{"id":5970,"date":"2025-04-09T03:39:40","date_gmt":"2025-04-09T03:39:40","guid":{"rendered":"https:\/\/www.hashmicro.com\/my\/blog\/?p=5970"},"modified":"2026-02-18T02:28:58","modified_gmt":"2026-02-18T02:28:58","slug":"ai-in-finance","status":"publish","type":"post","link":"https:\/\/www.hashmicro.com\/my\/blog\/ai-in-finance\/","title":{"rendered":"AI in Finance: How It Works, Who Uses It, and Why It Matters"},"content":{"rendered":"<p>Over 90% of top-performing financial institutions <a href=\"https:\/\/www.mckinsey.com\/industries\/financial-services\/our-insights\/scaling-gen-ai-in-banking-choosing-the-best-operating-model\" target=\"_blank\" rel=\"noopener\">have already used AI<\/a> to improve operations, risk management, and service delivery. And yet, many companies still struggle to apply AI meaningfully beyond the buzzwords and into real results.<\/p>\n<p>AI in finance isn\u2019t merely a trend; it\u2019s a response to growing pressure for faster decisions, tighter compliance, and more personalized customer experiences. As financial data becomes more complex, AI offers the speed and insight traditional systems simply can\u2019t match.<\/p>\n<p>From fraud detection and credit scoring to automated financial reporting and predictive analytics, this article breaks down how AI is transforming the finance industry, and how tools like Hashy AI can help your business unlock its full potential.<\/p>\n<table style=\"border-collapse: collapse; background-color: #fffacd; box-shadow: 0 4px 8px rgba(0, 0, 0, 0.1); border-radius: 25px 25px 25px 25px;\" width=\"100%\">\n<tbody>\n<tr>\n<td style=\"padding: 15px; border: none;\">\n<h3 style=\"margin-bottom: 10px;\"><span style=\"background-color: #990000; color: #ffffff; padding: 5px;\"><b>Key Takeaways<\/b><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">AI is <a href=\"#benefit\">transforming the finance industry<\/a> by improving efficiency, risk management, and personalized customer experiences.<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">It supports a wide range of <a href=\"#case\">use cases<\/a>, from fraud detection and credit scoring to workflow automation and predictive analytics.<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"#stakeholder\">Key stakeholders<\/a>\u2014from developers to regulators\u2014are shaping how AI is applied across financial services.<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"#hashmicro\">HashMicro\u2019s Hashy AI<\/a> helps businesses take advantage of these innovations with smarter financial tools for AR, AP, and reporting.<\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><a href=\"https:\/\/www.hashmicro.com\/my\/free-product-demo\/?medium=free-product-demo\" target=\"_blank\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/08\/free-demo-desktop-my.webp\" data-desktop-src=\"https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/08\/free-demo-desktop-my.webp\" data-mobile-src=\"https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2024\/07\/free-demo-mobile-my.jpg\" alt=\"FreeDemo\" class=\"responsive-image-banner\"><\/a>\r\n\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><!-- <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\">Content Lists<\/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<!-- TOC mobile -->\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<!-- TOC mobile -->\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: 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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}\r\n\t\t#toc_group_article {\r\n\t\t\tdisplay:none;\r\n\t\t}\t\t\t\t\r\n\t}\r\n\r\n<\/style>\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: 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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<!-- START 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; 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*\/\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: 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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<!