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>We respect ERP roles\/permissions, plant-level data boundaries, and corporate policies. Copilot does not invent data: it uses what is recorded. We recommend prompt governance and periodic audits on who accesses what and which decisions are automated.<\/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-47f29892 elementor-widget elementor-widget-heading\" data-id=\"47f29892\" 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\">8. When do we see impact and how do we measure it?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-737f06a4 elementor-widget elementor-widget-text-editor\" data-id=\"737f06a4\" 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>We work with a 4\u20138 week baseline and a pilot on critical families. We measure OTIF, plan adherence, lead time, WIP, and urgency\/premium cost. The goal is visible improvements within 4\u20136 weeks and scaling by families or plants after the pilot.<\/p><p>\t\t\t\t\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\n{\n  &quot;@context&quot;: &quot;https:\/\/schema.org&quot;,\n  &quot;@type&quot;: &quot;FAQPage&quot;,\n  &quot;mainEntity&quot;: [\n    {\n      &quot;@type&quot;: &quot;Question&quot;,\n      &quot;name&quot;: &quot;Does Copilot replace MRP?&quot;,\n      &quot;acceptedAnswer&quot;: {\n        &quot;@type&quot;: &quot;Answer&quot;,\n        &quot;text&quot;: &quot;No. MRP (Material Requirements Planning) and Planning Optimization continue to calculate requirements and dates. Copilot provides natural language explanations, prioritizes exceptions, and proposes actions (moving orders, advancing purchases, re-sequencing). Execution is confirmed in the ERP (Enterprise Resource Planning) or in Teams.&quot;\n      }\n    },\n    {\n      &quot;@type&quot;: &quot;Question&quot;,\n      &quot;name&quot;: &quot;What data quality do we need before activating it?&quot;,\n      &quot;acceptedAnswer&quot;: {\n        &quot;@type&quot;: &quot;Answer&quot;,\n        &quot;text&quot;: &quot;BOMs (Bills of Materials) and routes without obsolescences, active calendars\/work centers, and lead times validated with suppliers. If MRP parameters (lot sizes, safety stock, policies) are misaligned, suggestions lose precision. We first clean up critical data and then activate recommendations.&quot;\n      }\n    },\n    {\n      &quot;@type&quot;: &quot;Question&quot;,\n      &quot;name&quot;: &quot;What licenses and costs should I consider?&quot;,\n      &quot;acceptedAnswer&quot;: {\n        &quot;@type&quot;: &quot;Answer&quot;,\n        &quot;text&quot;: &quot;We consider Copilot licensing, possible Dynamics 365 F&amp;O\/SCM add-ons, and implementation hours (data, prompts, governance). We accelerate ROI by starting with A-families or bottleneck lines and measuring OTIF, urgencies, and turnover from the first month.&quot;\n      }\n    },\n    {\n      &quot;@type&quot;: &quot;Question&quot;,\n      &quot;name&quot;: &quot;How does it integrate with the shop floor and warehouse?&quot;,\n      &quot;acceptedAnswer&quot;: {\n        &quot;@type&quot;: &quot;Answer&quot;,\n        &quot;text&quot;: &quot;We read signals from MES (Manufacturing Execution System) and WMS (Warehouse Management System). We define consolidation windows (e.g., T+15 min on critical lines) to avoid reactive replanning. If there is latency, Copilot will wait to consolidate before proposing sequence changes.&quot;\n      }\n    },\n    {\n      &quot;@type&quot;: &quot;Question&quot;,\n      &quot;name&quot;: &quot;How do we approve and trace decisions?&quot;,\n      &quot;acceptedAnswer&quot;: {\n        &quot;@type&quot;: &quot;Answer&quot;,\n        &quot;text&quot;: &quot;We use decision templates with three alternatives (service\/cost\/deadline), thresholds by severity, and approval in ERP\/Teams. Everything is traced: what, who, when, and why. This connects recommendations with real improvements in OTIF or exception cost.&quot;\n      }\n    },\n    {\n      &quot;@type&quot;: &quot;Question&quot;,\n      &quot;name&quot;: &quot;What changes in the planner&#039;s day-to-day work?&quot;,\n      &quot;acceptedAnswer&quot;: {\n        &quot;@type&quot;: &quot;Answer&quot;,\n        &quot;text&quot;: &quot;We move from navigating lists to receiving actionable summaries. Copilot prioritizes what is critical, offers simple what-if scenarios, and generates drafts ready to execute. Human validation is maintained; the value lies in reaching the right decision sooner.&quot;\n      }\n    },\n    {\n      &quot;@type&quot;: &quot;Question&quot;,\n      &quot;name&quot;: &quot;What about security and privacy?&quot;,\n      &quot;acceptedAnswer&quot;: {\n        &quot;@type&quot;: &quot;Answer&quot;,\n        &quot;text&quot;: &quot;We respect ERP roles\/permissions, plant-level data boundaries, and corporate policies. Copilot does not invent data: it uses what is recorded. We recommend prompt governance and periodic audits on who accesses what and which decisions are automated.&quot;\n      }\n    },\n    {\n      &quot;@type&quot;: &quot;Question&quot;,\n      &quot;name&quot;: &quot;When do we see impact and how do we measure it?&quot;,\n      &quot;acceptedAnswer&quot;: {\n        &quot;@type&quot;: &quot;Answer&quot;,\n        &quot;text&quot;: &quot;We work with a 4\u20138 week baseline and a pilot on critical families. We measure OTIF, plan adherence, lead time, WIP, and urgency\/premium cost. The goal is visible improvements within 4\u20136 weeks and scaling by families or plants after the pilot.&quot;\n      }\n    }\n  ]\n}<\/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","protected":false},"excerpt":{"rendered":"<p>Learn how Copilot applied to production planning in Microsoft Dynamics 365 Finance &#038; Operations helps you make faster, traceable, and actionable decisions.<\/p>\n","protected":false},"author":1,"featured_media":24572,"comment_status":"","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":"","rank_math_description":"Learn how Copilot applied to production planning in Microsoft Dynamics 365 Finance & Operations helps you make faster, traceable, and actionable decisions."},"categories":[1],"tags":[],"class_list":["post-25659","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-sin-categorizar"],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/kcpdynamics.com\/en\/wp-json\/wp\/v2\/posts\/25659","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/kcpdynamics.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/kcpdynamics.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/kcpdynamics.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/kcpdynamics.com\/en\/wp-json\/wp\/v2\/comments?post=25659"}],"version-history":[{"count":0,"href":"https:\/\/kcpdynamics.com\/en\/wp-json\/wp\/v2\/posts\/25659\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/kcpdynamics.com\/en\/wp-json\/wp\/v2\/media\/24572"}],"wp:attachment":[{"href":"https:\/\/kcpdynamics.com\/en\/wp-json\/wp\/v2\/media?parent=25659"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/kcpdynamics.com\/en\/wp-json\/wp\/v2\/categories?post=25659"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/kcpdynamics.com\/en\/wp-json\/wp\/v2\/tags?post=25659"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}