{"id":2179,"date":"2026-05-20T19:45:44","date_gmt":"2026-05-20T09:45:44","guid":{"rendered":"https:\/\/www.hashmicro.com\/au\/blog\/?p=2179"},"modified":"2026-05-20T19:45:44","modified_gmt":"2026-05-20T09:45:44","slug":"inventory-optimization","status":"publish","type":"post","link":"https:\/\/www.hashmicro.com\/au\/blog\/inventory-optimization\/","title":{"rendered":"Inventory Forecasting: Methods, Metrics, Formulas &#038; How to Improve Demand Planning"},"content":{"rendered":"<p data-start=\"86\" data-end=\"292\">Inventory forecasting helps businesses predict future demand so they can stock the right products at the right time. It combines historical data, trends, and planning methods to guide inventory decisions.<\/p>\n<p data-start=\"294\" data-end=\"490\">For Australian businesses, accurate forecasting supports <a href=\"https:\/\/www.hashmicro.com\/au\/inventory\">smarter inventory planning<\/a>, reduces excess stock, and prevents shortages. It is especially important in retail, manufacturing, and distribution.<\/p>\n<p data-start=\"492\" data-end=\"637\">In this guide, you will learn how inventory forecasting works, key metrics and formulas, forecasting methods, and how to improve demand planning.<\/p>\n<!-- <div id=\"toc_group_article\" style=''>\r\n\t<p style='font-size:25px;font-weight:bold; margin-bottom:0px'>\r\n\t\tTable of Content:\r\n\t<\/p>\r\n\t<ul id=\"list_toc\" class='list_toc'><\/ul>\r\n<\/div> -->\r\n\r\n<!-- <div class=\"dropdown-fixed-top\" id=\"dropdown-fixed-top\">\r\n\t<div class=\"row\">\r\n\t\t<p id=\"pilihDaftarIsi\">Table of Content<\/p>\r\n\t\t<p><i class=\"td-icon-menu-down\"><\/i><\/p>\r\n\t<\/div>\r\n\t\r\n\t<div>\r\n\t\t<ul id=\"list_toc_top\" class='list_toc'><\/ul>\r\n\t<\/div>\r\n<\/div> -->\r\n\r\n<div id=\"placeholder-toc\"><\/div>\r\n<div id=\"toc\">\r\n    <div class=\"header\">\r\n\t<span class=\"toc-title\" id=\"toc-title\">Table of Content<\/span>\t\r\n\t <i class=\"toc-icon\">\r\n        <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"30\" height=\"30\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"#000\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"header-icon\">\r\n          <path d=\"m6 9 6 6 6-6\" \/>\r\n        <\/svg>\r\n      <\/i>\r\n\t<\/div>\r\n    <div class=\"list\">\r\n      <ul id=\"toc-list\"><\/ul>\r\n    <\/div>\r\n <\/div>\r\n\r\n<style>\r\n\t@media (max-width: 992px) {\r\n\t\t#toc_group_article {\r\n\t\t\tpadding-top: 24px;\r\n\t\t}\r\n\t}\r\n\t\r\n\t#list_toc_float {\r\n\t\tmax-height: calc(100vh - 250px);\r\n\t\toverflow-y: auto;\r\n\t}\r\n\t\r\n\t#list_toc_top {\r\n\t\tdisplay: none;\r\n\t\tbackground: #fff;\r\n\t\tmargin-bottom: 4px;\r\n\t}\r\n\t\r\n\t#list_toc_top li {\r\n\t\tdisplay: block;\r\n\t\tmargin-left: 0;\r\n\t\tlist-style: none;\r\n\t}\r\n\t\r\n\t#list_toc_top a {\r\n\t\tpadding: 5px;\r\n\t\tdisplay: block;\r\n\t}\r\n\t\r\n\t#list_toc_top.show {\r\n\t\tdisplay: block;\r\n\t}\r\n\r\n\t#list_toc_top a {\r\n\t\tcolor: #434343;\r\n\t\tborder-bottom: 1px solid #bbb;\r\n\t}\r\n\t\r\n\t.dropdown-fixed-top {\r\n\t\tposition: fixed;\r\n\t\ttop: 59px;\r\n\t\twidth: 100%;\r\n\t\tz-index: 99;\r\n\t\tborder-bottom: 2px solid #9c171e;\r\n\t\tpadding: 12px;\r\n\t\tbackground: #fff;\r\n\t\twidth: 100%;\r\n\t\tcursor: pointer;\r\n\t\tdisplay: none;\r\n\t\tleft: 0;\r\n\t\tbox-shadow: 0 -2px 7px 6px rgba(0, 0, 0, 0.17);\r\n\t}\r\n\t\r\n\t#dropdown-fixed-top.show {\r\n\t\tanimation: showAnim 0.5s ease;\r\n\t\tdisplay: block;\r\n\t\topacity: 1;\r\n\t}\r\n\t\r\n\t@keyframes showAnim {\r\n\t\tfrom {\r\n\t\t\tdisplay: none;\r\n\t\t\topacity: 0;\r\n\t\t}\r\n\t\tto {\r\n\t\t\tdisplay: block;\r\n\t\t\topacity: 1;\r\n\t\t}\r\n\t}\r\n\t\r\n\t.dropdown-fixed-top #list_toc_top {\r\n\t\tmax-height: calc(50vh - 110px);\r\n\t\toverflow-y: scroll;\r\n\t}\r\n\t\r\n\t.dropdown-fixed-top .row {\r\n\t\tdisplay: flex;\r\n\t\tjustify-content: space-between\r\n\t}\r\n\t\r\n\t.dropdown-fixed-top .row p {\r\n\t\tmargin-bottom: 0;\r\n\t}\r\n\t\r\n\t#pilihDaftarIsi {\r\n\t\tmax-width: 100%;\r\n\t\toverflow: hidden;\r\n\t\twhite-space: nowrap;\r\n\t}\r\n\t\r\n\t@media (min-width: 1018px) {\r\n\t\t.dropdown-fixed-top {\r\n\t\t\tdisplay: none;\r\n\t\t}\r\n\t}\r\n\t\r\n\t#list_toc li {margin-bottom: 0;margin-top: 5px;}\r\n\t#list_toc > li > ul {padding-left: 20px;margin-bottom: 0;}\r\n\t#list_toc{height:max-content;transition:ease-in-out}\r\n\t#list_toc li {margin-bottom: 0;margin-top: 5px;}\r\n\t#list_toc_float li.active > a {color:#b1252d;background: #ffe1e3;}\r\n\t#list_toc_top li.active > a {color:#b1252d;background: #ffe1e3;}\r\n\t#list_toc_float li a {padding:3px 7px}\r\n\t#list_toc_float li a {\r\n\t\tdisplay: block;\r\n\t\tcolor: #000;\r\n\t\tmargin-bottom: 6px;\r\n\t\tpadding-top: 2px;\r\n\t\tpadding-bottom: 2px;\r\n\t\ttransition: all 0.2s ease-in-out;\r\n\t\tfont-size: 15px;\r\n\t\tline-height: 18px;\r\n\t}\r\n\t#list_toc_float li{list-style:none;list-style-position:inside; margin-left:0;}\r\n\t#list_toc_float a:hover{color:#b1252d;}\r\n\t\r\n\t#toc_group_float{\r\n\t\tline-height: 24px;\r\n\t\tmax-height: calc(100vh - 100px);\r\n\t\toverflow: auto;\r\n\t\tz-index: 99;\r\n\t\tdisplay:none!important;\r\n\t\tbackground:#fff;\r\n\t\ttransition:all 0.5s linear\r\n\t}\r\n\t\r\n\t@media (min-width:1019px){\r\n\t\t#toc_group_float {\r\n\t\t\tdisplay:block!important;\r\n\t\t\t}\r\n\t\t\t\t#toc_group_article {\r\n\t\t\tdisplay:none;\r\n\t\t}\r\n\t}\r\n\r\n<\/style>\r\n\r\n<!-- ToC styling  -->\r\n<style>\r\n\t\/* Simple styling for the TOC *\/\r\n\t\r\n\t#toc ul li:last-child {\r\n    padding-bottom: 16px; \/* Adjust the value as needed *\/\r\n}\r\n\r\n.td-fix-index {\r\n\t transform: unset !important;\r\n     -webkit-transform: unset !important; \r\n}\r\n.footer-contact .td-fix-index {\r\n\t transform: translateZ(0) !important;\r\n     -webkit-transform: translateZ(0) !important; \r\n}\r\n\t.tdb_single_content .tdb-block-inner.td-fix-index{\r\n\t\tposition: static;\r\n\t}\r\n\t\r\n\r\n\t\r\n#toc {\r\n  background-color: #FFF;\r\n\tpadding: 17px 24px 0px 24px !important;\r\n  margin-bottom: 20px;\r\n\/*   border: 1px solid #9C171E; *\/\r\n  border-radius: 6px;\r\n\tdisplay: none;\r\n  max-width: 100%;\r\n  transition: .4s ease height;\r\n\tmargin-left: 0;\r\n\toverflow: hidden;\r\n}\r\n\r\n#toc .header{\r\n  display: flex;\r\n  align-items: center;\r\n  justify-content: space-between;\r\n\tbackground-color: transparent;\r\n}\r\n\t\r\n\t#toc.sticky .header{\r\n\t\tpadding: 4px 0;\r\n\t}\r\n\t\r\n.header p{\r\n  font-size: 18px !important;\r\n  font-weight: 600 !important;\r\n  color: #393939;\r\n   margin-bottom: 0;\r\n  \/* margin-top: 20px; *\/\r\n}\r\n\r\n.toc-icon{\r\n  float: right;\r\n\/*   visibility: hidden; *\/\r\n}\r\n\r\n\t.toc-title{\r\n\t\tmargin-right: auto;\r\n\/* \t\tpadding-left: 20px; *\/\r\n\t\tfont-weight: 600;\r\n\t\talign-self: center;\t}\t\r\n\r\n#toc ul {\r\n  list-style-type: none;\r\n  padding-left: 0;\r\n}\r\n\t\r\n#toc.sticky ul{\r\n\toverflow-y: auto;\r\n\tmax-height: 250px;\r\n\tmargin-top: 0px;\r\n\tpadding-top: 20px;\r\n\/* \tborder-top: 1px solid #d3d3d3; *\/\r\n}\r\n\t\r\n#toc ul li {\r\n\/*   margin-bottom: 10px; *\/\r\n  margin-bottom: 10px;\r\n\tmargin-left: 0;\r\n\ttransition: .2s ease;\r\n\tcursor: pointer;\r\n}\r\n\t\r\n\t#toc.sticky ul li {\r\n\t  margin-right: 10px;\r\n\t}\r\n\t\r\n.td-post-content #toc-list li a:hover, .td-post-content #toc-list a.active{\r\n\tbackground-color: #FFF;\r\n\/* \tpadding: 8px 16px 8px 16px; *\/\r\n\tpadding: 4px 16px 4px 16px;\r\n\tborder-radius: 6px;\r\n\tcolor: #9c171e !important;\r\n\tfont-weight: 600 !important;\r\n}\r\n\t\r\n\t.td-post-content #toc-list li:hover a, .td-post-content #toc-list a.active{\r\n\t\tcolor: #9C171E !important;\r\n\t\tfont-weight: 600 !important;\r\n\t}\r\n\t\r\n.td-post-content #toc-list a.active{\r\n\tfont-weight: bold !important;\r\n\tcolor: #9C171E !important;\r\n}\r\n\t\r\n#toc a, .td-post-content #toc-list a {\r\n  text-decoration: none;\r\n  color: #ea1717 !important;\r\n  transition: .2s ease;\r\n\tfont-weight: 400 !important;\r\n\tdisplay: block;\r\n\t\r\n\tpadding: 4px 16px 4px 0;\r\n}\r\n\r\n#toc.sticky {\r\n  position: fixed;\r\n\/*   top: 73px; *\/\r\n\tbottom: 0;\r\n  z-index: 100; \r\n  box-shadow: 0 2px 5px rgba(0,0,0,0.1); \r\n\twidth: 100%; \r\n\tbackground-color: #FFF;\r\n\/* \tbackground-color: #FFF1F1; *\/\r\n\tborder-bottom: 1px solid #ea1717;\r\n\/*   border: 1px solid #393939; *\/\r\n  box-shadow: 0px 0px 14px 0px #00000040;\r\n  cursor: pointer;\r\n\tanimation: fadein .3s ease;\r\n\tpadding: 12px 16px !important;\r\n}\r\n\t\r\n\t.fadein{\r\n\t\tanimation: fadein .3s ease;\r\n\t}\r\n\t\r\n\t.fadeout{\r\n\t\tanimation: fadeout .3s ease;\r\n\t}\r\n\t\r\n\t\r\n\t@keyframes fadein{\r\n\t\t0% {\r\n\t\t\topacity: 0;\r\n\t\t}\r\n\t\t100%{\r\n\t\t\topacity: 1;\r\n\t\t}\r\n\t}\r\n\t\r\n\t@keyframes fadeout{\r\n\t\t0% {\r\n\t\t\topacity: 1;\r\n\t\t}\r\n\t\t100%{\r\n\t\t\topacity: 0;\r\n\t\t}\r\n\t}\r\n\r\n\t\r\n#toc.sticky .header p{\r\n\tmargin-bottom: 10px;\r\n\tmargin-top: 10px;\r\n}\r\n\r\n#toc.sticky .toc-icon{\r\n  visibility: visible;\r\n\/* \ttransition: 0.4s ease; *\/\r\n}\r\n\t\r\n\t.toc-icon{\r\n\t\talign-items: center;\r\n    \tdisplay: flex;\r\n\t}\r\n\t\r\n\tsvg.header-icon{\r\n\/* \t\tbackground-color: #9c171e; *\/\r\n\t\tbackground-color: #FFF;\r\n\t\tborder-radius: 30px;\r\n\t\tpadding: 5px;\r\n\t}\r\n\r\n#toc.sticky .list{\r\n\/*   max-height: 0; *\/\r\n  transition: height 0.4s ease;\r\n}\r\n\t\r\n\t#toc .list{\r\n\/*   max-height: 0; *\/\r\n  transition: height 0.4s ease;\r\n}\r\n\r\n#toc .header.active .toc-icon{\r\n\ttransform: rotate(0deg); \r\n\topacity: 1;\r\n}\r\n\r\n\t#toc .header.active + .list {\r\n\t  max-height: 200px; \/* Adjust this value as needed *\/\r\n\t  opacity: 1;\r\n\t}\r\n\t\r\n\t#placeholder-toc{\r\n\/* \t\tdisplay: none; *\/\r\n\t}\r\n\t\r\n\t@media (min-width: 768px) and (max-width: 991px){\r\n\t\t#toc.sticky{\r\n\/* \t\t\ttop: 104px; *\/\r\n\t\t\tbottom: 0px;\r\n\t\t}\r\n\t\t\r\n\t\t#toc{\r\n\t\t\twidth: unset !important;\r\n\t\t}\r\n\t}\r\n\t\r\n\t@media (max-width: 767px){\r\n\t\t#toc{\r\n\t\t\twidth: 100% !important;\r\n\t\t\tdisplay: inline-block;\r\n\t\t}\r\n\t\t\r\n\t\t#toc.sticky{\r\n\t\t\twidth: 90% !important;\r\n\/* \t\t\ttop: 81px; *\/\r\n\t\t\tbottom: 60px;\r\n\t\t\tmargin-left: auto;\r\n\t\t\tmargin-right: auto;\r\n\t\t\tpadding: 0 16px;\r\n\t\t\tright: 5%;\r\n\t\t}\r\n\t}\r\n\t\r\n\t<\/style>\r\n\r\n<!-- ToC List for mobile -->\r\n<script>\r\n \/\/ Generate TOC based on headings\r\ndocument.addEventListener(\"DOMContentLoaded\", function() {\r\n  \/\/ Get the element that will contain the TOC\r\n  const tocList = document.getElementById('toc-list');\r\n\r\n  \/\/ Get the element with the ID 'article-left'\r\n  const article = document.querySelector('.td-post-content');\r\n\r\n  \/\/ Find all h2 elements within 'myarticle'\r\n  const headers = article.getElementsByTagName('h2');\r\n\r\n  \/\/ Loop through the h2 elements and create a list item for each one\r\n  for (let i = 0; i < headers.length; i++) {\r\n    const header = headers[i];\r\n    const headerText = header.textContent;\r\n\/\/     const headerId = 'header-' + i;\r\n    const headerId = headerText\r\n    .toLowerCase()\r\n    .trim()\r\n    .replace(\/[^\\w\\s-]\/g, '')  \/\/ hapus tanda baca\r\n    .replace(\/\\s+\/g, '-'); \/\/ ganti spasi jadi \"-\"\r\n\r\n    \/\/ Set an ID for the header if it doesn't have one\r\n    header.setAttribute('id', headerId);\r\n\r\n    \/\/ Create a list item for the TOC\r\n    const listItem = document.createElement('li');\r\n\r\n    \/\/ Create a link for the list item\r\n    const link = document.createElement('a');\r\n    link.setAttribute('href', '#' + headerId);\r\n    link.textContent = headerText;\r\n\r\n    \/\/ Append the link to the list item\r\n    listItem.appendChild(link);\r\n\r\n    \/\/ Append the list item to the TOC list\r\n    tocList.appendChild(listItem);\r\n  }\r\n});\r\n\r\n\/\/ Keep height and placement of content using placeholder in place of TOC\r\ndocument.addEventListener(\"DOMContentLoaded\", function() {\r\n  const toc = document.querySelector('#toc');\r\n  const placeholderToc = document.querySelector('#placeholder-toc');\r\n\r\n  function setPlaceholderHeight() {\r\n    placeholderToc.style.height = `${toc.offsetHeight}px`;\r\n  }\r\n\r\n  \/\/ Set the initial height of the placeholder\r\n  setPlaceholderHeight();\r\n\r\n  \/\/ Update the height on window resize\r\n  window.addEventListener('resize', setPlaceholderHeight);\r\n});\r\n  const tocTitle = document.querySelector('#toc-title'); \/\/ Assuming header-faq is the element for TOC title\r\n\r\n\/\/ Sticky TOC and update heading\r\ndocument.addEventListener(\"DOMContentLoaded\", function() {\r\n  const toc = document.querySelector('#toc');\r\n  const footer = document.querySelector('.td-footer-template-wrap');\r\n  const tocParent = toc.parentElement;\r\n  const divTop = tocParent.getBoundingClientRect().top + window.pageYOffset;\r\n  const tocHeight = toc.offsetHeight;\r\n  const triggerPoint = divTop + tocHeight + 700;\r\n  const footerHeight = footer.offsetHeight;\r\n  const triggerFooterPoint = footer.getBoundingClientRect().top + window.pageYOffset - footerHeight - footerHeight - footerHeight;\r\n  const phtoc = document.querySelector('#placeholder-toc');\r\n  const headers = document.querySelectorAll('.td-post-content h2');\r\n  const navLinks = document.querySelectorAll('#toc-list a');\r\n\t\r\n\tconst panel2 = document.querySelector(\"#toc .list\");\r\n\tvar icon = document.querySelector(\".toc-icon\");\r\n\r\n  let activeLink = null; \/\/ Declare activeLink outside the loop\r\n\t\r\n  \/\/ Function to handle scroll and add\/remove .sticky class\r\n  function handleScroll() {\r\n    const windowTop = window.pageYOffset || document.documentElement.scrollTop;\r\n    let currentHeader = '';\r\n\r\n    \/\/ Highlight user progress as the heading comes\r\n    headers.forEach(header => {\r\n\t\tconst headerTop = header.offsetTop;\r\n\t\tconst headerHeight = header.clientHeight;\r\n\t\tif (window.scrollY >= (headerTop - headerHeight + 700)) {\r\n\t\t\tconst currentHeaderId = header.getAttribute('id');\r\n\t\t\tconst currentHeaderText = document.getElementById(currentHeaderId).textContent;\r\n\/\/ \t\t\tconsole.log(\"current header text:\", currentHeaderText);\r\n\t\t\ttocTitle.textContent = currentHeaderText;\r\n\t\t\tcurrentHeader = currentHeaderId;\r\n\t\t\t\r\n\t\t\tif(window.innerWidth < 767){\r\n\t\t\t\ttocTitle.textContent = 'Table of Content';\r\n\t\t\t}\r\n\t\t}\r\n\t});\r\n\r\n    navLinks.forEach(link => {\r\n      link.classList.remove('active');\r\n      if(currentHeader != '') {\r\n\t\t  if (link.getAttribute('href').includes(currentHeader)) {\r\n\t\t\t  link.classList.add('active');\r\n\t\t  }\r\n\t  }\r\n    });\r\n\/\/     if (windowTop < triggerFooterPoint) {\r\n\/\/         toc.style.display = 'block';\r\n\/\/ \t}else{\r\n\/\/         toc.style.display = 'none';\r\n\/\/ \t}\r\n    \/\/ Update TOC title if sticky\r\n    if (windowTop > triggerPoint) {\r\n      if (!toc.classList.contains('sticky')) {\r\n        phtoc.style.display = \"block\";\r\n        toc.classList.add('sticky');\r\n        toc.style.width = `${tocParent.offsetWidth}px`; \/\/ Set width to match the parent element\r\n        toc.setAttribute('style', 'width: ' + tocParent.offsetWidth + 'px !important;');\r\n        toc.style.backgroundColor = \"#FFF\";\r\n\t\tpanel2.style.height = '0px';\r\n\t\t  icon.style.transform = \"rotate(180deg)\";\r\n\t\t  if(window.innerWidth < 767){\r\n\/\/ \t\t\t  const tocs = document.querySelector('#toc.sticky');\r\n\t\t\t  tocTitle.textContent = 'Table of Content'; \/\/ Reset title\r\n       \t\t  toc.style.width = '150px'; \/\/ Set width to match the parent element\r\n\t\t  }\r\n      }\r\n      if (currentHeader) {\r\n\/\/         console.log(\"activeLink:\", activeLink);\r\n        if (activeLink) {\r\n\/\/           tocTitle.textContent = activeLink.textContent; \/\/ Update TOC title\r\n          tocTitle.textContent = activeLink ? activeLink.textContent : \"\"; \/\/ Update title only if activeLink exists\r\n        }\r\n      }\r\n    } else {\r\n      toc.classList.remove('sticky');\r\n      phtoc.style.display = \"none\";\r\n      toc.style.width = 'unset'; \/\/ Reset to original width\r\n      toc.style.backgroundColor = \"#FFF\";\r\n      tocTitle.textContent = 'Table of Content'; \/\/ Reset title\r\n\t\tpanel2.style.height = panel2.scrollHeight + \"px\";\r\n\t\ticon.style.transform = \"rotate(180deg)\";\r\n    }\r\n  }\r\n\r\n    \/\/ Attach the scroll event listener to the window\r\n    window.addEventListener('scroll', handleScroll);\r\n\r\n    \/\/ Initial call to handleScroll to set the correct state on load\r\n    handleScroll();\r\n});\r\n\t\r\n\t\/\/ Open toggle TOC\r\n\t  document.addEventListener(\"DOMContentLoaded\", function() {\r\n\t\tvar tocHeader = document.querySelector(\"#toc .header\");\r\n\t\tvar toc = document.querySelector(\"#toc\");\r\n\t\tvar icon = document.querySelector(\".toc-icon\");\r\n\t\tconst tocTitle = document.querySelector('#toc-title');\r\n\t\tconst tocs = document.querySelector('#toc.sticky');\r\n \t\tconst tocParent = toc.parentElement;\t\t  \r\n\r\n\t\t  tocHeader.addEventListener(\"click\", function() {\r\n\t\t\tvar panel = this.nextElementSibling;\r\n\t\t\tif (panel.style.height !