-- END ToC styling  -->\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<\/script>\r\n\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\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', '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\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\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 = `#${child.id}`;\r\n                nestedLi.appendChild(nestedA);\r\n                nestedUl.appendChild(nestedLi);\r\n\r\n                if (child.children.length > 0) {\r\n                    createNestedList(nestedLi, child.children);\r\n                }\r\n            });\r\n\r\n            parentNode.appendChild(nestedUl);\r\n        }\r\n\r\n        \/\/ Membuat objek untuk menyimpan daftar h2 dan h3 beserta judulnya\r\n        const headings = [];\r\n\r\n           \/\/ Mengambil semua elemen h2 dan h3\r\n        const elements = document.querySelectorAll('.td-post-content h2');\r\n\t\t\t\/\/, .td-post-content h3\r\n\r\n        elements.forEach(element => {\r\n            if (element.tagName === 'H2') {\r\n                const id = formatId(element.textContent);\r\n                element.id = id;\r\n\t\t\t\tif(element.textContent.toLowerCase() === \"key takeaways\") {return;} \/\/ Biar ga nampilin Key Takeaways di ToC\r\n                headings.push({ level: 'h2', id: id, title: element.textContent, children: [] });\r\n            } else if (element.tagName === 'H3') {\r\n                const id = formatId(element.textContent);\r\n                element.id = id;\r\n                if (headings.length > 0) {\r\n                    headings[headings.length - 1].children.push({ level: 'h3', id: id, title: element.textContent, children: [] });\r\n                }\r\n            }\r\n        });\r\n\r\n        \/\/ Membuat list HTML dari objek headings\r\n        const ul = document.getElementById('list_toc');\r\n        let currentUl = ul;\r\n        headings.forEach(heading => {\r\n            const li = document.createElement('li');\r\n            const a = document.createElement('a');\r\n            a.textContent = heading.title;\r\n            a.href = `#${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\t\/\/ Dapatkan elemen ul dengan id 'list_toc_float'\r\nconst ulFloat = document.getElementById('list_toc');\r\nconst ulJourney = document.getElementById('list_journey');\r\n\r\n\/\/ Dapatkan 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\r\n\r\n\r\n\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<!-- \t<style>#toc_group_float{display:block !important}<\/style> -->\r\n<\/p>\n<h2><b>What is AI in Finance?<\/b><\/h2>\n<p>Artificial intelligence (AI) in finance refers to the use of technologies like machine learning (ML), natural language processing (NLP), and predictive analytics to handle complex financial tasks. These include fraud detection, credit scoring, algorithmic trading, risk assessment, and customer service automation.<\/p>\n<p>Instead of relying solely on manual processes or static systems, financial institutions are now turning to AI to process vast datasets, uncover patterns, and make faster, more accurate decisions.<\/p>\n<p>In addition, tools like chatbots and virtual assistants are elevating customer service, while automated data collection supports quicker, more informed decision-making.<\/p>\n<p>Beyond automation, AI also enables financial firms to gain deeper insights into customer behavior. It can also deliver personalized recommendations and facilitate more human-like interactions. As a result, financial services become faster, smarter, and more customer-centric.<\/p>\n<h2><b>Benefits of AI in Finance Industry<\/b><\/h2>\n<p><span id=\"benefit\">While we\u2019re still seeing the full long-term effects of AI in banking unfold, its benefits are already clear in several key areas:<\/span><\/p>\n<h3><b>1. Greater Efficiency and Cost Savings<\/b><\/h3>\n<p>AI automation helps banks speed up routine processes like loan approvals, fraud detection, and customer support. In wealth management, AI improves efficiency, broadens access to services, and gives better insights into client behavior\u2014cutting operational costs by millions.<\/p>\n<p>One real-world example: <a href=\"https:\/\/www.jpmorgan.com\/insights\/payments\/payments-optimization\/ai-payments-efficiency-fraud-reduction\" target=\"_blank\" rel=\"noopener\">JPMorgan Chase<\/a> reported a 20% drop in account validation rejections thanks to AI-enhanced payment screening, which led to major savings.<\/p>\n<h3><b>2. Better Risk Management<\/b><\/h3>\n<p>AI can quickly scan and analyze huge volumes of data to assess credit risk and detect fraud more accurately. This helps reduce loan defaults, cut down risk provisions, and improve profit margins. Furthermore, AI-driven risk assessment can lead to significant cost savings for banks.<\/p>\n<h3><b>3. Higher Revenue Potential<\/b><\/h3>\n<p>AI tools can personalize financial products based on customer preferences, boosting satisfaction and loyalty. They can also spot new sales opportunities and improve marketing strategies.<\/p>\n<p>For instance, <a href=\"https:\/\/newsroom.bankofamerica.com\/content\/newsroom\/press-releases\/2025\/04\/ai-adoption-by-bofa-s-global-workforce-improves-productivity--cl.html#:~:text=More%20than%2090%25%20of%20employees,virtual%20assistant%20for%20increased%20efficiency&amp;text=CHARLOTTE%2C%20NC%20%2F%20LONDON%20%2F%20HONG,its%20clients%20and%20213%2C000%20employees.