== '0px') { \/\/ Check if height is not 0px\r\n\t\t\t  panel.style.height = '0px'; \/\/ Set height to 0 for full collapse\r\n\t\t\t  icon.style.transform = \"rotate(180deg)\";\r\n\/\/ \t\t\t\ttoc.style.paddingBottom = '6px'; \r\n\t\t\t\tif(window.innerWidth > 768){\r\n\t\t\t\t\tif(!toc.classList.contains('sticky')){\r\n\t\t\t\t\t\ttoc.style.width = \"unset\";\r\n\/\/ \t\t\t\t\t\ttoc.setAttribute('style', 'width: ' + tocParent.offsetWidth + 'px !important;');\r\n\t\t\t\t\t}\r\n\t\t\t\t\tif (toc.classList.contains('sticky')){\r\n\t\t\t\t\t\ttoc.style.width = '${tocParent.offsetWidth}px';\r\n\t\t\t\t\t\ttoc.setAttribute('style', 'width: ' + tocParent.offsetWidth + 'px !important;');\r\n\t\t\t\t\t}\r\n\t\t\t\t}\r\n\t\t\t\tif(window.innerWidth < 767){\r\n\t\t\t\t\ttoc.style.width = \"unset\"; \/\/ Reset width\r\n\t\t\t\t}\r\n\t\t\t\ttoc.style.backgroundColor = \"#FFF1F1\";\r\n\t\t\t} else {\r\n\t\t\t  panel.style.height = panel.scrollHeight + \"px\";\r\n\t\t\t  icon.style.transform = \"rotate(0deg)\";\r\n\t\t\t  toc.style.backgroundColor = \"#FFF\";\r\n\t\t\t  tocTitle.textContent = 'Table of Content'; \/\/ Reset title\r\n\t\t\t\ttoc.style.paddingBottom = '24px';\r\n\t\t\t \tif(window.innerWidth < 767){\r\n\t\t\t\t\ttoc.style.width = `${tocParent.offsetWidth}px`; \/\/ Set width to match the parent element\r\n\t\t\t\t\ttoc.setAttribute('style', 'width: ' + tocParent.offsetWidth + 'px !important;');\r\n\t\t\t\t}\r\n\t\t\t}\r\n\t\t  });\r\n\r\n\t\t  \/\/ Close TOC when a link inside it is clicked\r\n\t\t  var tocLinks = document.querySelectorAll(\"#toc .list a\");\r\n\t\t  tocLinks.forEach(function(link) {\r\n\t\t\tlink.addEventListener(\"click\", function() {\r\n\t\t\t  var panel = document.querySelector(\"#toc .list\");\r\n\t\t\t  panel.style.height = '0px'; \/\/ Set height to 0 for full collapse\r\n\t\t\t  icon.style.transform = \"rotate(180deg)\";\r\n\t\t\t  toc.style.backgroundColor = \"#FFF\";\r\n\t\t\t});\r\n\t\t  });\r\n\t\t});\r\n\r\n\r\n\r\n\t\r\n\/\/ \tmake the heading at the center of the viewport\r\n\/\/ \tdocument.addEventListener('DOMContentLoaded', function() {\r\n\/\/     \/\/ Add click event listener to all links in the TOC list\r\n\/\/     document.querySelectorAll('#toc-list a').forEach(anchor => {\r\n\/\/         anchor.addEventListener('click', function (e) {\r\n\/\/             e.preventDefault(); \/\/ Prevent the default behavior of jumping to the anchor\r\n\/\/ \/\/ \t\t\tconsole.log(\"prevent default\");\r\n\/\/             const targetId = this.getAttribute('href').substring(1); \/\/ Get the ID of the target element\r\n\/\/             const targetElement = document.getElementById(targetId); \/\/ Get the target element\r\n\r\n\/\/             if (targetElement) {\r\n\/\/                 const headerHeight = document.querySelector('#toc .header').offsetHeight; \/\/ Get the height of the fixed header\r\n\/\/                 const windowHeight = window.innerHeight; \/\/ Get the height of the viewport\r\n\/\/                 const targetOffset = targetElement.offsetTop; \/\/ Get the top offset of the target element\r\n\/\/                 const scrollTo = targetOffset + (windowHeight \/ 2) + (headerHeight); \/\/ Calculate the scroll position to center the target element\r\n\r\n\/\/                 \/\/ Scroll to the calculated position smoothly\r\n\/\/                 window.scrollTo({\r\n\/\/                     top: scrollTo,\r\n\/\/                     behavior: 'smooth'\r\n\/\/                 });\r\n\/\/             }\r\n\/\/         });\r\n\/\/     });\r\n\/\/ });\r\n<\/script>\r\n\r\n<!-- START script lama -->\r\n<!-- <script>\r\n\/\/ \tvar pilihDaftarIsi = document.getElementById('pilihDaftarIsi');\r\n\t\r\n\/\/ \tdocument.addEventListener('DOMContentLoaded', function() {\r\n\/\/ \t\tvar dropdownFixedTop = document.querySelector('.dropdown-fixed-top');\r\n\r\n\/\/ \t\tdropdownFixedTop.addEventListener('click', function() {\r\n\/\/ \t\t\tvar dropdownContent = this.querySelector('.list_toc');\r\n\/\/ \t\t\tdropdownContent.classList.toggle('show');\r\n\/\/ \t\t});\r\n\r\n\/\/ \t\twindow.addEventListener('click', function(event) {\r\n\/\/ \t\t\tvar listTocTop = document.getElementById('list_toc_top');\r\n\r\n\/\/ \t\t\tif (!dropdownFixedTop.contains(event.target)) {\r\n\/\/ \t\t\t\tlistTocTop.classList.remove('show');\r\n\/\/ \t\t\t}\r\n\/\/ \t\t});\r\n\/\/ \t});\r\n\t\r\n\/\/ \tvar daftarIsiContainer = document.getElementById('toc_group_article');\r\n\/\/ \tvar dropdownFixedTop = document.getElementById('dropdown-fixed-top');\r\n\/\/     var triggered = false; \/\/ Flag to keep track of whether the function has been triggered\r\n\r\n\/\/     window.addEventListener('scroll', function() {\r\n\/\/         if (!triggered && isCompletelyScrolledPast(daftarIsiContainer)) {\r\n\/\/             showSectionDropdownFixedTop(false);\r\n\/\/             triggered = true;\r\n\/\/         } else if (triggered && !isCompletelyScrolledPast(daftarIsiContainer)) {\r\n\/\/             showSectionDropdownFixedTop(true);\r\n\/\/             triggered = false;\r\n\/\/         }\r\n\/\/     });\r\n\r\n\/\/     function isCompletelyScrolledPast(element) {\r\n\/\/         var elementTop = element.getBoundingClientRect().top;\r\n\/\/         var elementBottom = element.getBoundingClientRect().bottom;\r\n\/\/         return elementTop < 0 && elementBottom < 0;\r\n\/\/     }\r\n\r\n\/\/     function showSectionDropdownFixedTop(show) {\r\n\/\/ \t\tif (show) {\r\n\/\/ \t\t\tdropdownFixedTop.classList.remove(\"show\");\r\n\/\/ \t\t} else {\r\n\/\/ \t\t\tdropdownFixedTop.classList.add(\"show\");\r\n\/\/ \t\t}\r\n\/\/     }\r\n<\/script> -->\r\n<!-- <script>\r\n    \/\/ Scrollspy function to highlight the active TOC item based on the scroll position\r\n  function scrollSpy(tocClass) {\r\n    const scrollPosition = window.scrollY;\r\n\r\n    \/\/ Find the active h2 and h3 headings based on their position in the corresponding TOC\r\n    let activeH2 = null;\r\n    let activeH3 = null;\r\n\r\n    const tocItems = document.querySelectorAll(`.${tocClass} li`);\r\n    tocItems.forEach(item => {\r\n      const a = item.querySelector('a');\r\n      if (!a) return;\r\n      const href = a.getAttribute('href');\r\n      const targetId = href.substring(1); \/\/ Remove the '#' from the href to get the target ID\r\n      const targetElement = document.getElementById(targetId);\r\n      if (!targetElement) return;\r\n\r\n      const targetTop = targetElement.getBoundingClientRect().top + scrollPosition;\r\n      const nextItem = item.nextElementSibling;\r\n      const nextTop = nextItem ? nextItem.getBoundingClientRect().top + scrollPosition : Infinity;\r\n\r\n      if (targetTop <= scrollPosition + 150) {\r\n        if (a.parentElement.parentElement === tocItems) {\r\n          \/\/ The h2 heading is at the root level of the TOC\r\n          activeH2 = { id: targetId, level: 'h2' };\r\n        } else {\r\n          \/\/ The h3 heading is nested under an h2 heading\r\n          const parentH2 = a.parentElement.parentElement.previousElementSibling;\r\n          if (parentH2) {\r\n            const h2Link = parentH2.querySelector('a');\r\n            if (h2Link) {\r\n              const h2Href = h2Link.getAttribute('href');\r\n              const h2Id = h2Href.substring(1);\r\n              activeH2 = { id: h2Id, level: 'h2' };\r\n            }\r\n          }\r\n          activeH3 = { id: targetId, level: 'h3' };\r\n        }\r\n      }\r\n\r\n      if (targetTop > scrollPosition + 150 && nextTop > scrollPosition + 150 && !activeH3) {\r\n        \/\/ Reset the activeH2 when there are no more active h3 headings\r\n        activeH2 = null;\r\n      }\r\n    });\r\n\r\n    \/\/ Update the active state for the TOC items\r\n    tocItems.forEach(item => {\r\n      item.classList.remove('active');\r\n      const a = item.querySelector('a');\r\n      if (a) {\r\n        const href = a.getAttribute('href');\r\n        const targetId = href.substring(1);\r\n        if ((activeH2 && activeH2.id === targetId) || (activeH3 && activeH3.id === targetId)) {\r\n          item.classList.add('active');\r\n\t\t  pilihDaftarIsi.innerHTML = a.textContent;\r\n        }\r\n      }\r\n    });\r\n  }\r\n\r\n  \/\/ Call scrollSpy for each TOC on window scroll\r\n  const tocClasses = ['list_toc', 'list_toc_float', 'list_toc_top']; \/\/ Add other TOC class names here if you have more than two instances\r\n  tocClasses.forEach(tocClass => {\r\n    window.addEventListener('scroll', () => scrollSpy(tocClass));\r\n  });\r\n<\/script> -->\r\n<!-- END script lama -->\r\n\t\r\n<script>\r\n    \/\/ Scrollspy function to highlight the active TOC item based on the scroll position\r\n  function scrollSpy(tocClass) {\r\n    const scrollPosition = window.scrollY;\r\n\r\n    \/\/ Find the active h2 and h3 headings based on their position in the corresponding TOC\r\n    let activeH2 = null;\r\n    let activeH3 = null;\r\n\r\n    const tocItems = document.querySelectorAll(`.${tocClass} li`);\r\n    tocItems.forEach(item => {\r\n      const a = item.querySelector('a');\r\n      if (!a) return;\r\n      const href = a.getAttribute('href');\r\n      const targetId = href.substring(1); \/\/ Remove the '#' from the href to get the target ID\r\n      const targetElement = document.getElementById(targetId);\r\n      if (!targetElement) return;\r\n\r\n      const targetTop = targetElement.getBoundingClientRect().top + scrollPosition;\r\n      const nextItem = item.nextElementSibling;\r\n      const nextTop = nextItem ? nextItem.getBoundingClientRect().top + scrollPosition : Infinity;\r\n\r\n      if (targetTop <= scrollPosition + 150) {\r\n        if (a.parentElement.parentElement === tocItems) {\r\n          \/\/ The h2 heading is at the root level of the TOC\r\n          activeH2 = { id: targetId, level: 'h2' };\r\n        } else {\r\n          \/\/ The h3 heading is nested under an h2 heading\r\n          const parentH2 = a.parentElement.parentElement.previousElementSibling;\r\n          if (parentH2) {\r\n            const h2Link = parentH2.querySelector('a');\r\n            if (h2Link) {\r\n              const h2Href = h2Link.getAttribute('href');\r\n              const h2Id = h2Href.substring(1);\r\n              activeH2 = { id: h2Id, level: 'h2' };\r\n            }\r\n          }\r\n          activeH3 = { id: targetId, level: 'h3' };\r\n        }\r\n      }\r\n\r\n      if (targetTop > scrollPosition + 150 && nextTop > scrollPosition + 150 && !activeH3) {\r\n        \/\/ Reset the activeH2 when there are no more active h3 headings\r\n        activeH2 = null;\r\n      }\r\n    });\r\n\r\n    \/\/ Update the active state for the TOC items\r\n    tocItems.forEach(item => {\r\n      item.classList.remove('active');\r\n      const a = item.querySelector('a');\r\n      if (a) {\r\n        const href = a.getAttribute('href');\r\n        const targetId = href.substring(1);\r\n        if ((activeH2 && activeH2.id === targetId) || (activeH3 && activeH3.id === targetId)) {\r\n          item.classList.add('active');\r\n        }\r\n      }\r\n    });\r\n  }\r\n\r\n  \/\/ Call scrollSpy for each TOC on window scroll\r\n  const tocClasses = ['list_toc', 'list_toc_float']; \/\/ Add other TOC class names here if you have more than two instances\r\n  tocClasses.forEach(tocClass => {\r\n    window.addEventListener('scroll', () => scrollSpy(tocClass));\r\n  });\r\n<\/script>\r\n\t\r\n\r\n<!-- ToC List for desktop side bar, diganti jadi inject by php, di code snippet \"Sidebar Accordion\" -->\r\n<!--  <script>\r\n\tdocument.addEventListener(\"DOMContentLoaded\", function() {\r\nToC List for desktop side bar, diganti jadi inject by php, di code snippet \"Sidebar Accordion\"\r\n        Fungsi untuk mengubah teks menjadi format id\r\n        function formatId(text) {\r\n            return text.trim().replace(\/[^\\w\\d]+\/g, '_');\r\n        }\r\n\r\n        \/\/ Fungsi untuk membuat nested list\r\n        function createNestedList(parentNode, children) {\r\n            if (children.length === 0) return;\r\n\r\n            const nestedUl = document.createElement('ul');\r\n            children.forEach(child => {\r\n                const nestedLi = document.createElement('li');\r\n                const nestedA = document.createElement('a');\r\n                nestedA.textContent = child.title;\r\n                nestedA.href = `#${child.id}`;\r\n                nestedLi.appendChild(nestedA);\r\n                nestedUl.appendChild(nestedLi);\r\n\r\n                if (child.children.length > 0) {\r\n                    createNestedList(nestedLi, child.children);\r\n                }\r\n            });\r\n\r\n            parentNode.appendChild(nestedUl);\r\n        }\r\n\r\n        \/\/ Membuat objek untuk menyimpan daftar h2 dan h3 beserta judulnya\r\n        const headings = [];\r\n\r\n           \/\/ Mengambil semua elemen h2 dan h3\r\n        const elements = document.querySelectorAll('.td-post-content h2');\r\n\t\t\t\/\/, .td-post-content h3\r\n\r\n        elements.forEach(element => {\r\n            if (element.tagName === 'H2') {\r\n                const id = formatId(element.textContent);\r\n                element.id = id;\r\n\t\t\t\tif (element.textContent.toLowerCase() === \"key takeaways\") {return;} \/\/ Kalau Key Takeaways, jangan dimasukin\r\n                headings.push({ level: 'h2', id: id, title: element.textContent, children: [] });\r\n            } else if (element.tagName === 'H3') {\r\n                const id = formatId(element.textContent);\r\n                element.id = id;\r\n                if (headings.length > 0) {\r\n                    headings[headings.length - 1].children.push({ level: 'h3', id: id, title: element.textContent, children: [] });\r\n                }\r\n            }\r\n        });\r\n\r\n        \/\/ Membuat list HTML dari objek headings\r\n        const ul = document.getElementById('list_toc');\r\n        let currentUl = ul;\r\n        headings.forEach(heading => {\r\n            const li = document.createElement('li');\r\n            const a = document.createElement('a');\r\n            a.textContent = heading.title;\r\n            a.href = `#${heading.id}`;\r\n            li.appendChild(a);\r\n\r\n            if (heading.level === 'h2') {\r\n                \/\/ Menyimpan ul saat ini untuk menambahkan nested ul\r\n                currentUl = li;\r\n                ul.appendChild(li);\r\n            } else if (heading.level === 'h3') {\r\n                if (!currentUl.lastElementChild || currentUl.lastElementChild.tagName !== 'UL') {\r\n                    \/\/ Jika belum ada nested ul, buat satu\r\n                    const nestedUl = document.createElement('ul');\r\n                    currentUl.appendChild(nestedUl);\r\n                    currentUl = nestedUl;\r\n                }\r\n                currentUl.appendChild(li);\r\n            }\r\n\r\n            createNestedList(li, heading.children);\r\n        });\r\n\t\tDapatkan elemen ul dengan id 'list_toc_float'\r\nconst ulFloat = document.getElementById('list_toc');\r\nconst ulJourney = document.getElementById('list_journey');\r\n\r\nDapatkan isi (child elements) dari ul dengan id 'list_toc_float'\r\n\tif (ulFloat !== null) {\r\n\t\tconst clonedChildren = ulFloat.cloneNode(true).children;\r\n\t\tconst ulToc = document.getElementById('list_toc_float');\r\n\t\tconst ulTocTop = document.getElementById('list_toc_top');\r\n\t\tif ((ulToc !== null || ulToc !== undefined) && window.innerWidth > 1018){\r\n\t\t\tulToc.append(...clonedChildren);\r\n\t\t} else {\r\n\t\t\tulTocTop.append(...clonedChildren);\r\n\t\t}\r\n\t} \r\n\r\n\tif (ulJourney !== null) {\r\n\t\tconst clonedChildrenJourney = ulJourney.cloneNode(true).children;\r\n\t\tconst ulTocJourney = document.getElementById('list_toc_journey');\r\n\t\tulTocJourney.append(...clonedChildrenJourney);\r\n\t} \r\n\t\r\n        Fungsi untuk mengambil tinggi navbar\r\n        function getNavbarHeight() {\r\n            const navbar = document.getElementById('tdi_34');\r\n            return navbar ? navbar.offsetHeight : 0;\r\n        }\r\n\r\n        \/\/ Fungsi untuk menambahkan offset posisi scroll\r\n        function scrollToElementWithOffset(elementId) {\r\n            const element = document.getElementById(elementId);\r\n            if (element) {\r\n                const offset = getNavbarHeight();\r\n                const elementPosition = element.getBoundingClientRect().top;\r\n                const offsetPosition = elementPosition - offset-40;\r\n\r\n                window.scrollBy({\r\n                    top: offsetPosition,\r\n                    behavior: 'smooth'\r\n                });\r\n            }\r\n        }\r\n\r\n        \/\/ Fungsi untuk menangani klik pada tautan judul\r\n        function handleTitleClick(event) {\r\n            event.preventDefault();\r\n            const href = event.target.getAttribute('href').substr(1);\r\n            scrollToElementWithOffset(href);\r\n        }\r\n\r\n        \/\/ Tambahkan event listener untuk semua tautan judul\r\n        const titleLinks = document.querySelectorAll('a[href^=\"#\"]');\r\n        titleLinks.forEach(link => {\r\n            link.addEventListener('click', handleTitleClick);\r\n        });\r\n\t});\r\n    <\/script> -->\r\n\n<style>\r\n\t.takeaways-container {\r\n\t\tmargin: 20px 0;\r\n\t\tfont-family: sans-serif;\r\n\t}\r\n\t.box-content {\r\n\t\tbackground-color: #fffacd;\r\n\t\tbox-shadow: 0 4px 8px rgba(0, 0, 0, 0.1);\r\n\t\tborder-radius: 25px;\r\n\t\tpadding: 25px;\r\n\t}\r\n\t.title {\r\n\t\tmargin-bottom: 20px;\r\n\t}\r\n\t.title p {\r\n\t\tdisplay: inline-block;\r\n\t\tbackground-color: #8A0E19;\r\n\t\tcolor: #ffffff;\r\n\t\tpadding: 8px 15px;\r\n\t\tborder-radius: 8px;\r\n\t\tfont-size: 22px;\r\n\t\tfont-weight: bold;\r\n\t\tmargin: 0;\r\n\t}\r\n\t.item {\r\n\t\tdisplay: flex;\r\n\t\talign-items: flex-start;\r\n\t\tmargin-bottom: 12px;\r\n\t}\r\n\t.item .circle {\r\n\t\twidth: 8px;\r\n\t\theight: 8px;\r\n\t\tbackground-color: #000000;\r\n\t\tborder-radius: 50%;\r\n\t\tmargin-right: 12px;\r\n\t\tflex-shrink: 0;\r\n\t\tmargin-top: 8px;\r\n\t}\r\n\t.item p {\r\n\t\tmargin: 0;\r\n\t\tfont-size: 16px;\r\n\t\tline-height: 1.6;\r\n\t}\r\n\t.item p a {\r\n\t\tcolor: #8A0E19;\r\n\t\tfont-weight: normal;\r\n\t\ttext-decoration: none;\r\n\t}\r\n\t.item p a:hover {\r\n\t\ttext-decoration: underline;\r\n\t}\r\n\t.button-wrapper {\r\n\t\tmargin-top: 25px;\r\n\t}\r\n\t.submit-button {\r\n\t\tbackground-color: #8a0e19;\r\n\t\tcolor: #fff !important;\r\n\t\ttransition: all .3s ease;\r\n\t\tpadding: 12px 28px;\r\n\t\tdisplay: inline-block;\r\n\t\tborder-radius: 12px;\r\n\t\tfont-size: 16px;\r\n\t\tfont-weight: bold;\r\n\t\ttext-decoration: none;\r\n\t}\r\n\t.submit-button:hover {\r\n\t\tbackground-color: #991b26;\r\n\t}\r\n\t@media (max-width: 767px) {\r\n\t\t.takeaways-container {\r\n\t\t\theight: auto;\r\n\t\t\tpadding: 0;\r\n\t\t}\r\n\t\t.box-content {\r\n\t\t\tpadding: 24px;\r\n\t\t}\r\n\t\t.content,\r\n\t\t.main-content,\r\n\t\t.list-item {\r\n\t\t\twidth: 100%;\r\n\t\t}\r\n\t}\r\n<\/style>\r\n\r\n<div class=\"takeaways-container\">\r\n\t<div class=\"box-content\">\r\n\t\t<div class=\"content\">\r\n\t\t\t<div class=\"title\">\r\n\t\t\t\t<p>Key Takeaways<\/p>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"main-content\">\r\n\t\t\t\t<div class=\"list-item\">\r\n\t\t\t\t\t<div class=\"item\">    <div class=\"circle\"><\/div>    <p><a href=\"#what-is-inventory-forecasting\">Understand the foundational concepts of<\/a> predicting stock needs.<\/p><\/div><div class=\"item\">    <div class=\"circle\"><\/div>    <p><a href=\"#inventory-forecasting-explained\">Discover how precise predictions drive<\/a> profitability and efficiency.<\/p><\/div><div class=\"item\">    <div class=\"circle\"><\/div>    <p><a href=\"#why-inventory-forecasting-is-important-for-businesses\">Explore the vital data points<\/a> required for accurate analysis.<\/p><\/div><div class=\"item\">    <div class=\"circle\"><\/div>    <p><a href=\"#inventory-forecasting-vs-replenishment\">Learn about qualitative, quantitative, and<\/a> trend-based approaches.<\/p><\/div>\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t<\/div>\r\n<\/div>\n<p><span data-sheets-root=\"1\">\r\n    <div class=\"adjustable-banner-wrap\">\r\n        <a href=\"https:\/\/www.hashmicro.com\/au\/inventory?medium=moneysite-banner\" target=\"_blank\">\r\n            <img decoding=\"async\" loading=\"lazy\"\r\n                 src=\"https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/03\/inventory_desktop_1.webp\"\r\n                 data-desktop-src=\"https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/03\/inventory_desktop_1.webp\"\r\n                 data-mobile-src=\"https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/03\/inventory_mobile_1.webp\"\r\n                 alt=\"Inventory1\"\r\n                 class=\"responsive-image-banner\">\r\n\r\n            \r\n            <div class=\"adjustable-banner-overlay\" style=\"width: 55%\">\r\n                <p class=\"adjustable-banner-text\"><span class=\"adjustable-highlight\">Need an<\/span> expert to make <span class=\"adjustable-highlight\">faster financial decisions?<\/span><\/p>\r\n                <div class=\"adjustable-banner-btn\">Schedule a Consultation<\/div>\r\n            <\/div>\r\n\r\n        <\/a>\r\n    <\/div>\r\n<script>\r\n    \/\/ check which image to use based on screensize\r\n    document.addEventListener(\"DOMContentLoaded\", function() {\r\n        function updateImageSource() {\r\n            var images = document.querySelectorAll('.responsive-image-banner');\r\n            var screenWidth = window.innerWidth;\r\n\r\n            images.forEach(function(img) {\r\n                var mobileSrc = img.getAttribute('data-mobile-src');\r\n                var desktopSrc = img.getAttribute('data-desktop-src');\r\n\r\n                if (screenWidth < 576 && mobileSrc) {\r\n                    img.setAttribute('src', mobileSrc);\r\n                } else {\r\n                    img.setAttribute('src', desktopSrc);\r\n                }\r\n            });\r\n        }\r\n\r\n        \/\/ Initial check\r\n        updateImageSource();\r\n\r\n        \/\/ Update on resize\r\n        window.addEventListener('resize', updateImageSource);\r\n    });\r\n<\/script><\/span><\/p>\n<h2 data-section-id=\"syof0b\" data-start=\"644\" data-end=\"677\"><strong>What Is Inventory Forecasting?<\/strong><\/h2>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-4067\" src=\"https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/04\/what-is-inventory-forcasting.webp\" alt=\"\" width=\"800\" height=\"400\" srcset=\"https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/04\/what-is-inventory-forcasting.webp 800w, https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/04\/what-is-inventory-forcasting-300x150.webp 300w, https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/04\/what-is-inventory-forcasting-768x384.webp 768w, https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/04\/what-is-inventory-forcasting-150x75.webp 150w, https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/04\/what-is-inventory-forcasting-696x348.webp 696w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/p>\n<p data-start=\"679\" data-end=\"886\">Inventory forecasting is the process of estimating future demand for products based on historical sales data, trends, and market conditions. It helps businesses decide how much inventory to order and when.<\/p>\n<p data-start=\"888\" data-end=\"1052\">The goal is to maintain optimal stock levels without overstocking or running out of products. This improves both customer satisfaction and operational efficiency.<\/p>\n<p data-start=\"1054\" data-end=\"1145\">Forecasting can be done manually using spreadsheets or through automated inventory systems.<\/p>\n<h2 data-section-id=\"e1mln6\" data-start=\"1152\" data-end=\"1186\"><strong>Inventory Forecasting Explained<\/strong><\/h2>\n<p data-start=\"1188\" data-end=\"1367\">Inventory forecasting combines data analysis and business insights to predict demand patterns. It considers factors such as past sales, seasonality, and external market changes.<\/p>\n<p data-start=\"1369\" data-end=\"1501\">Businesses use forecasting to plan purchasing, production, and replenishment while <a href=\"https:\/\/www.hashmicro.com\/au\/blog\/inventory-tracking\/\">enhancing stock visibility<\/a>. This helps align inventory with actual demand.<\/p>\n<p data-start=\"1503\" data-end=\"1598\">More advanced systems use real-time data and automation to improve accuracy and responsiveness.<\/p>\n<p data-start=\"1503\" data-end=\"1598\"><style>\r\n    #custom-quote {\r\n        background-color: #f0f0f0;\r\n        padding: 20px;\r\n        border-radius: 12px;\r\n        margin: 20px;\r\n        display: flex;\r\n        flex-direction: column;\r\n    }\r\n\r\n    #custom-quote .quote-body {\r\n        display: flex;\r\n        flex-direction: row;\r\n        align-items: flex-start;\r\n        gap: 15px;\r\n        font-size: 16px;\r\n        line-height: 1.5;\r\n        font-style: italic;\r\n    }\r\n\r\n    #custom-quote .quote-icon {\r\n        width: 40px;\r\n        height: 40px;\r\n        flex-shrink: 0;\r\n    }\r\n\r\n    #custom-quote .quote-author-wrapper {\r\n        margin-top: 15px;\r\n        align-self: flex-start;\r\n        margin-left: 55px; \r\n\t\tmargin-bottom: 0px;\r\n    }\r\n\r\n    #custom-quote em {\r\n        font-family: 'Roboto Serif', serif !important;\r\n        font-size: 12px;\r\n        font-weight: bold;\r\n        font-style: normal;\r\n    }\r\n\r\n    @media screen and (max-width: 768px) {\r\n        #custom-quote {\r\n            margin: 15px 0;\r\n            padding: 15px;\r\n        }\r\n        \r\n        #custom-quote .quote-body {\r\n            gap: 12px;\r\n        }\r\n\r\n        #custom-quote .quote-author-wrapper {\r\n            margin-left: 52px;\r\n        }\r\n    }\r\n\r\n    @media screen and (max-width: 480px) {\r\n        #custom-quote {\r\n            margin: 10px 0;\r\n            padding: 12px;\r\n        }\r\n\r\n        #custom-quote .quote-body {\r\n            font-size: 14px;\r\n            gap: 10px;\r\n        }\r\n\r\n        #custom-quote .quote-icon {\r\n            width: 32px;\r\n            height: 32px;\r\n        }\r\n\r\n        #custom-quote .quote-author-wrapper {\r\n            margin-top: 10px;\r\n            margin-left: 42px;\r\n        }\r\n    }\r\n<\/style>\r\n\r\n<div id=\"custom-quote\">\r\n    <div class=\"quote-body\">\r\n        <img decoding=\"async\" src=\"https:\/\/www.hashmicro.com\/blog\/wp-content\/uploads\/2025\/12\/quote.webp\" alt=\"Quote Icon\" class=\"quote-icon\">\r\n        <div>\r\n            Accurate inventory forecasting helps businesses stay prepared, reduce waste, and make smarter decisions.        <\/div>\r\n    <\/div>\r\n    <p class=\"quote-author-wrapper\">\r\n        <em>Kaia Lockwood, Senior Product Manager<\/em>\r\n    <\/p>\r\n<\/div><\/p>\n<h2 data-section-id=\"1mdet9h\" data-start=\"1605\" data-end=\"1661\"><strong>Why Inventory Forecasting Is Important for Businesses<\/strong><\/h2>\n<p data-start=\"1663\" data-end=\"1843\">Inventory forecasting plays a key role in maintaining efficient operations and meeting customer demand. It helps businesses make better decisions about stock levels and purchasing.<\/p>\n<h3 data-section-id=\"xxibgj\" data-start=\"1845\" data-end=\"1884\">1. Prevents Overstocking and Stockouts<\/h3>\n<p data-start=\"1886\" data-end=\"2019\">Accurate forecasting helps maintain the right balance of stock. It reduces the risk of excess inventory or running out of products. This ensures better product availability and customer satisfaction.<\/p>\n<h3 data-section-id=\"oy1qg8\" data-start=\"2090\" data-end=\"2125\">2. Reduces Inventory Holding Costs<\/h3>\n<p data-start=\"2127\" data-end=\"2266\">Holding too much inventory increases storage and carrying costs. Forecasting helps optimise stock levels and reduce unnecessary expenses. This improves cost efficiency across the business.<\/p>\n<h3 data-section-id=\"8ug2k7\" data-start=\"2320\" data-end=\"2353\">3. Improves Cash Flow Management<\/h3>\n<p data-start=\"2355\" data-end=\"2486\">Better forecasting allows businesses to avoid tying up cash in excess inventory. This frees up funds for other operational needs. It also supports more predictable financial planning.<\/p>\n<h3 data-section-id=\"149vksp\" data-start=\"2543\" data-end=\"2588\">4. Enables Faster Response to Demand Changes<\/h3>\n<p data-start=\"2590\" data-end=\"2721\">Forecasting helps businesses identify trends and shifts in demand early. This allows quicker adjustments to inventory strategies. It improves agility in a changing market.<\/p>\n<h2 data-section-id=\"1dwfl1t\" data-start=\"2771\" data-end=\"2812\"><strong>Inventory Forecasting vs Replenishment<\/strong><\/h2>\n<p data-start=\"2814\" data-end=\"2961\">Inventory forecasting focuses on predicting future demand, while replenishment is the process of restocking inventory based on those predictions.<\/p>\n<p data-start=\"2963\" data-end=\"3071\">Forecasting answers how much stock will be needed, while replenishment determines when and how to reorder. Both work together to maintain efficient inventory management and avoid stock issues.<\/p>\n<h2 data-section-id=\"dkxhy\" data-start=\"3165\" data-end=\"3199\"><strong>How Inventory Forecasting Works<\/strong><\/h2>\n<p data-start=\"3201\" data-end=\"3353\">Inventory forecasting starts with collecting historical sales and inventory data. This data is analysed to identify patterns, trends, and seasonality.<\/p>\n<p data-start=\"3355\" data-end=\"3484\">Businesses then apply forecasting methods to estimate future demand. These estimates guide purchasing and production decisions. Modern systems, including <a href=\"https:\/\/www.hashmicro.com\/au\/blog\/best-inventory-software\/\">top tools for inventory efficiency<\/a>, can automate forecasting and update data in real time.<\/p>\n<p data-start=\"3355\" data-end=\"3484\"><span data-sheets-root=\"1\">\r\n    <div class=\"hashy-banner-wrap\" data-catimg=\"Inventory\">\r\n        <a class=\"hashy-banner-link\" href=\"https:\/\/www.hashmicro.com\/au\/free-product-tour\/?medium=moneysite-banner&promocampaign=hashy-ai\" target=\"_blank\" rel=\"noopener\" aria-label=\"See It Live\">\r\n        <div class=\"hashy-banner-frame\">\r\n            <div class=\"hashy-banner-stage\">\r\n                <!-- Background stack -->\r\n                <div class=\"hashy-card-bg\" aria-hidden=\"true\">\r\n                    <span class=\"hashy-card-bg-fill\"><\/span>\r\n                    <img decoding=\"async\" class=\"hashy-card-bg-stars\" src=\"https:\/\/www.hashmicro.com\/assets\/images\/hashy-ai-banner\/figma\/banner-bg-texture.webp\" alt=\"\" loading=\"lazy\" aria-hidden=\"true\">\r\n                    <img decoding=\"async\" class=\"hashy-card-bg-light\" src=\"https:\/\/www.hashmicro.com\/assets\/images\/hashy-ai-banner\/figma\/banner-light-beam-787912.webp\" alt=\"\" loading=\"lazy\" aria-hidden=\"true\">\r\n                    <span class=\"hashy-card-bg-glow\"><\/span>\r\n                <\/div>\r\n\r\n                <!-- Sparkle decorations -->\r\n                <span class=\"hashy-card-deco hashy-card-deco-1\" aria-hidden=\"true\">\r\n                    <svg viewBox=\"0 0 121 35\" preserveAspectRatio=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\r\n                        <g opacity=\".48\" filter=\"url(#hcd1)\"><rect width=\"102\" height=\"24\" transform=\"matrix(-1.006 0 0 1.006 115.66 5.34)\" fill=\"url(#hcd1g)\"\/><\/g>\r\n                        <path d=\"M15.27 9.03 13.35 4.34l-1.92 4.69a13.2 13.2 0 0 1-6.77 6.61L0 17.56l4.66 1.88a13.2 13.2 0 0 1 6.77 6.81l1.92 4.66 1.92-4.66a13.2 13.2 0 0 1 6.77-6.81l4.66-1.88-4.66-1.92a13.2 13.2 0 0 1-6.77-6.61z\" fill=\"#fff\"\/>\r\n                        <defs>\r\n                            <filter id=\"hcd1\" x=\"7.7\" y=\"0\" width=\"113.27\" height=\"34.82\" filterUnits=\"userSpaceOnUse\"><feGaussianBlur stdDeviation=\"2.66\"\/><\/filter>\r\n                            <linearGradient id=\"hcd1g\" x1=\"175.31\" y1=\"12\" x2=\"0\" y2=\"12\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#fff\"\/><stop offset=\"1\" stop-color=\"#0B0B0F\"\/><\/linearGradient>\r\n                        <\/defs>\r\n                    <\/svg>\r\n                <\/span>\r\n                <span class=\"hashy-card-deco hashy-card-deco-2\" aria-hidden=\"true\">\r\n                    <svg viewBox=\"0 0 121 35\" preserveAspectRatio=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\r\n                        <g opacity=\".48\" 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stop-color=\"#232126\"\/><\/linearGradient>\r\n                        <\/defs>\r\n                    <\/svg>\r\n                <\/span>\r\n\r\n                <div class=\"hashy-card-inner\">\r\n                    <!