\" target=\"_blank\" rel=\"noopener\">Bank of America<\/a> uses AI to suggest tailored investment plans\u2014encouraging customer engagement and product uptake.<\/p>\n<h2><b>Essential Stakeholders in Financial AI Ecosystems<\/b><\/h2>\n<p><span id=\"stakeholder\">AI in finance requires the people and institutions to make it work. These key stakeholders shape how AI is designed, deployed, and governed within the financial landscape.<\/span><\/p>\n<h3><b>1. Financial Institutions and Executives<\/b><\/h3>\n<p>Banks, investment firms, and insurance companies use AI to enhance operations, manage risks, and boost customer engagement. Executives are responsible for aligning AI initiatives with business objectives, whether it\u2019s fraud detection, portfolio optimization, or client services.<\/p>\n<h3><b>2. AI Developers and Data Scientists<\/b><\/h3>\n<p>These professionals design and refine AI models tailored for financial use cases. They train systems using real-world financial data, improve accuracy, and ensure ethical standards are met\u2014particularly in areas like automated decision-making and risk scoring.<\/p>\n<h3><b>3. Regulatory Bodies and Legal Teams<\/b><\/h3>\n<p>Organizations like Bank Negara Malaysia and the Securities Commission play a key role in regulating AI usage. Legal teams work to ensure compliance with AML rules, personal data protection, consumer rights, and AI ethics.<\/p>\n<h3><b>4. Risk and Compliance Teams<\/b><\/h3>\n<p>These teams rely on AI to monitor real-time data, flag irregularities, and streamline regulatory reporting. By automating risk analysis and compliance checks, AI helps financial institutions maintain security and stay within regulatory boundaries.<\/p>\n<h3><b>5. Ethics and Diversity Officers<\/b><\/h3>\n<p>To ensure AI systems are fair and unbiased, ethics officers review algorithms for transparency and inclusivity. They advocate for equitable practices in areas like loan approvals, credit scoring, and investment advice.<\/p>\n<h3><b>6. Customers<\/b><\/h3>\n<p>As end users of AI-driven tools like robo-advisors and chatbots, customers influence the success of AI adoption. Their feedback, trust, and concerns\u2014especially around privacy\u2014play a major role in shaping future improvements.<\/p>\n<h3><b>7. Auditors and Internal Control Teams<\/b><\/h3>\n<p>These stakeholders review AI systems to ensure they are secure, accurate, and compliant with standards. Internal audits help identify vulnerabilities, support transparency, and reinforce accountability in AI applications.<\/p>\n<h2><b>Use Cases of AI in Finance Industry<\/b><\/h2>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-5973\" src=\"https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/04\/how-ai-helps-in-finance.webp\" alt=\"how ai helps in finance\" width=\"1200\" height=\"675\" srcset=\"https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/04\/how-ai-helps-in-finance.webp 1200w, https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/04\/how-ai-helps-in-finance-300x169.webp 300w, https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/04\/how-ai-helps-in-finance-1024x576.webp 1024w, https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/04\/how-ai-helps-in-finance-768x432.webp 768w, https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/04\/how-ai-helps-in-finance-747x420.webp 747w, https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/04\/how-ai-helps-in-finance-150x84.webp 150w, https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/04\/how-ai-helps-in-finance-696x392.webp 696w, https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/04\/how-ai-helps-in-finance-1068x601.webp 1068w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p><span id=\"case\">A wide range of financial institutions are now using AI to boost efficiency, enhance decision-making, and improve user experience. Here are 12 common ways AI is being applied in the finance industry, although it\u2019s just the tip of the iceberg:<\/span><\/p>\n<h3><b>1. Algorithmic Trading<\/b><\/h3>\n<p>AI is used to build trading systems that scan real-time market data and historical trends to place trades at the most strategic times. For example, some investment firms use AI to adjust portfolios within milliseconds based on global news or stock price volatility.<\/p>\n<h3><b>2. Workflow Automation<\/b><\/h3>\n<p>From reconciling bank statements to flagging unusual transactions, AI streamlines tasks that would normally take hours of manual work. Insurance companies, for instance, use AI to process claims faster and reduce approval delays.