-- Left column: logo + headline + CTA -->\r\n                    <div class=\"hashy-card-left\">\r\n                        <img decoding=\"async\" class=\"hashy-card-logo\" src=\"https:\/\/www.hashmicro.com\/assets\/images\/hashy-ai-banner\/figma\/hashmicro-logo-f0090c.webp\" alt=\"HashMicro\" width=\"240\" height=\"32\" loading=\"lazy\">\r\n                        <div class=\"hashy-card-text-block\">\r\n                            <p class=\"hashy-card-title\"><span class=\"hashy-fg-grad\">Hashy AI<\/span> reorders the right stock before you even notice<\/p>\r\n                            <span class=\"hashy-card-cta\">\r\n                                <span class=\"hashy-card-cta-label\">See It Live<\/span>\r\n                                <span 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        data-avatar-user=\"https:\/\/www.hashmicro.com\/assets\/images\/hashy-ai-banner\/figma\/avatar-hannah.webp\">\r\n                                <!-- 1. Hashy: Low Stock Warning card (Light Switch W324) -->\r\n                                <div class=\"hashy-msg is-incoming\" data-step=\"1\">\r\n                                    <img decoding=\"async\" class=\"hashy-msg-avatar\" src=\"https:\/\/www.hashmicro.com\/assets\/images\/hashy-ai-banner\/figma\/avatar-hashy.webp\" alt=\"\" width=\"40\" height=\"40\" loading=\"lazy\">\r\n                                    <div class=\"hashy-bubble hashy-bubble-white hashy-bubble-card\">\r\n                                        <div class=\"hashy-stock-card\">\r\n                                            <div class=\"hashy-stock-head\">\r\n                                                <span>Low Stock Warning<\/span>\r\n                                                <svg class=\"hashy-warn-icon\" viewBox=\"0 0 20 20\" width=\"20\" height=\"20\" aria-hidden=\"true\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M4.43 8.97C6.86 4.66 8.07 2.5 10 2.5s3.14 2.16 5.57 6.47l.3.54c2.02 3.58 3.03 5.37 2.12 6.68-.91 1.31-3.17 1.31-7.69 1.31H9.7c-4.52 0-6.78 0-7.69-1.31-.92-1.31.09-3.1 2.11-6.68l.3-.54zM10 6.04a.62.62 0 0 1 .62.63v4.16a.62.62 0 0 1-1.25 0V6.67a.62.62 0 0 1 .63-.63zm0 8.13a.83.83 0 1 0 0-1.67.83.83 0 0 0 0 1.67z\" fill=\"#BD1E2D\"\/><\/svg>\r\n                                            <\/div>\r\n                                            <div class=\"hashy-stock-divider\"><\/div>\r\n                                            <div class=\"hashy-stock-row\">\r\n                                                <div class=\"hashy-stock-thumb\">\r\n                                                    <img decoding=\"async\" src=\"https:\/\/www.hashmicro.com\/assets\/images\/hashy-ai-banner\/figma\/product-lightswitch.webp\" alt=\"\" loading=\"lazy\">\r\n                                                <\/div>\r\n                                                <div class=\"hashy-stock-info\">\r\n                                                    <p class=\"hashy-stock-name\">Light Switch W324<\/p>\r\n                                                    <p class=\"hashy-stock-sku\">LS-2852<\/p>\r\n                                                    <span class=\"hashy-stock-pill hashy-stock-pill-ok\">Last Updated: 2 Seconds Ago<\/span>\r\n                                                <\/div>\r\n                                            <\/div>\r\n                                            <div class=\"hashy-stock-progress\">\r\n                                                <div class=\"hashy-stock-bar\"><span style=\"width:20%\"><\/span><\/div>\r\n                                                <span class=\"hashy-stock-pill hashy-stock-pill-low\">92 pcs<\/span>\r\n                                            <\/div>\r\n                                        <\/div>\r\n                                    <\/div>\r\n                                <\/div>\r\n                                <!-- 2. Projection -->\r\n                                <div class=\"hashy-msg is-incoming hashy-msg-narrow\" data-step=\"2\">\r\n                                    <img decoding=\"async\" class=\"hashy-msg-avatar\" src=\"https:\/\/www.hashmicro.com\/assets\/images\/hashy-ai-banner\/figma\/avatar-hashy.webp\" alt=\"\" width=\"40\" height=\"40\" loading=\"lazy\">\r\n                                    <div class=\"hashy-bubble hashy-bubble-white\"><span class=\"hashy-text-purple\"><strong>Light Switch W324<\/strong><\/span> is projected to run out in 3 days.<\/div>\r\n                                <\/div>\r\n                                <!-- 3. PO draft prepared + document card -->\r\n                                <div class=\"hashy-msg is-incoming hashy-msg-narrow\" data-step=\"3\">\r\n                                    <img decoding=\"async\" class=\"hashy-msg-avatar\" src=\"https:\/\/www.hashmicro.com\/assets\/images\/hashy-ai-banner\/figma\/avatar-hashy.webp\" alt=\"\" width=\"40\" height=\"40\" loading=\"lazy\">\r\n                                    <div class=\"hashy-bubble hashy-bubble-white hashy-bubble-card hashy-bubble-doc\">\r\n                                        <div class=\"hashy-doc-tag\">\r\n                                            <svg viewBox=\"0 0 15 15\" width=\"15\" height=\"15\" aria-hidden=\"true\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M15 7.5A7.5 7.5 0 1 1 0 7.5a7.5 7.5 0 0 1 15 0zm-4.48-2.27a.55.55 0 0 1 0 .8L6.77 9.77a.55.55 0 0 1-.8 0l-1.5-1.5a.55.55 0 0 1 .8-.8l1.1 1.1 3.36-3.34a.55.55 0 0 1 .79 0z\" fill=\"#2FB71C\"\/><\/svg>\r\n                                            <p><span class=\"hashy-text-purple\"><strong>Purchase order<\/strong><\/span> draft prepared<\/p>\r\n                                        <\/div>\r\n                                        \r\n                                        <div class=\"hashy-doc-card\">\r\n                                            <div class=\"hashy-doc-preview\">\r\n                                                <div class=\"hashy-doc-head\">\r\n                                                    <div class=\"hashy-doc-head-text\">\r\n                                                        <p class=\"hashy-doc-title\">Purchase order<\/p>\r\n                                                        <p class=\"hashy-doc-num\">Purchase order Number #PO-3162-01<\/p>\r\n                                                    <\/div>\r\n                                                    <img decoding=\"async\" class=\"hashy-doc-logo\" src=\"https:\/\/www.hashmicro.com\/assets\/images\/hashy-ai-banner\/figma\/doc-logo-inventory.webp\" alt=\"\" loading=\"lazy\">\r\n                                                <\/div>\r\n                                                <div class=\"hashy-doc-divider\"><\/div>\r\n                                                <div class=\"hashy-doc-fromto\">\r\n                                                    <div>\r\n                                                        <p class=\"hashy-doc-label\">From:<\/p>\r\n                                                        <p class=\"hashy-doc-co\">TerraCore Materials<\/p>\r\n                                                        <p class=\"hashy-doc-addr\">789 Enterprise Avenue, Floor 2,<br>Metropolis, Stockholm<\/p>\r\n                                                    <\/div>\r\n                                                    <div>\r\n                                                        <p class=\"hashy-doc-label\">to:<\/p>\r\n                                                        <p class=\"hashy-doc-co\">Buildronix Materials<\/p>\r\n                                                        <p class=\"hashy-doc-addr\">45 Evergreen Lane, Suite 102,<br>Brookfield, NY, 11234<\/p>\r\n                                                    <\/div>\r\n                                                <\/div>\r\n                                            <\/div>\r\n                                            <div class=\"hashy-doc-attach\">\r\n                                                <span class=\"hashy-doc-pdf-badge\" aria-hidden=\"true\">\r\n                                                    <svg viewBox=\"0 0 20 25\" width=\"20\" height=\"25\"><path d=\"M2 0h12l4 5v18a2 2 0 0 1-2 2H2a2 2 0 0 1-2-2V2a2 2 0 0 1 2-2z\" fill=\"#E5252A\"\/><path d=\"M14 0v5h4z\" fill=\"#FF5757\"\/><text x=\"4\" y=\"22\" font-family=\"Arial,sans-serif\" font-weight=\"700\" font-size=\"6\" fill=\"#fff\">PDF<\/text><\/svg>\r\n                                                <\/span>\r\n                                                <div class=\"hashy-doc-attach-meta\">\r\n                                                    <p class=\"hashy-doc-file\">Purchase order [21\/04\/2026].pdf<\/p>\r\n                                                    <p class=\"hashy-doc-size\">1MB, PDF File<\/p>\r\n                                                <\/div>\r\n                                            <\/div>\r\n                                            <span class=\"hashy-doc-cta\">View Document<\/span>\r\n                                        <\/div>\r\n                                    <\/div>\r\n                                <\/div>\r\n                                <!-- 4. User question (right) -->\r\n                                <div class=\"hashy-msg is-outgoing\" data-step=\"4\">\r\n                                    <div class=\"hashy-bubble hashy-bubble-purple\">Is the quantity <strong>already optimized?<\/strong><\/div>\r\n                                    <img decoding=\"async\" class=\"hashy-msg-avatar hashy-msg-avatar-bordered\" src=\"https:\/\/www.hashmicro.com\/assets\/images\/hashy-ai-banner\/figma\/avatar-hannah.webp\" alt=\"\" width=\"40\" height=\"40\" loading=\"lazy\">\r\n                                <\/div>\r\n                                <!-- 5. Hashy answer -->\r\n                                <div class=\"hashy-msg is-incoming hashy-msg-narrow\" data-step=\"5\">\r\n                                    <img decoding=\"async\" class=\"hashy-msg-avatar\" src=\"https:\/\/www.hashmicro.com\/assets\/images\/hashy-ai-banner\/figma\/avatar-hashy.webp\" alt=\"\" width=\"40\" height=\"40\" loading=\"lazy\">\r\n                                    <div class=\"hashy-bubble hashy-bubble-white\">Yes, based on <span class=\"hashy-text-purple\"><strong>demand trend &amp; lead time.<\/strong><\/span><\/div>\r\n                                <\/div>\r\n                                <!-- 6. User approval (right) -->\r\n                                <div class=\"hashy-msg is-outgoing\" data-step=\"6\">\r\n                                    <div class=\"hashy-bubble hashy-bubble-purple\">Approved. Please<strong> inform the supplier.<\/strong><\/div>\r\n                                    <img decoding=\"async\" class=\"hashy-msg-avatar hashy-msg-avatar-bordered\" src=\"https:\/\/www.hashmicro.com\/assets\/images\/hashy-ai-banner\/figma\/avatar-hannah.webp\" alt=\"\" width=\"40\" height=\"40\" loading=\"lazy\">\r\n                                <\/div>\r\n                                <!-- 7. RFQ confirmation -->\r\n                                <div class=\"hashy-msg is-incoming hashy-msg-narrow\" data-step=\"7\">\r\n                                    <img decoding=\"async\" class=\"hashy-msg-avatar\" src=\"https:\/\/www.hashmicro.com\/assets\/images\/hashy-ai-banner\/figma\/avatar-hashy.webp\" alt=\"\" width=\"40\" height=\"40\" loading=\"lazy\">\r\n                                    <div class=\"hashy-bubble hashy-bubble-white\">\r\n                                        <span class=\"hashy-inline-icon\">\r\n                                            <svg viewBox=\"0 0 18 18\" width=\"16\" height=\"16\" aria-hidden=\"true\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M16.5 9A7.5 7.5 0 1 1 1.5 9a7.5 7.5 0 0 1 15 0zm-4.48-2.27a.55.55 0 0 1 0 .8L8.27 11.27a.55.55 0 0 1-.8 0l-1.5-1.5a.55.55 0 0 1 .8-.8l1.1 1.1 3.4-3.34a.55.55 0 0 1 .76 0z\" fill=\"#2FB71C\"\/><\/svg>\r\n                                        <\/span>\r\n                                        Request for Quotation is <span class=\"hashy-text-purple\"><strong>sent to 15 vendors.<\/strong><\/span>\r\n                                    <\/div>\r\n                                <\/div><\/div>\r\n                            <\/div>\r\n                        <\/div>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div>\r\n        <\/div>\r\n        <\/a>\r\n    <\/div>\r\n\r\n    <style>\r\n        \/* ============================================================\r\n         * Hashy banner \u2014 Figma 5181:2678 (1440 \u00d7 508). Stage rendered\r\n         * at exact Figma px values; outer wrapper scales it to fit any\r\n         * body-post container width via container queries.\r\n         * ============================================================ *\/\r\n        .hashy-banner-wrap {\r\n            container-type: inline-size !important;\r\n            container-name: hashybnr !important;\r\n            position: relative !important;\r\n            display: block !important;\r\n            width: 100% !important;\r\n            max-width: 860px !important;        \/* locks the banner at the \"wider\r\n                                        blog 860px\" preview proportions\r\n                                        regardless of body-post width *\/\r\n            margin: 16px auto !important;\r\n            font-family: Poppins, \"Helvetica Neue\", Arial, sans-serif !important;\r\n        }\r\n\r\n        \/* Whole-banner link \u2014 wraps the entire frame so any click on the\r\n           card (background, mascot, chat preview) routes to the CTA URL.\r\n           The inner CTA is now a non-anchor span styled as a button. *\/\r\n        .hashy-banner-link {\r\n            display: block !important;\r\n            color: inherit !important;\r\n            text-decoration: none !important;\r\n            cursor: pointer !important;\r\n        }\r\n\r\n        .hashy-banner-frame {\r\n            position: relative !important;\r\n            width: 100% !important;\r\n            aspect-ratio: 1440 \/ 508 !important;\r\n            border-radius: 16px !important;\r\n            overflow: hidden !important;\r\n            background: #111 !important;\r\n            box-shadow: 0 12px 40px rgba(0, 0, 0, .35) !important;\r\n        }\r\n\r\n        \/* The stage is rendered at the exact Figma frame size. The\r\n           transform: scale() shrinks it proportionally to fit the\r\n           container while preserving every pixel-level token.\r\n           tan(atan2(y, x)) is the standard CSS trig trick to turn the\r\n           length ratio (100cqw \/ 1440px) into a unitless number that\r\n           scale() will accept. *\/\r\n        .hashy-banner-stage {\r\n            position: absolute !important;\r\n            top: 0 !important; left: 0 !important;\r\n            width: 1440px !important;\r\n            height: 508px !important;\r\n            transform-origin: top left !important;\r\n            transform: scale(tan(atan2(100cqw, 1440px))) !important;\r\n        }\r\n        \/* Fallback for browsers without CSS Trig support (pre-2023): the\r\n           stage simply renders left-aligned at design size with overflow\r\n           clipped, which is still readable. *\/\r\n        @supports not (transform: scale(tan(atan2(1px, 1px)))) {\r\n            .hashy-banner-stage { transform: none !important; }\r\n        }\r\n        .hashy-banner-stage * { box-sizing: border-box !important; }\r\n        \/* Defensive overrides \u2014 Hashmicro WP theme rules like\r\n           `.tagdiv-type img { margin-bottom: 21px }` (specificity 0,1,1)\r\n           push our avatars \/ mascot \/ logo out of alignment. Selectors\r\n           below repeat the wrapper class so specificity is (0,2,1) and\r\n           wins regardless of theme load order. *\/\r\n        .hashy-banner-wrap.hashy-banner-wrap img,\r\n        .hashy-banner-stage.hashy-banner-stage img {\r\n            margin: 0 !important;\r\n            padding: 0 !important;\r\n            border: 0 !important;\r\n            max-width: none !important;\r\n            background: transparent !important;\r\n            vertical-align: middle !important;\r\n            box-shadow: none !important;\r\n        }\r\n        .hashy-banner-wrap.hashy-banner-wrap p,\r\n        .hashy-banner-wrap.hashy-banner-wrap h1, .hashy-banner-wrap.hashy-banner-wrap h2,\r\n        .hashy-banner-wrap.hashy-banner-wrap h3, .hashy-banner-wrap.hashy-banner-wrap h4,\r\n        .hashy-banner-wrap.hashy-banner-wrap h5, .hashy-banner-wrap.hashy-banner-wrap h6 {\r\n            margin: 0 !important;\r\n            padding: 0 !important;\r\n            text-indent: 0 !important;\r\n            background: transparent !important;\r\n        }\r\n        .hashy-banner-wrap.hashy-banner-wrap a { text-decoration: none !important; }\r\n\r\n        \/* \u2500\u2500 Background layers \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 *\/\r\n        .hashy-card-bg {\r\n            position: absolute !important; inset: 0 !important;\r\n            border-radius: 16px !important;\r\n            overflow: hidden !important;\r\n            pointer-events: none !important;\r\n            z-index: 0 !important;\r\n        }\r\n        .hashy-card-bg-fill { position: absolute !important; inset: 0 !important; background: #111 !important; }\r\n        .hashy-card-bg-stars {\r\n            position: absolute !important; inset: 0 !important;\r\n            width: 100% !important; height: 100% !important;\r\n            object-fit: cover !important;\r\n            mix-blend-mode: screen !important;\r\n            opacity: .56 !important;\r\n        }\r\n        .hashy-card-bg-light {\r\n            position: absolute !important;\r\n            inset: -6px 0 auto 0 !important;\r\n            width: 100% !important;\r\n            height: calc(100% + 12px) !important;\r\n            object-fit: cover !important;\r\n            mix-blend-mode: plus-lighter !important;\r\n            opacity: .54 !important;\r\n            filter: blur(16px) !important;\r\n        }\r\n        .hashy-card-bg-glow {\r\n            position: absolute !important;\r\n            left: calc(50% - 480px) !important;\r\n            bottom: -110px !important;\r\n            width: 961px !important;\r\n            height: 222px !important;\r\n            border-radius: 50% !important;\r\n            background: radial-gradient(ellipse 480px 111px at center, rgba(160,102,242,1) 0%, rgba(77,77,77,0) 100%) !important;\r\n            filter: blur(80px) !important;\r\n            opacity: .8 !important;\r\n            pointer-events: none !important;\r\n        }\r\n\r\n        \/* \u2500\u2500 Sparkle decorations (Figma px positions) \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 *\/\r\n        .hashy-card-deco {\r\n            position: absolute !important;\r\n            display: block !important;\r\n            pointer-events: none !important;\r\n            z-index: 1 !important;\r\n            animation: hashyDecoFloat 4s ease-in-out infinite !important;\r\n        }\r\n        .hashy-card-deco svg { width: 100% !important; height: 100% !important; display: block !important; }\r\n        .hashy-card-deco-1 { left: 334px !important; top: 399px !important; width: 121px !important; height: 35px !important; }\r\n        .hashy-card-deco-2 { left: 615px !important; top: 72px !important;  width: 121px !important; height: 35px !important; animation-delay: 1.3s !important; }\r\n        .hashy-card-deco-3 { right: 50.57px !important; top: -6px !important; width: 35px !important;  height: 95px !important; animation-delay: 2.4s !important; }\r\n        @keyframes hashyDecoFloat {\r\n            0%, 100% { transform: translateY(0)    scale(1);    opacity: .9; }\r\n            50%      { transform: translateY(-3px) scale(1.05); opacity: 1;  }\r\n        }\r\n\r\n        \/* \u2500\u2500 Inner row \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 *\/\r\n        .hashy-card-inner {\r\n            position: relative !important;\r\n            z-index: 2 !important;\r\n            display: flex !important;\r\n            align-items: center !important;\r\n            justify-content: space-between !important;\r\n            gap: 48px !important;\r\n            padding: 64px 70px !important;\r\n            height: 100% !important;\r\n        }\r\n\r\n        \/* \u2500\u2500 Left column \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 *\/\r\n        .hashy-card-left {\r\n            flex: 0 0 auto !important;\r\n            display: flex !important;\r\n            flex-direction: column !important;\r\n            align-items: flex-start !important;\r\n            gap: 32px !important;             \/* logo\u2192text tightened from 64 *\/\r\n            max-width: 660px !important;      \/* fits the longer Accounting copy on 3 lines *\/\r\n        }\r\n        .hashy-card-logo {\r\n            display: block !important;\r\n            height: 31.28px !important;\r\n            width: auto !important;\r\n        }\r\n        .hashy-card-text-block {\r\n            display: flex !important;\r\n            flex-direction: column !important;\r\n            align-items: flex-start !important;\r\n            gap: 32px !important;             \/* text\u2192button tightened from 56,\r\n                                                 brings CTA up + farther from\r\n                                                 banner bottom edge *\/\r\n        }\r\n        .hashy-card-title {\r\n            margin: 0 !important;\r\n            font-family: Poppins, \"Helvetica Neue\", Arial, sans-serif !important;\r\n            font-weight: 600 !important;\r\n            font-size: 46px !important;\r\n            line-height: 1.25 !important;\r\n            color: #fff !important;\r\n            letter-spacing: -0.005em !important;\r\n            max-width: 660px !important;      \/* match left-column widening *\/\r\n        }\r\n        .hashy-banner-stage .hashy-fg-grad {\r\n            display: inline-block !important;\r\n            background: linear-gradient(65deg, #8839E7 0%, #E391F4 74%, #8839E7 100%) !important;\r\n            -webkit-background-clip: text !important;\r\n            background-clip: text !important;\r\n            -webkit-text-fill-color: transparent !important;\r\n            color: transparent !important;\r\n            font-weight: 700 !important;\r\n        }\r\n\r\n        \/* CTA \u2014 bumped up from Figma (14\u00d748 \/ 20px) so it stays visually\r\n           prominent after the stage scale-down (~0.44\u00d7 at 628 container).\r\n           Now: padding 22\u00d772, font 30, gap 14, sparkle 28. *\/\r\n        .hashy-card-cta {\r\n            display: inline-flex !important;\r\n            align-items: center !important;\r\n            justify-content: center !important;\r\n            gap: 14px !important;\r\n            padding: 22px 72px !important;\r\n            background:\r\n                linear-gradient(#8839E7, #8839E7) padding-box,\r\n                linear-gradient(129deg, #fff 5%, rgba(255,255,255,0) 28%, rgba(255,255,255,0) 72%, #fff 94%) border-box !important;\r\n            border: 3px solid transparent !important;\r\n            border-radius: 99px !important;\r\n            color: #fff !important;\r\n            font-family: Poppins, \"Helvetica Neue\", Arial, sans-serif !important;\r\n            font-weight: 600 !important;\r\n            font-size: 30px !important;\r\n            line-height: 1.2 !important;\r\n            text-decoration: none !important;\r\n            box-shadow: 0 8px 28px rgba(136, 57, 231, .45) !important;\r\n            transition: transform .25s ease, box-shadow .25s ease, filter .25s ease !important;\r\n        }\r\n        .hashy-card-cta:hover {\r\n            transform: translateY(-2px) !important;\r\n            filter: brightness(1.08) !important;\r\n            color: #fff !important;\r\n            text-decoration: none !important;\r\n            box-shadow: 0 14px 36px rgba(136, 57, 231, .6) !important;\r\n        }\r\n        .hashy-card-cta-spark { display: inline-flex !important; }\r\n        .hashy-card-cta-spark svg { display: block !important; width: 28px !important; height: 29px !important; }\r\n\r\n        \/* \u2500\u2500 Right column (mascot + chat) \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 *\/\r\n        .hashy-card-right {\r\n            position: relative !important;\r\n            flex: 0 0 auto !important;\r\n            width: 562px !important;\r\n            display: flex !important;\r\n            flex-direction: column !important;\r\n            align-items: center !important;\r\n            padding-bottom: 24px !important;\r\n        }\r\n        .hashy-banner-wrap.hashy-banner-wrap img.hashy-card-mascot,\r\n        .hashy-banner-stage.hashy-banner-stage img.hashy-card-mascot,\r\n        .hashy-card-mascot {\r\n            display: block !important;\r\n            width: 128px !important;\r\n            height: 194.4px !important;\r\n            margin: 0 0 -28px !important;        \/* overlap chat-window by 28px *\/\r\n            position: relative !important;\r\n            z-index: 1 !important;               \/* sits BEHIND chat window so the\r\n                                         bottom edge is hidden, giving\r\n                                         the peek-from-behind effect *\/\r\n            animation: hashyMascotBounce 3.5s ease-in-out infinite !important;\r\n            filter: drop-shadow(0 8px 24px rgba(0,0,0,.45)) !important;\r\n        }\r\n        @keyframes hashyMascotBounce {\r\n            0%, 100% { transform: translateY(0)    rotate(-2deg); }\r\n            50%      { transform: translateY(-6px) rotate( 2deg); }\r\n        }\r\n\r\n        .hashy-card-chat-window {\r\n            position: relative !important;\r\n            z-index: 2 !important;               \/* on top of mascot so the bottom\r\n                                         edge of the mascot is hidden\r\n                                         behind it (peek-through effect) *\/\r\n            width: 100% !important;\r\n            height: 278px !important;\r\n            background: rgba(255, 255, 255, 0.24) !important;\r\n            border-radius: 12px !important;\r\n            display: flex !important;\r\n            flex-direction: column !important;\r\n            gap: 20px !important;\r\n            padding: 0 0 10px !important;\r\n            overflow: hidden !important;\r\n            box-shadow:\r\n                0 0 24px rgba(255,255,255,0.08),\r\n                0 0 40px rgba(255,255,255,0.08) !important;\r\n            backdrop-filter: blur(4px) !important;\r\n            -webkit-backdrop-filter: blur(4px) !important;\r\n        }\r\n        .hashy-card-chat-window::before {\r\n            content: \"\" !important;\r\n            position: absolute !important; inset: 0 !important;\r\n            border-radius: inherit !important;\r\n            padding: 3px !important;\r\n            background: linear-gradient(134deg, #fff 0%, rgba(255,255,255,0.16) 26%, rgba(255,255,255,0.16) 77%, #fff 100%) !important;\r\n            -webkit-mask: linear-gradient(#000 0 0) content-box, linear-gradient(#000 0 0) !important;\r\n            -webkit-mask-composite: xor !important;\r\n                    mask-composite: exclude !important;\r\n            pointer-events: none !important;\r\n            z-index: 3 !important;\r\n        }\r\n\r\n        \/* Chat header \u2014 increased top\/bottom padding (10\u219216) to keep\r\n           the avatar visibly clear of the dark header edges. *\/\r\n        .hashy-card-chat-header {\r\n            display: flex !important;\r\n            align-items: center !important;\r\n            justify-content: space-between !important;\r\n            padding: 16px 20px !important;\r\n            background: #111 !important;\r\n            border-radius: 13.474px 13.474px 0 0 !important;\r\n            flex-shrink: 0 !important;\r\n            position: relative !important;\r\n            z-index: 1 !important;\r\n        }\r\n        .hashy-card-chat-id {\r\n            display: flex !important;\r\n            align-items: center !important;\r\n            gap: 11px !important;\r\n        }\r\n        .hashy-card-chat-avatar {\r\n            width: 40px !important; height: 40px !important;\r\n            border-radius: 50% !important;\r\n            display: block !important;\r\n            flex-shrink: 0 !important;\r\n            overflow: hidden !important;\r\n        }\r\n        .hashy-card-chat-avatar img {\r\n            display: block !important;\r\n            width: 100% !important; height: 100% !important;\r\n            border-radius: 50% !important;\r\n            object-fit: cover !important;\r\n        }\r\n        \/* Two-line meta block \u2014 height locked to avatar so flex-center\r\n           on the parent aligns avatar mid-Y with text mid-Y exactly. *\/\r\n        .hashy-card-chat-meta {\r\n            display: flex !important;\r\n            flex-direction: column !important;\r\n            justify-content: center !important;\r\n            align-items: flex-start !important;\r\n            height: 40px !important;\r\n            text-align: left !important;\r\n            line-height: 1.15 !important;\r\n        }\r\n        .hashy-card-chat-name {\r\n            margin: 0 !important;\r\n            color: #fff !important;\r\n            font-weight: 500 !important;\r\n            font-size: 17px !important;\r\n            line-height: 1.2 !important;\r\n            text-align: left !important;\r\n        }\r\n        .hashy-card-chat-role {\r\n            margin: 2px 0 0 !important;\r\n            color: #fff !important;\r\n            font-weight: 400 !important;\r\n            font-size: 11.5px !important;\r\n            line-height: 1.2 !important;\r\n            text-align: left !important;\r\n            opacity: .85 !important;\r\n        }\r\n        .hashy-card-chat-dots { display: inline-flex !important; align-items: center !important; gap: 8px !important; padding: 0 4px !important; }\r\n        .hashy-card-chat-dots span { width: 10.12px !important; height: 10.12px !important; border-radius: 50% !important; background: #d9d9d9 !important; }\r\n\r\n        \/* Chat body \/ stream *\/\r\n        .hashy-card-chat-body { position: relative !important; flex: 1 1 auto !important; min-height: 0 !important; overflow: hidden !important; }\r\n        .hashy-card-chat-stream {\r\n            display: flex !important;\r\n            flex-direction: column !important;\r\n            gap: 20px !important;\r\n            will-change: transform !important;\r\n            transition: transform .9s cubic-bezier(.2,.7,.2,1) !important;\r\n        }\r\n        .hashy-card-chat-stream.no-transition,\r\n        .hashy-card-chat-stream.no-transition .hashy-msg { transition: none !important; }\r\n\r\n        \/* Message rows \u2014 softened easing + longer transitions for a calmer\r\n           reveal cadence. Bubble drops in from -10px with fade. *\/\r\n        .hashy-msg {\r\n            display: flex !important;\r\n            align-items: flex-end !important;\r\n            gap: 18px !important;\r\n            padding: 0 28px !important;\r\n            opacity: 0 !important;\r\n            transform: translateY(-10px) !important;\r\n            transition: opacity .55s cubic-bezier(.16,.84,.32,1),\r\n                        transform .65s cubic-bezier(.18,.86,.34,1.04) !important;\r\n            flex-shrink: 0 !important;\r\n        }\r\n        .hashy-msg.is-revealed { opacity: 1 !important; transform: translateY(0) !important; }\r\n        .hashy-msg.is-incoming { justify-content: flex-start !important; }\r\n        .hashy-msg.is-outgoing { justify-content: flex-end !important; padding: 0 28px 0 0 !important; }\r\n        .hashy-msg.hashy-msg-narrow { padding: 0 24px !important; }\r\n\r\n        .hashy-msg-avatar {\r\n            display: block !important;\r\n            width: 40px !important; height: 40px !important;\r\n            border-radius: 50% !important;\r\n            object-fit: cover !important;\r\n            flex-shrink: 0 !important;\r\n            background: #fff !important;\r\n        }\r\n        .hashy-msg-avatar-bordered {\r\n            border: 1.82px solid #fff !important;\r\n            background: #8839E7 !important;\r\n        }\r\n\r\n        \/* Bubbles *\/\r\n        .hashy-bubble {\r\n            position: relative !important;\r\n            padding: 10px 14px !important;\r\n            border-radius: 5px !important;\r\n            font-family: Poppins, sans-serif !important;\r\n            font-weight: 500 !important;\r\n            font-size: 14.5px !important;\r\n            line-height: 1.4 !important;\r\n            box-shadow: 0 1px 2px rgba(0,0,0,.18) !important;\r\n            max-width: 320px !important;\r\n        }\r\n        .hashy-bubble strong { font-weight: 700 !important; }\r\n\r\n        .hashy-bubble-white { background: #fff !important; color: #353535 !important; }\r\n        .hashy-bubble-white::before {\r\n            content: \"\" !important;\r\n            position: absolute !important;\r\n            left: -7px !important; top: 0 !important;\r\n            width: 0 !important; height: 0 !important;\r\n            border-style: solid !important;\r\n            border-width: 0 17px 16px 0 !important;\r\n            border-color: transparent #fff transparent transparent !important;\r\n        }\r\n        .hashy-text-purple { color: #8839E7 !important; font-weight: 800 !important; }\r\n\r\n        .hashy-bubble-purple { background: #8839E7 !important; color: #fff !important; }\r\n        .hashy-bubble-purple::after {\r\n            content: \"\" !important;\r\n            position: absolute !important;\r\n            right: -7px !important; top: 0 !important;\r\n            width: 0 !important; height: 0 !important;\r\n            border-style: solid !important;\r\n            border-width: 0 0 16px 17px !important;\r\n            border-color: transparent transparent #8839E7 transparent !important;\r\n        }\r\n        .hashy-bubble-wide { width: 380px !important; max-width: 100% !important; }\r\n\r\n        .hashy-bubble-typing {\r\n            display: inline-flex !important;\r\n            align-items: center !important;\r\n            justify-content: center !important;\r\n            gap: 4px !important;\r\n            padding: 9px 14px !important;\r\n            min-width: 50px !important;\r\n        }\r\n        .hashy-bubble-typing .hashy-dot {\r\n            width: 6px !important; height: 6px !important;\r\n            border-radius: 50% !important;\r\n            background: #fff !important;\r\n            opacity: .9 !important;\r\n            animation: hashyDot 1.2s ease-in-out infinite !important;\r\n        }\r\n        \/* White bubble typing dots \u2014 purple to be visible on white bg *\/\r\n        .hashy-bubble-white.hashy-bubble-typing .hashy-dot {\r\n            background: #8839E7 !important;\r\n            opacity: .55 !important;\r\n        }\r\n        .hashy-bubble-typing .hashy-dot:nth-child(2) { animation-delay: .18s !important; }\r\n        .hashy-bubble-typing .hashy-dot:nth-child(3) { animation-delay: .36s !important; }\r\n        @keyframes hashyDot {\r\n            0%, 60%, 100% { transform: translateY(0);   opacity: .55; }\r\n            30%           { transform: translateY(-4px); opacity: 1;   }\r\n        }\r\n        \/* Typing rows are dynamically injected by JS before each real\r\n           message; remove them from the natural flow when fading out\r\n           (gives the impression the bubble morphs into the real text).\r\n           Center-align so the small typing bubble sits vertically\r\n           against the avatar instead of dropping to flex-end. *\/\r\n        .hashy-typing-row {\r\n            align-items: center !important;\r\n            transition: opacity .4s ease, transform .45s ease, max-height .45s ease !important;\r\n        }\r\n        .hashy-typing-row.is-fading {\r\n            opacity: 0 !important;\r\n            transform: translateY(-4px) !important;\r\n            max-height: 0 !important;\r\n            margin: 0 !important;\r\n            overflow: hidden !important;\r\n        }\r\n\r\n        .hashy-bubble-card { padding: 10px !important; }\r\n\r\n        \/* Sales: Bright Technology contact card *\/\r\n        .hashy-contact-card { display: flex !important; flex-direction: column !important; gap: 5px !important; width: 256px !important; }\r\n        .hashy-contact-row {\r\n            display: flex !important; align-items: center !important; gap: 8px !important;\r\n            border-bottom: 0.5px solid #d9d9d9 !important;\r\n            padding-bottom: 12px !important;\r\n            height: 57px !important;\r\n        }\r\n        .hashy-contact-logo {\r\n            width: 45px !important; height: 45px !important;\r\n            border-radius: 50% !important;\r\n            overflow: hidden !important;\r\n            flex-shrink: 0 !important;\r\n            background: #fff !important;\r\n            display: flex !important; align-items: center !important; justify-content: center !important;\r\n        }\r\n        .hashy-contact-logo img { display: block !important; width: 100% !important; height: 100% !important; object-fit: cover !important; }\r\n        .hashy-contact-meta {\r\n            flex: 1 1 auto !important;\r\n            min-width: 0 !important;\r\n            display: flex !important;\r\n            flex-direction: column !important;\r\n            justify-content: center !important;\r\n        }\r\n        .hashy-contact-name {\r\n            margin: 0 !important;\r\n            font-weight: 600 !important;\r\n            font-size: 14px !important;\r\n            color: #353535 !important;\r\n            line-height: 20px !important;\r\n            white-space: nowrap !important; overflow: hidden !important; text-overflow: ellipsis !important;\r\n        }\r\n        .hashy-contact-email {\r\n            margin: 0 !important;\r\n            font-weight: 400 !important;\r\n            font-size: 12px !important;\r\n            color: #353535 !important;\r\n            line-height: 20px !important;\r\n            white-space: nowrap !important; overflow: hidden !important; text-overflow: ellipsis !important;\r\n        }\r\n        .hashy-contact-cog {\r\n            width: 16px !important; height: 16px !important;\r\n            display: inline-flex !important; align-items: center !important; justify-content: center !important;\r\n            flex-shrink: 0 !important;\r\n        }\r\n        .hashy-contact-actions { display: flex !important; gap: 8px !important; padding-top: 6px !important; }\r\n        .hashy-contact-actions span {\r\n            flex: 1 1 0 !important;\r\n            min-width: 0 !important;\r\n            height: 28px !important;\r\n            background: #f6f6f6 !important;\r\n            border-radius: 4px !important;\r\n            display: inline-flex !important; align-items: center !important; justify-content: center !important;\r\n        }\r\n        .hashy-contact-actions svg { display: block !important; }\r\n\r\n        \/* Inventory: Low Stock card \u2014 Figma 5311:1473 (171px content) *\/\r\n        .hashy-stock-card {\r\n            display: flex !important; flex-direction: column !important;\r\n            gap: 8px !important;\r\n            width: 171px !important;\r\n        }\r\n        .hashy-stock-head {\r\n            display: flex !important;\r\n            align-items: center !important;\r\n            justify-content: space-between !important;\r\n            gap: 11px !important;\r\n            font-weight: 600 !important;\r\n            font-size: 14px !important;\r\n            color: #353535 !important;\r\n        }\r\n        .hashy-warn-icon { flex-shrink: 0 !important; }\r\n        .hashy-stock-divider { height: 0.5px !important; background: #d9d9d9 !important; }\r\n        .hashy-stock-row {\r\n            display: flex !important;\r\n            align-items: center !important;\r\n            justify-content: center !important;\r\n            gap: 10px !important;\r\n        }\r\n        .hashy-stock-thumb {\r\n            width: 42px !important; height: 42px !important;\r\n            border-radius: 3px !important;\r\n            border: 0.8px solid #ddd !important;\r\n            overflow: hidden !important;\r\n            flex-shrink: 0 !important;\r\n            background: #fff !important;\r\n        }\r\n        .hashy-stock-thumb img { display: block !important; width: 100% !important; height: 100% !important; object-fit: contain !important; }\r\n        .hashy-stock-info { display: flex !important; flex-direction: column !important; gap: 3px !important; width: 119px !important; }\r\n        .hashy-stock-name {\r\n            margin: 0 !important; font-weight: 500 !important; font-size: 12.5px !important; color: #353535 !important; line-height: 1.25 !important;\r\n        }\r\n        .hashy-stock-sku {\r\n            margin: 0 !important; font-weight: 500 !important; font-size: 8px !important; color: #353535 !important; line-height: 1.4 !important;\r\n        }\r\n        .hashy-stock-progress {\r\n            display: flex !important;\r\n            align-items: center !important;\r\n            gap: 8px !important;\r\n            width: 100% !important;\r\n        }\r\n        .hashy-stock-bar {\r\n            flex: 1 1 auto !important;\r\n            min-width: 0 !important;\r\n            height: 7px !important;\r\n            border-radius: 24px !important;\r\n            background: rgba(196, 196, 196, .24) !important;\r\n            overflow: hidden !important;\r\n            position: relative !important;\r\n        }\r\n        .hashy-stock-bar span {\r\n            display: block !important;\r\n            height: 100% !important;\r\n            background: #BD1E2D !important;\r\n            border-radius: 24px !important;\r\n        }\r\n        .hashy-stock-pill {\r\n            display: inline-flex !important; align-items: center !important;\r\n            padding: 2px 4px !important;\r\n            border-radius: 2px !important;\r\n            font-weight: 500 !important;\r\n            font-size: 6px !important;\r\n            line-height: 1.4 !important;\r\n            white-space: nowrap !important;\r\n            flex-shrink: 0 !important;\r\n        }\r\n        .hashy-stock-pill-ok { background: #DDFCD4 !important; color: #1A8707 !important; }\r\n        .hashy-stock-pill-low {\r\n            background: #FFEBEB !important;\r\n            color: #90191C !important;\r\n            font-weight: 600 !important;\r\n            font-size: 7px !important;\r\n            padding: 1px 4px !important;\r\n        }\r\n\r\n        .hashy-check { vertical-align: -3px !important; margin-left: 3px !important; flex-shrink: 0 !important; }\r\n        .hashy-inline-icon { display: inline-flex !important; vertical-align: -3px !important; margin-right: 4px !important; }\r\n\r\n        \/* \u2500\u2500 Document card (Quotation\/Purchase order) \u2014 Figma 5298:2969\r\n           Sales \/ 5298:3099 Inventory. Bubble widened to 380px and\r\n           internal paddings\/gaps tightened so the full preview + From\/To\r\n           + attachment + CTA fit inside the 278px chat viewport\r\n           without the View Document button getting clipped. \u2500\u2500 *\/\r\n        .hashy-bubble-doc {\r\n            flex-direction: column !important;\r\n            align-items: stretch !important;\r\n            gap: 8px !important;\r\n            width: 380px !important;\r\n            padding: 9px 12px !important;\r\n        }\r\n        .hashy-doc-tag {\r\n            display: flex !important;\r\n            align-items: center !important;\r\n            gap: 4px !important;\r\n        }\r\n        .hashy-doc-tag p,\r\n        .hashy-doc-tag-text {\r\n            margin: 0 !important;\r\n            font-family: Poppins, sans-serif !important;\r\n            font-weight: 500 !important;\r\n            font-size: 13.5px !important;\r\n            line-height: 1.35 !important;\r\n            color: #353535 !important;\r\n        }\r\n        .hashy-doc-card {\r\n            background: #FAFAFA !important;\r\n            border-radius: 2.6px !important;\r\n            padding: 6px !important;\r\n            display: flex !important;\r\n            flex-direction: column !important;\r\n            gap: 5px !important;\r\n            width: 100% !important;\r\n        }\r\n        .hashy-doc-preview {\r\n            background: #fff !important;\r\n            border: 0.7px solid rgba(0,0,0,.1) !important;\r\n            border-radius: 4.8px 4.8px 0 0 !important;\r\n            padding: 5px 6px !important;\r\n            overflow: hidden !important;\r\n            display: flex !important;\r\n            flex-direction: column !important;\r\n            gap: 2.5px !important;\r\n        }\r\n        .hashy-doc-head {\r\n            display: flex !important;\r\n            align-items: flex-start !important;\r\n            justify-content: space-between !important;\r\n            gap: 6px !important;\r\n        }\r\n        .hashy-doc-head-text { display: flex !important; flex-direction: column !important; }\r\n        .hashy-doc-title {\r\n            margin: 0 !important;\r\n            font-family: Poppins, sans-serif !important;\r\n            font-weight: 700 !important;\r\n            font-size: 10.9px !important;\r\n            line-height: 1.4 !important;\r\n            color: #353535 !important;\r\n        }\r\n        .hashy-doc-num {\r\n            margin: 0 !important;\r\n            font-family: Poppins, sans-serif !important;\r\n            font-weight: 500 !important;\r\n            font-size: 5.4px !important;\r\n            line-height: 1.2 !important;\r\n            color: #353535 !important;\r\n            opacity: .5 !important;\r\n        }\r\n        .hashy-doc-logo {\r\n            width: 20px !important;\r\n            height: 17px !important;\r\n            object-fit: contain !important;\r\n            flex-shrink: 0 !important;\r\n        }\r\n        .hashy-doc-divider {\r\n            height: 0.7px !important;\r\n            background: rgba(0,0,0,.1) !important;\r\n        }\r\n        .hashy-doc-fromto {\r\n            display: flex !important;\r\n            justify-content: space-between !important;\r\n            gap: 8px !important;\r\n        }\r\n        .hashy-doc-fromto > div {\r\n            display: flex !important;\r\n            flex-direction: column !important;\r\n        }\r\n        .hashy-doc-label {\r\n            margin: 0 !important;\r\n            font-family: Poppins, sans-serif !important;\r\n            font-weight: 400 !important;\r\n            font-size: 5.4px !important;\r\n            line-height: 1.4 !important;\r\n            color: #353535 !important;\r\n            opacity: .5 !important;\r\n        }\r\n        .hashy-doc-co {\r\n            margin: 0 !important;\r\n            font-family: Poppins, sans-serif !important;\r\n            font-weight: 700 !important;\r\n            font-size: 5.4px !important;\r\n            line-height: 1.4 !important;\r\n            color: #2C2C2C !important;\r\n        }\r\n        .hashy-doc-addr {\r\n            margin: 0 !important;\r\n            font-family: Poppins, sans-serif !important;\r\n            font-weight: 500 !important;\r\n            font-size: 5.4px !important;\r\n            line-height: 1.4 !important;\r\n            color: #2C2C2C !important;\r\n        }\r\n        .hashy-doc-attach {\r\n            display: flex !important;\r\n            align-items: center !important;\r\n            gap: 6px !important;\r\n            padding: 0 2px !important;\r\n        }\r\n        .hashy-doc-pdf-badge {\r\n            display: inline-flex !important;\r\n            flex-shrink: 0 !important;\r\n        }\r\n        .hashy-doc-pdf-badge svg { display: block !important; width: 20px !important; height: 25px !important; }\r\n        .hashy-doc-attach-meta { display: flex !important; flex-direction: column !important; min-width: 0 !important; }\r\n        .hashy-doc-file {\r\n            margin: 0 !important;\r\n            font-family: Poppins, sans-serif !important;\r\n            font-weight: 500 !important;\r\n            font-size: 10px !important;\r\n            line-height: 1.4 !important;\r\n            color: #353535 !important;\r\n            white-space: nowrap !important;\r\n            overflow: hidden !important;\r\n            text-overflow: ellipsis !important;\r\n        }\r\n        .hashy-doc-size {\r\n            margin: 0 !important;\r\n            font-family: Poppins, sans-serif !important;\r\n            font-weight: 500 !important;\r\n            font-size: 10px !important;\r\n            line-height: 1.4 !important;\r\n            color: #ABAAAA !important;\r\n        }\r\n        .hashy-doc-cta {\r\n            display: flex !important;\r\n            align-items: center !important;\r\n            justify-content: center !important;\r\n            background: #8839E7 !important;\r\n            color: #fff !important;\r\n            font-family: Poppins, sans-serif !important;\r\n            font-weight: 600 !important;\r\n            font-size: 10px !important;\r\n            line-height: 1.4 !important;\r\n            padding: 5px 8px !important;\r\n            border-radius: 3.4px !important;\r\n        }\r\n\r\n        \/* \u2500\u2500 Accounting: XLSX Financial Report card \u2014 Figma 5316:1700 \u2500\u2500 *\/\r\n        .hashy-bubble-xlsx {\r\n            flex-direction: column !important;\r\n            align-items: stretch !important;\r\n            gap: 8px !important;\r\n            width: 280px !important;\r\n            padding: 10px !important;\r\n        }\r\n        .hashy-xlsx-row {\r\n            display: flex !important;\r\n            align-items: center !important;\r\n            gap: 10px !important;\r\n        }\r\n        .hashy-xlsx-icon {\r\n            display: inline-flex !important;\r\n            flex-shrink: 0 !important;\r\n        }\r\n        .hashy-xlsx-icon svg { display: block !important; width: 24px !important; height: 28px !important; }\r\n        .hashy-xlsx-meta { display: flex !important; flex-direction: column !important; min-width: 0 !important; }\r\n        .hashy-xlsx-name {\r\n            margin: 0 !important;\r\n            font-family: Poppins, sans-serif !important;\r\n            font-weight: 600 !important;\r\n            font-size: 13px !important;\r\n            line-height: 1.3 !important;\r\n            color: #353535 !important;\r\n        }\r\n        .hashy-xlsx-size {\r\n            margin: 0 !important;\r\n            font-family: Poppins, sans-serif !important;\r\n            font-weight: 500 !important;\r\n            font-size: 10.5px !important;\r\n            line-height: 1.4 !important;\r\n            color: #888 !important;\r\n        }\r\n        .hashy-xlsx-actions { display: flex !important; gap: 8px !important; }\r\n        .hashy-xlsx-actions span {\r\n            flex: 1 1 0 !important;\r\n            display: inline-flex !important;\r\n            align-items: center !important;\r\n            justify-content: center !important;\r\n            background: #F1F1F1 !important;\r\n            color: #353535 !important;\r\n            font-family: Poppins, sans-serif !important;\r\n            font-weight: 500 !important;\r\n            font-size: 12px !important;\r\n            padding: 6px 10px !important;\r\n            border-radius: 4px !important;\r\n        }\r\n\r\n        \/* \u2500\u2500 HR: Attendance Report card \u2014 Figma 5287:1171 \u2500\u2500 *\/\r\n        .hashy-bubble-attendance {\r\n            flex-direction: column !important;\r\n            align-items: stretch !important;\r\n            gap: 10px !important;\r\n            width: 270px !important;\r\n            padding: 10px 12px !important;\r\n        }\r\n        .hashy-att-head {\r\n            display: flex !important;\r\n            align-items: center !important;\r\n            justify-content: space-between !important;\r\n        }\r\n        .hashy-att-title {\r\n            margin: 0 !important;\r\n            font-family: Poppins, sans-serif !important;\r\n            font-weight: 700 !important;\r\n            font-size: 13px !important;\r\n            color: #353535 !important;\r\n        }\r\n        .hashy-att-month {\r\n            display: inline-flex !important;\r\n            align-items: center !important;\r\n            gap: 4px !important;\r\n            background: #F1F1F1 !important;\r\n            color: #353535 !important;\r\n            font-family: Poppins, sans-serif !important;\r\n            font-weight: 500 !important;\r\n            font-size: 10px !important;\r\n            padding: 3px 8px !important;\r\n            border-radius: 4px !important;\r\n        }\r\n        .hashy-att-month svg { display: inline-block !important; }\r\n        .hashy-att-body {\r\n            display: flex !important;\r\n            align-items: center !important;\r\n            gap: 12px !important;\r\n            padding: 4px 0 !important;\r\n        }\r\n        .hashy-donut {\r\n            position: relative !important;\r\n            width: 80px !important;\r\n            height: 80px !important;\r\n            border-radius: 50% !important;\r\n            background: conic-gradient(\r\n                #8839E7 0deg 315deg,        \/* 21\/24 = 87.5% = 315deg \u2014 Present *\/\r\n                #FEA110 315deg 345deg,      \/* 2\/24  = 8.3%  = 30deg  \u2014 Annual Leave *\/\r\n                #BD1E2D 345deg 360deg       \/* 1\/24  = 4.2%  = 15deg  \u2014 Sick Leave *\/\r\n            ) !important;\r\n            flex-shrink: 0 !important;\r\n        }\r\n        .hashy-donut::before {\r\n            content: \"\" !important;\r\n            position: absolute !important;\r\n            inset: 12px !important;\r\n            background: #fff !important;\r\n            border-radius: 50% !important;\r\n        }\r\n        .hashy-donut-center {\r\n            position: absolute !important;\r\n            inset: 0 !important;\r\n            display: flex !important;\r\n            flex-direction: column !important;\r\n            align-items: center !important;\r\n            justify-content: center !important;\r\n            text-align: center !important;\r\n            z-index: 1 !important;\r\n        }\r\n        .hashy-donut-num {\r\n            margin: 0 !important;\r\n            font-family: Poppins, sans-serif !important;\r\n            font-weight: 700 !important;\r\n            font-size: 18px !important;\r\n            line-height: 1 !important;\r\n            color: #353535 !important;\r\n        }\r\n        .hashy-donut-label {\r\n            margin: 1px 0 0 !important;\r\n            font-family: Poppins, sans-serif !important;\r\n            font-weight: 500 !important;\r\n            font-size: 7.5px !important;\r\n            line-height: 1.2 !important;\r\n            color: #888 !important;\r\n        }\r\n        .hashy-att-legend {\r\n            display: flex !important;\r\n            flex-direction: column !important;\r\n            gap: 6px !important;\r\n            font-family: Poppins, sans-serif !important;\r\n            font-size: 10.5px !important;\r\n            color: #353535 !important;\r\n        }\r\n        .hashy-att-legend > div {\r\n            display: flex !important;\r\n            align-items: flex-start !important;\r\n            gap: 6px !important;\r\n            line-height: 1.25 !important;\r\n        }\r\n        .hashy-att-legend strong { font-weight: 700 !important; font-size: 11px !important; }\r\n        .hashy-att-dot {\r\n            width: 10px !important; height: 10px !important;\r\n            border-radius: 2px !important;\r\n            margin-top: 2px !important;\r\n            flex-shrink: 0 !important;\r\n        }\r\n        .hashy-att-dot-1 { background: #8839E7 !important; }\r\n        .hashy-att-dot-2 { background: #FEA110 !important; }\r\n        .hashy-att-dot-3 { background: #BD1E2D !important; }\r\n\r\n        \/* \u2500\u2500 Mobile (< 480px container): unscale + stack vertically.\r\n           Layout order: text on TOP, chat card on BOTTOM. Text\/button\r\n           rendered center-aligned. Above 480 the desktop side-by-side\r\n           layout stays \u2014 it just scales down via transform. \u2500\u2500\u2500 *\/\r\n        @container hashybnr (max-width: 479.99px) {\r\n            .hashy-banner-frame {\r\n                aspect-ratio: auto !important;\r\n                border-radius: 14px !important;\r\n            }\r\n            .hashy-banner-stage {\r\n                position: static !important;\r\n                width: 100% !important;\r\n                height: auto !important;\r\n                transform: none !important;\r\n            }\r\n            .hashy-card-deco-1, .hashy-card-deco-2 { display: none !important; }\r\n            .hashy-card-deco-3 { right: 12px !important; top: 0 !important; width: 24px !important; height: 70px !important; }\r\n            .hashy-card-bg-glow { left: 50% !important; transform: translateX(-50%) !important; width: 90% !important; }\r\n\r\n            .hashy-card-inner {\r\n                flex-direction: column !important;        \/* text first, card second *\/\r\n                align-items: center !important;\r\n                text-align: center !important;\r\n                gap: 28px !important;\r\n                padding: 32px 22px !important;\r\n                height: auto !important;\r\n            }\r\n            .hashy-card-left {\r\n                width: 100% !important;\r\n                max-width: 460px !important;\r\n                gap: 24px !important;\r\n                align-items: center !important;           \/* center logo, title, CTA *\/\r\n                text-align: center !important;\r\n            }\r\n            .hashy-card-logo { height: 24px !important; }\r\n            .hashy-card-text-block {\r\n                gap: 20px !important;\r\n                align-items: center !important;\r\n                text-align: center !important;\r\n                width: 100% !important;\r\n            }\r\n            .hashy-card-title { font-size: 22px !important; line-height: 1.3 !important; text-align: center !important; }\r\n            .hashy-card-cta { font-size: 15px !important; padding: 11px 28px !important; align-self: center !important; }\r\n            .hashy-card-cta-spark svg { width: 16px !important; height: 17px !important; }\r\n\r\n            .hashy-card-right {\r\n                width: 100% !important;\r\n                max-width: 420px !important;\r\n                padding-bottom: 0 !important;\r\n                text-align: left !important;     \/* reset center inheritance\r\n                                                    so chat content stays\r\n                                                    left-aligned on mobile *\/\r\n            }\r\n            .hashy-card-chat-meta,\r\n            .hashy-card-chat-name,\r\n            .hashy-card-chat-role,\r\n            .hashy-bubble,\r\n            .hashy-stock-card,\r\n            .hashy-contact-card,\r\n            .hashy-doc-card { text-align: left !important; }\r\n            .hashy-banner-wrap.hashy-banner-wrap img.hashy-card-mascot,\r\n            .hashy-banner-stage.hashy-banner-stage img.hashy-card-mascot,\r\n            .hashy-card-mascot { width: 96px !important; height: auto !important; margin: 0 0 -22px !important; }\r\n            .hashy-card-chat-window { height: 232px !important; }\r\n            .hashy-card-chat-name { font-size: 14px !important; }\r\n            .hashy-card-chat-role { font-size: 10.5px !important; }\r\n            .hashy-card-chat-avatar { width: 32px !important; height: 32px !important; }\r\n            .hashy-card-chat-avatar img { width: 28px !important; height: 28px !important; }\r\n            .hashy-bubble { font-size: 12.5px !important; padding: 8px 10px !important; max-width: 240px !important; }\r\n            .hashy-bubble-wide { width: auto !important; max-width: 260px !important; }\r\n            .hashy-bubble-doc { width: auto !important; max-width: 280px !important; padding: 8px 10px !important; }\r\n            .hashy-bubble-xlsx { width: auto !important; max-width: 260px !important; }\r\n            .hashy-bubble-attendance { width: auto !important; max-width: 260px !important; }\r\n            .hashy-msg-avatar { width: 30px !important; height: 30px !important; }\r\n            .hashy-msg, .hashy-msg.is-outgoing { padding-left: 14px !important; padding-right: 14px !important; }\r\n            .hashy-card-chat-stream { gap: 14px !important; }\r\n            .hashy-card-chat-dots span { width: 8px !important; height: 8px !important; }\r\n            .hashy-contact-card { width: 220px !important; }\r\n            .hashy-stock-card { width: 210px !important; }\r\n        }\r\n\r\n        @media (prefers-reduced-motion: reduce) {\r\n            .hashy-card-deco,\r\n            .hashy-card-mascot,\r\n            .hashy-bubble-typing .hashy-dot { animation: none !important; }\r\n            .hashy-card-cta:hover { transform: none !important; filter: none !important; }\r\n            .hashy-msg, .hashy-card-chat-stream { transition: opacity .2s ease !important; transform: none !important; }\r\n        }\r\n    <\/style>\r\n\r\n    <script>\r\n        \/* Sequential message reveal with chat-loading indicator.\r\n           For each real message the JS injects a temporary typing bubble\r\n           in the matching side, animates it for ~1100ms, then fades it\r\n           out and reveals the actual bubble. The stream glides upward\r\n           when the new content would push past the visible body. *\/\r\n        (function () {\r\n            var TYPING_MS = 1100;   \/\/ how long the dots pulse before bubble appears\r\n            var FADE_MS   = 320;    \/\/ typing-row collapse duration\r\n            var GAP_MS    = 1700;   \/\/ pause after bubble is shown, before next typing\r\n            var LOOP_PAUSE = 2500;  \/\/ pause at end of conversation before restart loop\r\n\r\n            function startHashyChat(stream) {\r\n                if (!stream || stream.dataset.hashyChatStarted === \"1\") return;\r\n                stream.dataset.hashyChatStarted = \"1\";\r\n                var body = stream.parentElement;\r\n                var msgs = Array.prototype.slice.call(stream.querySelectorAll(\".hashy-msg\"));\r\n                if (!msgs.length) return;\r\n\r\n                var avatarHashy = stream.dataset.avatarHashy || \"\";\r\n                var avatarUser  = stream.dataset.avatarUser  || \"\";\r\n\r\n                function makeTyping(isIncoming) {\r\n                    var row = document.createElement(\"div\");\r\n                    row.className = \"hashy-msg hashy-typing-row \" + (isIncoming ? \"is-incoming\" : \"is-outgoing\");\r\n                    var bubble =\r\n                        '<div class=\"hashy-bubble hashy-bubble-typing ' +\r\n                        (isIncoming ? 'hashy-bubble-white' : 'hashy-bubble-purple') +\r\n                        '\"><span class=\"hashy-dot\"><\/span><span class=\"hashy-dot\"><\/span><span class=\"hashy-dot\"><\/span><\/div>';\r\n                    var avatar = isIncoming\r\n                        ? '<img decoding=\"async\" class=\"hashy-msg-avatar\" src=\"' + avatarHashy + '\" alt=\"\" width=\"40\" height=\"40\">'\r\n                        : '<img decoding=\"async\" class=\"hashy-msg-avatar hashy-msg-avatar-bordered\" src=\"' + avatarUser + '\" alt=\"\" width=\"40\" height=\"40\">';\r\n                    row.innerHTML = isIncoming ? avatar + bubble : bubble + avatar;\r\n                    return row;\r\n                }\r\n\r\n                function scrollIntoView(node) {\r\n                    requestAnimationFrame(function () {\r\n                        requestAnimationFrame(function () {\r\n                            var viewportH = body.clientHeight;\r\n                            var nodeBottom = node.offsetTop + node.offsetHeight;\r\n                            var currentY = parseFloat(\r\n                                (stream.style.transform.match(\/-?\\d+(?:\\.\\d+)?