<\/p>\n<h3><b>3. Compliance Monitoring<\/b><\/h3>\n<p>Financial institutions use AI tools to track regulatory changes and automate reporting. This helps them stay compliant with rules like AMLA in Malaysia, with <a href=\"https:\/\/www.hashmicro.com\/my\/blog\/best-erp-software\/\">ERP software<\/a> reducing the risk of penalties and audit issues.<\/p>\n<h3><b>4. Credit Risk Assessment<\/b><\/h3>\n<p>Instead of relying only on traditional credit scores, lenders now use AI to evaluate applicants by analyzing mobile usage patterns, e-commerce history, or even bill payment behavior\u2014making credit more accessible to groups that need it.<\/p>\n<h3><b>5. Cost Efficiency<\/b><\/h3>\n<p>By cutting down on paperwork, reducing human error, and speeding up back-end operations, AI reduces the need for large support teams. For example, digital banks use AI to handle customer onboarding without needing physical branches.<\/p>\n<h3><b>6. Customer Experience<\/b><\/h3>\n<p>AI-powered chatbots now handle tasks like resetting passwords, giving instant loan eligibility checks, or providing spending insights. Banks like CIMB and Maybank use this tech to reduce wait times and offer support 24\/7.<\/p>\n<h3><b>7. Financial Data Analysis<\/b><\/h3>\n<p>AI helps banks and fintech firms sift through customer spending, market trends, and investment patterns to uncover insights that would be hard to spot manually. This helps with everything from personalized marketing to strategic planning.<\/p>\n<h3><b>8. Fraud Prevention<\/b><\/h3>\n<p>AI is widely used in Malaysia to monitor transactions in real time. For example, banks use AI to detect phishing attempts, identify unusual login behavior, and prevent unauthorized credit card activity\u2014improving digital banking security overall.<\/p>\n<h3><b>9. Portfolio Management<\/b><\/h3>\n<p>AI supports portfolio optimization by analyzing market movements and economic indicators. It helps investors make timely adjustments to improve performance and manage risk exposure.<\/p>\n<h3><b>10. Predictive Analytics<\/b><\/h3>\n<p>Through predictive modelling, AI enables financial institutions to anticipate market changes, detect early signs of risk, and better understand evolving customer behavior.<\/p>\n<h3><b>11. Risk Management<\/b><\/h3>\n<p>AI enhances risk detection by analyzing transactional and historical data to uncover patterns, anomalies, and potential vulnerabilities\u2014leading to stronger risk controls.<\/p>\n<h3><b>12. Sentiment Analysis<\/b><\/h3>\n<p>By evaluating news sources, forums, and social media, AI helps interpret market sentiment, offering valuable insights that influence investment and trading decisions.<\/p>\n<h2><b>What is Machine Learning in Finance?<\/b><\/h2>\n<p>Machine Learning (ML) is a key branch of artificial intelligence (AI) that enables computers to process large amounts of data, recognize patterns, and make decisions\u2014without being explicitly programmed. In finance, ML is making a significant impact in several practical areas:<\/p>\n<h3><b>1. Predictive Analytics<\/b><\/h3>\n<p>ML uncovers trends in historical financial data, such as stock price movements, currency fluctuations, and economic shifts. These insights help traders and investors anticipate market changes and make more informed investment decisions.<\/p>\n<h3><b>2. Customer Behavior Analysis<\/b><\/h3>\n<p>By examining transaction histories and spending habits, ML allows banks and financial platforms to deliver personalized services. This includes recommending suitable investment products and detecting suspicious activity that may signal fraud.<\/p>\n<h3><b>3. Automation of Financial Reporting<\/b><\/h3>\n<p>Tasks like generating financial statements or conducting risk assessments, which once required significant manual effort, can now be automated using ML\u2014saving time and improving accuracy.<\/p>\n<p>With AI becoming more embedded in financial systems, many accounting software solutions now come with built-in ML capabilities.<\/p>\n<p>For example, HashMicro offers AI-powered features such as automated reporting and Peppol e-Invoicing with a competitive price. Click the banner below to learn more!<\/p>\n<a href=\"https:\/\/www.hashmicro.com\/my\/offer\/download-erp-pricing-list?medium=banner-article\" target=\"_blank\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/08\/skema-harga-desktop-my.webp\" data-desktop-src=\"https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/08\/skema-harga-desktop-my.webp\" data-mobile-src=\"https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/08\/skema-harga-mobile-my.webp\" alt=\"SkemaHarga\" class=\"responsive-image-banner\"><\/a>\r\n\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>\n<h2><b>The Future of AI in Financial Services<\/b><\/h2>\n<p>The future of AI in finance is shaping up to make the industry faster, safer, and more customer-friendly. Banks and financial institutions are already using AI to improve how they make decisions, automate repetitive tasks, and detect fraud more effectively.