\/) || [0])[0]\r\n                            );\r\n                            var visibleBottom = -currentY + viewportH;\r\n                            if (nodeBottom > visibleBottom) {\r\n                                stream.style.transform = \"translateY(\" + (-node.offsetTop) + \"px)\";\r\n                            }\r\n                        });\r\n                    });\r\n                }\r\n\r\n                function reset() {\r\n                    stream.classList.add(\"no-transition\");\r\n                    msgs.forEach(function (m) { m.classList.remove(\"is-revealed\"); });\r\n                    Array.prototype.slice.call(stream.querySelectorAll(\".hashy-typing-row\")).forEach(function (n) {\r\n                        if (n.parentNode) n.parentNode.removeChild(n);\r\n                    });\r\n                    stream.style.transform = \"translateY(0)\";\r\n                    void stream.offsetWidth;\r\n                    stream.classList.remove(\"no-transition\");\r\n                }\r\n\r\n                var i = 0;\r\n                reset();\r\n\r\n                function tick() {\r\n                    if (i >= msgs.length) {\r\n                        setTimeout(function () { reset(); i = 0; setTimeout(tick, 800); }, LOOP_PAUSE);\r\n                        return;\r\n                    }\r\n                    var msg = msgs[i];\r\n                    var isIncoming = msg.classList.contains(\"is-incoming\");\r\n                    var typing = makeTyping(isIncoming);\r\n                    msg.parentNode.insertBefore(typing, msg);\r\n\r\n                    \/\/ Reveal typing on next frame for smooth fade-in\r\n                    requestAnimationFrame(function () {\r\n                        requestAnimationFrame(function () {\r\n                            typing.classList.add(\"is-revealed\");\r\n                            scrollIntoView(typing);\r\n                        });\r\n                    });\r\n\r\n                    setTimeout(function () {\r\n                        \/\/ Fade typing out, then reveal real message in its slot\r\n                        typing.classList.add(\"is-fading\");\r\n                        setTimeout(function () {\r\n                            if (typing.parentNode) typing.parentNode.removeChild(typing);\r\n                            msg.classList.add(\"is-revealed\");\r\n                            scrollIntoView(msg);\r\n                            i++;\r\n                            setTimeout(tick, GAP_MS);\r\n                        }, FADE_MS);\r\n                    }, TYPING_MS);\r\n                }\r\n\r\n                tick();\r\n            }\r\n\r\n            document.addEventListener(\"DOMContentLoaded\", function () {\r\n                document.querySelectorAll(\".hashy-card-chat-stream\").forEach(startHashyChat);\r\n            });\r\n        })();\r\n    <\/script><\/span><\/p>\n<h2 data-section-id=\"1nskqd4\" data-start=\"3568\" data-end=\"3613\"><strong>Core Metrics Used in Inventory Forecasting<\/strong><\/h2>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-4071\" src=\"https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/05\/infografis-inventory-forecasting-scaled.webp\" alt=\"\" width=\"2560\" height=\"1429\" srcset=\"https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/05\/infografis-inventory-forecasting-scaled.webp 2560w, https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/05\/infografis-inventory-forecasting-300x167.webp 300w, https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/05\/infografis-inventory-forecasting-1024x572.webp 1024w, https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/05\/infografis-inventory-forecasting-768x429.webp 768w, https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/05\/infografis-inventory-forecasting-1536x857.webp 1536w, https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/05\/infografis-inventory-forecasting-2048x1143.webp 2048w, https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/05\/infografis-inventory-forecasting-753x420.webp 753w, https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/05\/infografis-inventory-forecasting-150x84.webp 150w, https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/05\/infografis-inventory-forecasting-696x388.webp 696w, https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/05\/infografis-inventory-forecasting-1068x596.webp 1068w, https:\/\/www.hashmicro.com\/au\/blog\/wp-content\/uploads\/2026\/05\/infografis-inventory-forecasting-1920x1072.webp 1920w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/p>\n<p data-start=\"3615\" data-end=\"3723\">Accurate forecasting relies on key inventory metrics that help measure demand, stock levels, and efficiency.<\/p>\n<h3 data-section-id=\"1tvbuvr\" data-start=\"3725\" data-end=\"3760\">1. Sales Velocity vs Average Sales<\/h3>\n<p data-start=\"3762\" data-end=\"3919\">Sales velocity measures how quickly products are sold over time, while average sales provide a general baseline. Both help estimate demand more accurately. Understanding these metrics improves forecasting precision.<\/p>\n<h3 data-section-id=\"1hp19fj\" data-start=\"3982\" data-end=\"3995\">2. Lead Time<\/h3>\n<p data-start=\"3997\" data-end=\"4125\">Lead time is the time it takes to receive stock after placing an order. It is critical for planning when to reorder inventory. Longer lead times require more accurate forecasting.<\/p>\n<h3 data-section-id=\"52vrja\" data-start=\"4181\" data-end=\"4214\">3. Economic Order Quantity (EOQ)<\/h3>\n<p data-start=\"4216\" data-end=\"4342\">EOQ determines the optimal order size that minimises total ordering and holding costs. It helps balance efficiency and cost. Using EOQ improves inventory planning decisions.<\/p>\n<h3 data-section-id=\"s7p58f\" data-start=\"4394\" data-end=\"4417\">4. Reorder Point (ROP)<\/h3>\n<p data-start=\"4419\" data-end=\"4538\">ROP is the inventory level at which a new order should be placed. It ensures stock is replenished before it runs out. It is based on demand and lead time.<\/p>\n<h3 data-section-id=\"1h3qe0v\" data-start=\"4578\" data-end=\"4600\">3. Inventory Turnover<\/h3>\n<p data-start=\"4602\" data-end=\"4741\">Inventory turnover measures how often stock is sold and replaced over a period. Higher turnover indicates efficient inventory management. It also helps evaluate forecasting accuracy.<\/p>\n<h3 data-section-id=\"1cxgwbz\" data-start=\"4789\" data-end=\"4810\">4. Average Inventory<\/h3>\n<p data-start=\"4812\" data-end=\"4943\">Average inventory represents the typical stock level held over time. It is used in various calculations and performance analysis. This metric helps track inventory trends.<\/p>\n<h3 data-section-id=\"11gbv8a\" data-start=\"4988\" data-end=\"5004\">5. Safety Stock<\/h3>\n<p data-start=\"5006\" data-end=\"5122\">Safety stock is extra inventory kept to prevent stockouts due to unexpected demand or delays. It acts as a buffer. Proper safety stock levels improve reliability.<\/p>\n<h2 data-section-id=\"if3k1k\" data-start=\"5178\" data-end=\"5210\"><strong>Inventory Forecasting Methods<\/strong><\/h2>\n<p data-start=\"5212\" data-end=\"5349\">Different forecasting methods can be used depending on data availability and business needs. Choosing the right method improves accuracy.<\/p>\n<h3 data-section-id=\"sagil0\" data-start=\"5351\" data-end=\"5372\">1. Trend Forecasting<\/h3>\n<p data-start=\"5374\" data-end=\"5505\">Trend forecasting uses historical data to identify patterns over time. It assumes that past trends will continue into the future. This method is useful for stable demand products.<\/p>\n<h3 data-section-id=\"nbdhuu\" data-start=\"5558\" data-end=\"5585\">2. Qualitative Forecasting<\/h3>\n<p data-start=\"5587\" data-end=\"5709\">Qualitative forecasting relies on expert judgment and market insights. It is often used when historical data is limited. This approach is useful for new products.<\/p>\n<h3 data-section-id=\"1f7eu7k\" data-start=\"5754\" data-end=\"5782\">3. Quantitative Forecasting<\/h3>\n<p data-start=\"5784\" data-end=\"5925\">Quantitative forecasting uses mathematical models and data analysis to predict demand. It is more accurate when reliable data is available. It is widely used in larger businesses.<\/p>\n<h3 data-section-id=\"1cglpg1\" data-start=\"5968\" data-end=\"5995\">4. Seasonality Forecasting<\/h3>\n<p data-start=\"5997\" data-end=\"6136\">Seasonality forecasting accounts for demand fluctuations during specific periods. This is common in retail and holiday-driven industries. It helps prepare for peak seasons.<\/p>\n<h3 data-section-id=\"94cl1y\" data-start=\"6174\" data-end=\"6199\">5. Graphical Forecasting<\/h3>\n<p data-start=\"6201\" data-end=\"6326\">Graphical forecasting uses charts and visual data to identify trends and patterns. It helps simplify complex data analysis. This method supports decision-making.<\/p>\n<h2 data-section-id=\"nfqyy1\" data-start=\"6372\" data-end=\"6405\"><strong>Inventory Forecasting Formulas<\/strong><\/h2>\n<p data-start=\"6407\" data-end=\"6527\">Key formulas are used to calculate demand, order quantities, and stock levels. These formulas support accurate planning.<\/p>\n<h3 data-section-id=\"wrl7rq\" data-start=\"6529\" data-end=\"6557\">1. Lead Time Demand Formula<\/h3>\n<p data-start=\"6559\" data-end=\"6695\">This formula calculates expected demand during the lead time period. It helps determine how much stock is needed before replenishment. It is essential for reorder planning.<\/p>\n<h3 data-section-id=\"i0ic5k\" data-start=\"6736\" data-end=\"6777\">2. Economic Order Quantity (EOQ) Formula<\/h3>\n<p data-start=\"6779\" data-end=\"6890\">EOQ calculates the ideal order quantity to minimise costs. It balances ordering frequency with holding costs. This improves cost efficiency.<\/p>\n<h3 data-section-id=\"il3uhd\" data-start=\"6924\" data-end=\"6955\">3. Reorder Point (ROP) Formula<\/h3>\n<p data-start=\"6957\" data-end=\"7053\">ROP determines when to reorder inventory based on demand and lead time. It prevents stockouts. This ensures continuous supply.<\/p>\n<h3 data-section-id=\"lvx6r8\" data-start=\"7088\" data-end=\"7112\">4. Safety Stock Formula<\/h3>\n<p data-start=\"7114\" data-end=\"7240\">The safety stock formula calculates extra inventory needed as a buffer. It protects against uncertainty in demand or supply. This improves reliability.<\/p>\n<h2 data-section-id=\"yt4lix\" data-start=\"7275\" data-end=\"7311\"><strong>Benefits of Inventory Forecasting<\/strong><\/h2>\n<p data-start=\"7313\" data-end=\"7412\">Inventory forecasting provides several advantages that improve business performance and efficiency.<\/p>\n<h3 data-section-id=\"10tsl80\" data-start=\"7414\" data-end=\"7437\">1. Minimizes Stockouts<\/h3>\n<p data-start=\"7439\" data-end=\"7556\">Forecasting ensures products are available when customers need them. This improves customer satisfaction and sales. It reduces lost revenue opportunities.<\/p>\n<h3 data-section-id=\"oy1qg8\" data-start=\"7598\" data-end=\"7633\">2. Reduces Inventory Holding Costs<\/h3>\n<p data-start=\"7635\" data-end=\"7731\">Optimised stock levels reduce storage and handling costs. This improves overall profitability. It also minimises excess inventory.<\/p>\n<h3 data-section-id=\"th66zu\" data-start=\"7770\" data-end=\"7795\">3. Reduces Product Waste<\/h3>\n<p data-start=\"7797\" data-end=\"7908\">Accurate forecasting prevents overstocking of perishable or slow-moving items. This reduces waste and losses. It supports sustainability.<\/p>\n<h3 data-section-id=\"113v3b4\" data-start=\"7939\" data-end=\"7974\">4. Improves Operational Efficiency<\/h3>\n<p data-start=\"7976\" data-end=\"8081\">Better planning supports <a href=\"https:\/\/www.hashmicro.com\/au\/blog\/inventory-control\/\">reducing inventory discrepancies<\/a>, improves coordination, and enhances productivity.\u00a0This enhances productivity. It also supports smoother operations.<\/p>\n<h2 data-section-id=\"kfud8u\" data-start=\"8127\" data-end=\"8172\"><strong>Common Challenges in Inventory Forecasting<\/strong><\/h2>\n<p data-start=\"8174\" data-end=\"8281\">Despite its benefits, inventory forecasting comes with challenges that businesses need to manage carefully.<\/p>\n<h3 data-section-id=\"127evys\" data-start=\"8283\" data-end=\"8316\">1. Inaccurate or Incomplete Data<\/h3>\n<p data-start=\"8318\" data-end=\"8420\">Poor data quality can lead to incorrect forecasts. Missing or outdated information reduces accuracy. Reliable data is essential for good forecasting.<\/p>\n<h3 data-section-id=\"e7cstc\" data-start=\"8472\" data-end=\"8493\">2. Demand Volatility<\/h3>\n<p data-start=\"8495\" data-end=\"8593\">Sudden changes in demand can make forecasting difficult. Unexpected trends may disrupt planning. Flexibility is important in managing this risk.<\/p>\n<h3 data-section-id=\"1sbgllr\" data-start=\"8644\" data-end=\"8671\">3. Poor System Integration<\/h3>\n<p data-start=\"8673\" data-end=\"8782\">Disconnected systems can limit visibility into inventory and sales data. This affects forecasting accuracy. A <a href=\"https:\/\/www.hashmicro.com\/au\/blog\/inventory-management-system\">centralised stock management system<\/a> improves visibility and forecasting performance.<\/p>\n<h3 data-section-id=\"uor9p9\" data-start=\"8825\" data-end=\"8855\">4. Lack of Real-Time Insights<\/h3>\n<p data-start=\"8857\" data-end=\"8950\">Without real-time data, forecasts may become outdated quickly. This reduces responsiveness. Modern tools can help provide live updates.<\/p>\n<h2 data-start=\"8857\" data-end=\"8950\"><strong>Inventory Forecasting Examples<\/strong><\/h2>\n<p data-start=\"9037\" data-end=\"9205\">A retail business may use historical sales data and seasonality forecasting to prepare for holiday demand. This ensures enough stock is available during peak periods.<\/p>\n<p data-start=\"9207\" data-end=\"9361\">A manufacturing company may use quantitative forecasting and lead time calculations to plan production schedules. This helps avoid delays and shortages.<\/p>\n<p data-start=\"9363\" data-end=\"9493\">A distributor may combine multiple forecasting methods to optimise inventory across locations and improve supply chain efficiency.<\/p>\n<h2 data-section-id=\"8dtpi\" data-start=\"9500\" data-end=\"9513\"><strong>Conclusion<\/strong><\/h2>\n<p data-start=\"9515\" data-end=\"9718\">Inventory forecasting helps businesses plan ahead, reduce risks, and improve inventory efficiency. By predicting demand accurately, businesses can maintain optimal stock levels and avoid costly mistakes.<\/p>\n<p data-start=\"9720\" data-end=\"9875\">For Australian businesses, using the right forecasting methods, metrics, and tools can improve cash flow, reduce waste, and support better decision-making.<\/p>\n<p data-start=\"9877\" data-end=\"10070\">As your operations grow, using inventory or ERP software can enhance forecasting accuracy and automation.<\/p>\n<p data-start=\"9877\" data-end=\"10070\">You can <a href=\"https:\/\/www.hashmicro.com\/au\/free-product-tour\/\">consult our experts<\/a> to improve forecasting accuracy and inventory planning.<\/p>\n<p data-start=\"9877\" data-end=\"10070\"><span data-sheets-root=\"1\"><a href=\"https:\/\/www.hashmicro.com\/au\/inventory?medium=moneysite-banner\" target=\"_blank\"><img decoding=\"async\" loading=\"lazy\" width=\"712\" src=\"https:\/\/www.hashmicro.com\/blog\/wp-content\/uploads\/2025\/06\/Inventory.webp\" alt=\"Inventory Management\"><\/a><\/span><\/p>\n<p data-start=\"9877\" data-end=\"10070\"><h2 class=\"faqTitle\">Frequently Asked Question<\/h2>\r\n<style>\r\n\t#main-article p.faqTitle{\r\n\t\ttext-align: center;\r\n\t\tmargin-bottom: 0;\r\n\t\tmargin-top: 50px;\r\n\t\tfont-weight: bold;\r\n\t}\r\n\t\r\n\t.accordion-wrapper{\r\n\t\tbackground-color: white;\r\n\t\tborder: 1px solid #9c171e;\r\n\t\tborder-radius: 6px;\r\n\t\ttransition: 0.4s ease;\r\n\t\tmargin-bottom: 20px;\r\n\t\toverflow: hidden;\r\n\t}\r\n\t\r\n\t.header-faq{\r\n\t\tdisplay: flex;\r\n\t\tborder: none;\r\n\t\tborder-radius: 6px 6px 6px 6px;\r\n\t\tbackground: #FFF;\r\n\t\talign-items: center;\r\n\t\tpadding: 18px;\r\n\t\ttransition: 0.4s;\r\n\t\tcursor: pointer;\r\n\t\tjustify-content: space-between;\r\n\t}\r\n\t\r\n\t.header-faq p{\r\n\t\tmargin-bottom: 0;\r\n\t}\r\n\t\r\n\t.question {\r\n\t\tcolor: #3C3C3C;\r\n\t\twidth: 100%;\r\n\t\ttext-align: left;\r\n\t\tfont-size: 16px;\r\n\t\tline-height: 20px;\r\n\t \ttransition: 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class=\"question\">What is inventory forecasting?<\/button>\r\n        <\/div>\r\n        <div class=\"answer\">\r\n            <p>Inventory forecasting is the process of predicting future product demand using historical data, trends, and market insights to plan inventory levels.<\/p>\r\n        <\/div>\r\n    <\/div>\r\n    <div class=\"accordion-wrapper\">\r\n        <div class=\"header-faq\">\r\n            <button class=\"question\">Why is inventory forecasting important?<\/button>\r\n        <\/div>\r\n        <div class=\"answer\">\r\n            <p>Inventory forecasting is important because it helps prevent stockouts and overstocking, reduces costs, and improves cash flow and operational efficiency.<\/p>\r\n        <\/div>\r\n    <\/div>\r\n    <div class=\"accordion-wrapper\">\r\n        <div class=\"header-faq\">\r\n            <button class=\"question\">What methods are used in inventory forecasting?<\/button>\r\n        <\/div>\r\n        <div class=\"answer\">\r\n            <p>Common inventory forecasting methods include trend forecasting, qualitative forecasting, quantitative forecasting, and seasonality forecasting depending on business needs and data availability.<\/p>\r\n        <\/div>\r\n    <\/div>\r\n    <div class=\"accordion-wrapper\">\r\n        <div class=\"header-faq\">\r\n            <button class=\"question\">What is the difference between forecasting and replenishment?<\/button>\r\n        <\/div>\r\n        <div class=\"answer\">\r\n            <p>Forecasting predicts future demand, while replenishment focuses on restocking inventory based on those predictions to maintain optimal stock levels.<\/p>\r\n        <\/div>\r\n    <\/div>\r\n    <div class=\"accordion-wrapper\">\r\n        <div class=\"header-faq\">\r\n            <button class=\"question\">How can businesses improve inventory forecasting accuracy?<\/button>\r\n        <\/div>\r\n        <div class=\"answer\">\r\n            <p>Businesses can improve forecasting accuracy by 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