<\/p>\n<p>As more companies adopt AI, financial management tools will get even smarter\u2014handling things like budgeting, forecasting, and compliance with less manual effort. That means fewer errors, faster processes, and real-time insights to support better business decisions.<\/p>\n<p>AI is also helping banks personalize their services, offering products that actually fit what each customer needs based on their habits and preferences.<\/p>\n<p>In the years ahead, we can expect AI to play an even bigger role in guiding investment decisions, spotting trends early, and managing risks more accurately. All in all, finance is heading toward a future that\u2019s more efficient, secure, and tailored to the people it serves.<\/p>\n<h2><b>Enhance Financial Management with Hashy AI<\/b><\/h2>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-5971\" src=\"https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/04\/hashy-ai-finance.webp\" alt=\"hashy ai finance\" width=\"1040\" height=\"528\" srcset=\"https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/04\/hashy-ai-finance.webp 1040w, https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/04\/hashy-ai-finance-300x152.webp 300w, https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/04\/hashy-ai-finance-1024x520.webp 1024w, https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/04\/hashy-ai-finance-768x390.webp 768w, https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/04\/hashy-ai-finance-827x420.webp 827w, https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/04\/hashy-ai-finance-150x76.webp 150w, https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/04\/hashy-ai-finance-696x353.webp 696w\" sizes=\"(max-width: 1040px) 100vw, 1040px\" \/><\/p>\n<p><span id=\"hashmicro\">Managing finances isn&#8217;t just about sending invoices anymore. It&#8217;s about staying on top of receivables, keeping vendor relationships smooth, and making smart decisions with real-time insights.<\/span><\/p>\n<p>That\u2019s exactly what <a href=\"https:\/\/www.hashmicro.com\/my\/ai-agent-for-finance\/\"><b>Hashy AI<\/b><\/a>, HashMicro\u2019s AI-powered finance assistant, is built for.<\/p>\n<h3><b>1. Smarter AR Collections<\/b><\/h3>\n<p>No more awkward manual chasing. Hashy supports AR Collectors by automatically following up with customers on overdue invoices or Statements of Account (SoA).<\/p>\n<p>You can even <b>create invoices on the go<\/b>, perfect for teams that are constantly in motion. With Hashy, your receivables process becomes proactive, not reactive.<\/p>\n<h3><b>2. Better AP Management<\/b><\/h3>\n<p>Accounts Payable teams can also rely on Hashy to <b>communicate with vendors<\/b> on payment status and updates\u2014without the back-and-forth emails. This keeps your vendor relationships strong and your payable cycle transparent.<\/p>\n<h3><b>3. Powerful Financial Insights<\/b><\/h3>\n<p>Hashy also supports <b>financial analysts<\/b> with meaningful insights. You get access to budget planning tools based on historical trends, and you can easily run <b>reconciliations<\/b> between your system and actual bank statements.<\/p>\n<h2><b>Conclusion<\/b><\/h2>\n<p>AI is transforming finance by improving efficiency, reducing risk, and delivering more personalized, data-driven decision-making. From fraud detection to forecasting, it helps institutions move faster, smarter, and with greater confidence.<\/p>\n<p>With <a href=\"https:\/\/www.hashmicro.com\/my\/ai-agent-for-finance\/\">Hashy AI<\/a>, you don\u2019t just automate tasks. Rather, you empower your finance team to work with real-time clarity. From smarter collections to seamless reporting, Hashy brings the speed and control your business needs.<\/p>\n<p>If you\u2019re ready to simplify your finance operations, it\u2019s time to see Hashy in action today. Experience how effortless cash flow, vendor management, and insights can be; try the free demo now!<\/p>\n<a href=\"https:\/\/www.hashmicro.com\/my\/free-product-demo\/?medium=free-product-demo\" target=\"_blank\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/08\/free-demo-desktop-my.webp\" data-desktop-src=\"https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2025\/08\/free-demo-desktop-my.webp\" data-mobile-src=\"https:\/\/www.hashmicro.com\/my\/blog\/wp-content\/uploads\/2024\/07\/free-demo-mobile-my.jpg\" alt=\"FreeDemo\" class=\"responsive-image-banner\"><\/a>\r\n\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>\n<h2><strong>Frequently Asked Questions on AI in Finance<\/strong><\/h2>\n<ul class=\"bottom_faq\">\n<li>\n<details>\n<summary><strong>What are the ethical challenges of applying AI in finance?<\/strong><\/summary>\n<p>Implementing AI in finance raises ethical concerns, particularly regarding discrimination based on sensitive attributes. Complex AI decision-making processes can lack transparency, making it difficult to identify biases that may lead to unfair treatment of individuals in areas like loan approvals or credit scoring.<\/p>\n<\/details>\n<\/li>\n<li>\n<details>\n<summary><strong>Will AI replace financial analysts in the future?<\/strong><\/summary>\n<p>While AI can automate data processing and routine tasks, it lacks the lateral thinking and creativity required for high-level analysis. Therefore, AI is seen as a tool to augment analysts&#8217; capabilities rather than replace them, allowing professionals to focus on strategic decision-making.<\/p>\n<\/details>\n<\/li>\n<li>\n<details>\n<summary><strong>What role does AI play in personal finance management?<\/strong><\/summary>\n<p>AI is increasingly integrated into personal finance through applications like budgeting tools and robo-advisors. These AI-driven apps help individuals track expenses, identify unnecessary costs, and manage investments. However, while AI excels at data analysis, it may not yet provide the personalized financial advice that a human advisor can offer.<\/p>\n<\/details>\n<\/li>\n<li>\n<details>\n<summary><strong>How is AI utilized in anti-money laundering (AML) efforts?<\/strong><\/summary>\n<p>AI enhances AML efforts by analyzing large datasets to detect unusual patterns and flag potential fraudulent activities. For instance, AI systems can monitor transactions in real-time to identify behaviors indicative of money laundering.<\/p>\n<\/details>\n<\/li>\n<\/ul>\n<p><script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [{\n    \"@type\": \"Question\",\n    \"name\": \"What are the ethical challenges of applying AI in finance?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"Implementing AI in finance raises ethical concerns, particularly regarding discrimination based on sensitive attributes. Complex AI decision-making processes can lack transparency, making it difficult to identify biases that may lead to unfair treatment of individuals in areas like loan approvals or credit scoring.\"\n    }\n  },{\n    \"@type\": \"Question\",\n    \"name\": \"Will AI replace financial analysts in the future?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"While AI can automate data processing and routine tasks, it lacks the lateral thinking and creativity required for high-level analysis. Therefore, AI is seen as a tool to augment analysts\u2019 capabilities rather than replace them, allowing professionals to focus on strategic decision-making.\"\n    }\n  },{\n    \"@type\": \"Question\",\n    \"name\": \"What role does AI play in personal finance management?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"AI is increasingly integrated into personal finance through applications like budgeting tools and robo-advisors. These AI-driven apps help individuals track expenses, identify unnecessary costs, and manage investments. However, while AI excels at data analysis, it may not yet provide the personalized financial advice that a human advisor can offer.\"\n    }\n  },{\n    \"@type\": \"Question\",\n    \"name\": \"How is AI utilized in anti-money laundering (AML) efforts?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"AI enhances AML efforts by analyzing large datasets to detect unusual patterns and flag potential fraudulent activities. For instance, AI systems can monitor transactions in real-time to identify behaviors indicative of money laundering.\"\n    }\n  }]\n}\n<\/script><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Over 90% of top-performing financial institutions have already used AI to improve operations, risk management, and service delivery. And yet, many companies still struggle to apply AI meaningfully beyond the buzzwords and into real results. AI in finance isn\u2019t merely a trend; it\u2019s a response to growing pressure for faster decisions, tighter compliance, and more [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":5972,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[54],"tags":[],"class_list":{"0":"post-5970","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-accounting"},"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.6 (Yoast SEO v26.6) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI in Finance: How It Works, Who Uses It, and Why It Matters<\/title>\n<meta name=\"description\" content=\"AI in finance uses smart technologies to automate processes, analyze data, and improve financial decision-making.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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