{"id":4885,"date":"2023-11-17T10:57:26","date_gmt":"2023-11-17T10:57:26","guid":{"rendered":"https:\/\/www.calligo.io\/?page_id=4885"},"modified":"2023-11-17T14:44:37","modified_gmt":"2023-11-17T14:44:37","slug":"machine-learning-in-supply-chain","status":"publish","type":"page","link":"https:\/\/www.calligo.io\/solutions\/machine-learning-in-supply-chain\/","title":{"rendered":"Supply Chain"},"content":{"rendered":"<style>.block-hero-with-featured-insight{position:relative;background:#F0F2F4;min-height:27.5rem;text-align:center;margin-bottom:2.625rem;display:-webkit-box;display:-ms-flexbox;display:flex;-webkit-box-align:center;-ms-flex-align:center;align-items:center}@media (min-width: 768px){.block-hero-with-featured-insight{min-height:49.875rem;margin-bottom:0}}@media (min-width: 768px){.block-hero-with-featured-insight.hero-height-small{min-height:40rem}}.block-hero-with-featured-insight__wrapper{padding:2.5rem 0 2.5rem 0;position:relative;z-index:5;letter-spacing:0.05em}@media 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99.75%)}.block-hero-with-featured-insight.has-img:before{content:\"\";z-index:2;position:absolute;bottom:0;left:0;width:100%;height:100%;background:#000;background:linear-gradient(90.1deg, #000 .09%, rgba(0,0,0,0) 99.75%)}.block-hero-with-featured-insight.has-img h1,.block-hero-with-featured-insight.has-img h2,.block-hero-with-featured-insight.has-img h3,.block-hero-with-featured-insight.has-img h4,.block-hero-with-featured-insight.has-img p,.block-hero-with-featured-insight.has-img ol,.block-hero-with-featured-insight.has-img ul{color:#fff}\n\n\/*# sourceMappingURL=block-hero-with-featured-insight.css.map *\/\n<\/style><section\nid=\"\"class=\"block-hero-with-featured-insight\n\thas-img\t  \thero-height-big\">\n\t<div class=\"container\">\n\t\t<div class=\"block-hero-with-featured-insight__wrapper\" data-aos=\"fade-down\">\n\t\t\t                <p class=\"overline\">\n\t\t\t\t\tFunctions\t\t\t\t<\/p>\n\t\t\t\t\t\t<h1 class=\"heading\">Supply Chain<\/h1>\t\t<\/div>\n\t<\/div>\n\t<picture class=\"block-hero-with-featured-insight__image\"><source media=\"(min-width: 992px)\" srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1504\/logistics-sector-scaled-1920x1080-cc.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1504\/logistics-sector-scaled-2560x1440-cc.jpg 1.333x\"> <source media=\"(min-width: 768px)\" srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1504\/logistics-sector-scaled-750x500-cc.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1504\/logistics-sector-scaled-1500x1000-cc.jpg 2.000x\"> <source media=\"(min-width: 0px)\" srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1504\/logistics-sector-scaled-375x250-cc.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1504\/logistics-sector-scaled-750x500-cc.jpg 2.000x\"> <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1504\/logistics-sector-scaled-375x250-cc.jpg\" srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1504\/logistics-sector-scaled-375x250-cc.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1504\/logistics-sector-scaled-750x500-cc.jpg 2.000x\" alt=\"\" width=\"1920\" height=\"1080\" class=\"\"><\/picture>    \t\t\t<div class=\"block-hero-with-featured-insight__feature\" data-aos=\"fade-up\">\n\t\t\t\t<a href=\"https:\/\/www.calligo.io\/insights\/machine-learning\/top-9-use-cases-for-machine-learning-in-manufacturing\/\" class=\"block-hero-with-featured-insight__feature_row row g-0\">\n\t\t\t\t\t<div class=\"overline col-12\">Featured insight<\/div>            \n\t\t\t\t\t<div class=\"block-hero-with-featured-insight_content col-10\">                \n\t\t\t\t\t\t<div class=\"feature-heading\">Top 9 Use Cases of Machine Learning in Manufacturing<\/div>\n\t\t\t\t\t\t<div class=\"post-meta\">\n\t\t\t\t\t\t\t<span class=\"read-time\">5 min read<\/span> | <span class=\"post-date\">14 Jul 23<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"block-hero-with-featured-insight_cta col\">\n\t\t\t\t\t\t<span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t<\/section>\n\n\n\n<style>.block-section-anchors{padding:1rem 0;background:#ffffff;position:-webkit-sticky;position:sticky;top:0;z-index:10;overflow-x:auto;overflow-y:hidden;padding-bottom:.25rem}@media (min-width: 1200px){.block-section-anchors{padding:1rem 0}}.block-section-anchors.theme--dark{background-color:#000}.block-section-anchors.theme--dark .block-section-anchors__item{color:#fff}.block-section-anchors__wrapper{text-align:center;-webkit-transition:0.3s ease padding;transition:0.3s ease padding;overflow-y:hidden;overflow-x:hidden;transition:0.3s ease padding}.block-section-anchors__wrapper:hover{padding-bottom:.25rem;overflow-x:auto}@media (hover: none) and (pointer: coarse){.block-section-anchors__wrapper{overflow-x:auto;padding-bottom:0}}.block-section-anchors__wrapper::-webkit-scrollbar{height:4px}@media (hover: none) and (pointer: coarse){.block-section-anchors__wrapper::-webkit-scrollbar{height:0}}.block-section-anchors__wrapper::-webkit-scrollbar-track{background:#f1f1f1}.block-section-anchors__wrapper::-webkit-scrollbar-thumb{background:#888}.block-section-anchors__wrapper::-webkit-scrollbar-thumb:hover{background:#555}.block-section-anchors__items{display:-webkit-inline-box;display:-ms-inline-flexbox;display:inline-flex}.block-section-anchors__items .block-section-anchors__item{color:#000;padding:.5rem 1.5rem;text-decoration:none;-webkit-transition:font-weight .25s;transition:font-weight .25s;white-space:nowrap;border:1px solid transparent;border-radius:32px;font-size:1.125rem;line-height:1.5rem;margin:0 1.25rem;-webkit-transition:0.3s ease border;transition:0.3s ease border}.block-section-anchors__items .block-section-anchors__item.active{font-weight:600;border-color:#1C4AF2}.block-section-anchors__items .block-section-anchors__item:hover{border-color:#1C4AF2}.admin-bar .block-section-anchors{top:32px}\n\n\/*# sourceMappingURL=block-section-anchors.css.map *\/\n<\/style>\n<section id=\"\" class=\"block-section-anchors  theme--light     \">\n\t<div class=\"block-section-anchors__wrapper\">\n\t\t<div class=\"block-section-anchors__items\">\n\t\t\t\t\t\t\t<a href=\"#introduction\" class=\"block-section-anchors__item\">\n\t\t\t\t\tIntroduction\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<a href=\"#benefits\" class=\"block-section-anchors__item\">\n\t\t\t\t\tBenefits\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<a href=\"#dashboard\" class=\"block-section-anchors__item\">\n\t\t\t\t\tExample Dashboard\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<a href=\"#how\" class=\"block-section-anchors__item\">\n\t\t\t\t\tHow it Works\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<a href=\"#case-studies\" class=\"block-section-anchors__item\">\n\t\t\t\t\tCase Studies\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<a href=\"#services\" class=\"block-section-anchors__item\">\n\t\t\t\t\tServices\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<a href=\"#insights\" class=\"block-section-anchors__item\">\n\t\t\t\t\tInsights\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<a href=\"#speak\" class=\"block-section-anchors__item\">\n\t\t\t\t\tSpeak to an Expert\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n\n<section id=\"introduction\" class=\"block-content-two-column      \">\n\t<div class=\"container\">\n\t\t<div class=\"row\">\n                            <div class=\"col-12\">\n                    <p class=\"overline\">\n                        INTRODUCTION                    <\/p>\n                <\/div>\n                        <div class=\"heading-col col-12 col-lg-6\">\n                <div data-aos=\"fade-up\">\n\t\t\t        <h2 class=\"heading\">Advanced AI, Machine Learning and Analytics in the Supply Chain function<\/h2>                <\/div>\n            <\/div>\n\t\t\t                <div class=\"content-col col-12 col-lg-6\">\n                    <div data-aos=\"fade-up\">\n                        <p>The integration of Advanced AI, Machine Learning, and Analytics in the Supply Chain function yields a myriad of benefits, revolutionizing traditional approaches to logistics and operations. Through predictive analytics, organizations can anticipate demand patterns, optimize inventory levels, and enhance overall efficiency.<\/p>\n<p>Machine Learning algorithms enable real-time decision-making by identifying trends and anomalies in large datasets, facilitating agile responses to market fluctuations. Additionally, Advanced Data Science techniques empower supply chain professionals to mitigate risks, reduce costs, and streamline processes, ultimately leading to improved customer satisfaction.<\/p>\n                    \n                    <\/div>\n                <\/div>\n\t\t\t        <\/div>\n\t<\/div>\n<\/section>\n\n\n<section id=\"\" class=\"block-separator  \">\n\t<div class=\"container\">\n\t\t<div class=\"row\">\n            <div class=\"col-12 block-separator-line\"><\/div>\n        <\/div>\n\t<\/div>\n<\/section>\n\n\n\n<section id=\"benefits\" class=\"block-icon-carousel  bg--gray-primary    \">\n\t<div class=\"container\">\n\t\t<div class=\"row\">\n\t\t\t                <div class=\"col-12\">\n                    <p class=\"overline\" data-aos=\"fade-up\">\n                        BENEFITS                    <\/p>\n                <\/div>\n\t\t\t            <div class=\"heading-col col-12 col-lg-8\">\n                <div data-aos=\"fade-up\">\n\t\t\t        <h2 class=\"heading\">How can Calligo help the Supply Chain Function?<\/h2>                <\/div>\n            <\/div>\n        <\/div>\n\t<\/div>\n            <div class=\"col-12\">\n            <div class=\"icon-carousel\" data-aos=\"fade-down\">\n                                    <div class=\"icon-slide\">\n                                                <div class=\"icon-slide-icon-wrapper\">\n                            <img decoding=\"async\" src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/Frame-3.svg\" alt=\"\"\/>\n                        <\/div>\n                                                <div class=\"icon-slide-content\">\n                            <div class=\"slide-heading\">Demand Forecasting<\/div>\n                            <p class=\"slide-content\">\n                                Predicting geographic demand using machine learning optimizes product selection for each region, resulting in efficient shipping, higher sales, and reduced losses from excess inventory, considering regional characteristics and customer demand.                            <\/p>\n                        <\/div>\n                    <\/div>\n                                    <div class=\"icon-slide\">\n                                                <div class=\"icon-slide-icon-wrapper\">\n                            <img decoding=\"async\" src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/pulse-blue.svg\" alt=\"\"\/>\n                        <\/div>\n                                                <div class=\"icon-slide-content\">\n                            <div class=\"slide-heading\">Economic Shock<\/div>\n                            <p class=\"slide-content\">\n                                Anticipating the impact of economic shocks through macro-economic modeling and simulations enables better decision-making, reducing the risk of decreased yield, supply loss, idle labor costs, and optimizing labor allocation during unexpected events, such as COVID-19, and ensuring company resilience and profitability.                            <\/p>\n                        <\/div>\n                    <\/div>\n                                    <div class=\"icon-slide\">\n                                                <div class=\"icon-slide-icon-wrapper\">\n                            <img decoding=\"async\" src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/pipeline-blue.svg\" alt=\"\"\/>\n                        <\/div>\n                                                <div class=\"icon-slide-content\">\n                            <div class=\"slide-heading\">Supplier Degradation<\/div>\n                            <p class=\"slide-content\">\n                                Detecting changes in supplier and commodity costs through predictive models, time-series analysis, and anomaly detection enables early risk mitigation, precise forecasts, and better adaptation to shifting business circumstances, helping organizations prevent losses and take proactive actions to ensure lower risk and higher profitability.                            <\/p>\n                        <\/div>\n                    <\/div>\n                                    <div class=\"icon-slide\">\n                                                <div class=\"icon-slide-icon-wrapper\">\n                            <img decoding=\"async\" src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/cost-blue.svg\" alt=\"\"\/>\n                        <\/div>\n                                                <div class=\"icon-slide-content\">\n                            <div class=\"slide-heading\">Tariff Impacts<\/div>\n                            <p class=\"slide-content\">\n                                Preparing for tariffs and geopolitical events, which can lead to supply chain disruptions and increased costs, helps reduce losses in business. Calligo&#8217;s machine learning strategies, utilizing predictive models, time-series analysis, and anomaly detection, offer risk assessment and prescribe actionable steps to mitigate the impact of sudden shocks, while providing timely alerts based on external and company data.                            <\/p>\n                        <\/div>\n                    <\/div>\n                                    <div class=\"icon-slide\">\n                                                <div class=\"icon-slide-icon-wrapper\">\n                            <img decoding=\"async\" src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/arrows-transfer-blue.svg\" alt=\"\"\/>\n                        <\/div>\n                                                <div class=\"icon-slide-content\">\n                            <div class=\"slide-heading\">Currency and Interest Rate Fluctuations<\/div>\n                            <p class=\"slide-content\">\n                                Predicting currency and interest rate fluctuations and understanding their impact on costs enables cost reduction and the implementation of hedging and mitigation strategies, as demonstrated by Calligo&#8217;s solutions that utilize time-series analysis, external data sources, and anomaly detection. Anomaly detection alerts businesses to market shifts, allowing them to plan risk-reducing measures such as hedging and supply-chain diversification to quickly react to rate changes and mitigate potential losses.                            <\/p>\n                        <\/div>\n                    <\/div>\n                                    <div class=\"icon-slide\">\n                                                <div class=\"icon-slide-icon-wrapper\">\n                            <img decoding=\"async\" src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/arrow-up-blue.svg\" alt=\"\"\/>\n                        <\/div>\n                                                <div class=\"icon-slide-content\">\n                            <div class=\"slide-heading\">Inventory Optimization<\/div>\n                            <p class=\"slide-content\">\n                                Balancing purchasing and inventory to reduce risk, minimize costs, and compete in the market is crucial for maintaining a competitive advantage and higher revenues, while avoiding reduced production capacity due to losing supplies to competitors. Our data science solutions utilize optimization and predictive modeling, incorporating market, company, and competitor data to offer optimized purchase suggestions and risk assessments that ensure sufficient supplies and keep businesses ahead of the competition.                            <\/p>\n                        <\/div>\n                    <\/div>\n                                    <div class=\"icon-slide\">\n                                                <div class=\"icon-slide-icon-wrapper\">\n                            <img decoding=\"async\" src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/cogs-blue.svg\" alt=\"\"\/>\n                        <\/div>\n                                                <div class=\"icon-slide-content\">\n                            <div class=\"slide-heading\">Delivery Optimization<\/div>\n                            <p class=\"slide-content\">\n                                Efficiently allocating labor for product delivery through optimization and predictive modeling reduces labor costs, ensures successful delivery, and minimizes idle labor. Calligo&#8217;s logistics solutions leverage real-time data and optimization tools to optimize labor allocation, saving on delivery costs, and maximizing profitability by integrating seamlessly into businesses and providing decision-making support through intuitive dashboards.                            <\/p>\n                        <\/div>\n                    <\/div>\n                                    <div class=\"icon-slide\">\n                                                <div class=\"icon-slide-icon-wrapper\">\n                            <img decoding=\"async\" src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/circles.svg\" alt=\"\"\/>\n                        <\/div>\n                                                <div class=\"icon-slide-content\">\n                            <div class=\"slide-heading\">Optimize Product Storage<\/div>\n                            <p class=\"slide-content\">\n                                Efficiently optimizing product storage minimizes costs by improving inventory control, increasing product availability, and reducing labor required for product movement. Calligo&#8217;s solutions leverage predictive models and machine learning algorithms, combined with logistics and supply chain data, to generate accurate forecasts of supply and demand. By optimizing storage quantity and location, businesses can maximize efficiency, reduce transportation and labor costs, and ensure cost minimization.                            <\/p>\n                        <\/div>\n                    <\/div>\n                                    <div class=\"icon-slide\">\n                                                <div class=\"icon-slide-icon-wrapper\">\n                            <img decoding=\"async\" src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/2023\/04\/database-blue.svg\" alt=\"\"\/>\n                        <\/div>\n                                                <div class=\"icon-slide-content\">\n                            <div class=\"slide-heading\">Supply Chain Complexity<\/div>\n                            <p class=\"slide-content\">\n                                Understanding the impact of supply chain complexity on risk is crucial for effective risk management, as disruptions can result in profit loss and production and shipping shortfalls. Calligo&#8217;s machine learning solutions utilize Monte-Carlo methods and anomaly detection to assess the sensitivity of disruptions to complexity and prescribe mitigating actions, such as supplier changes or currency hedging, to reduce risk and ensure supply chain success amidst factors like tariffs, currency fluctuations, regulations, shortages, strikes, and competition.                            <\/p>\n                        <\/div>\n                    <\/div>\n                            <\/div>\n            <div class=\"container\">\n                <div class=\"slick--navelements\" data-aos=\"fade-down\">\n                    <div class=\"slick--arrow-wrap\">\n                        <div class=\"slides--numbers\">\n                            <span class=\"active\">1<\/span> of <span class=\"total\"><\/span>\n                        <\/div>\n                        <button class=\"slick-arrow slick-arrow--prev\"><\/button>\n                        <button class=\"slick-arrow slick-arrow--next\"><\/button>\n                    <\/div>\n                    <div class=\"slick--progress\" role=\"progressbar\" aria-valuemin=\"0\" aria-valuemax=\"100\">\n                        <span class=\"slider__label sr-only\"><\/span>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n    <\/section>\n\n\n\n<section id=\"how\" class=\"block-content-three-column      \">\n\t<div class=\"container\">\t\t\n                <div class=\"row heading-row\">\n            <div class=\"heading-col col-12\" data-aos=\"fade-up\">\n\t\t\t    <h2 class=\"heading\">How Supply Chain professionals can work with Calligo<\/h2>            <\/div>\n        <\/div>\n                            <div class=\"row\">\n                            <div class=\"col-12 col-lg-4 three-col\">\n                    <div class=\"three-col-overline\" data-aos=\"fade-down\">01<\/div>\n                    <div class=\"three-col-heading\" data-aos=\"fade-down\">Strategize for Supply Chain Success<\/div>\n                    <div class=\"three-col-content\" data-aos=\"fade-down\"><p><strong>Tailored Strategy Workshops:<\/strong> Engage in specialized workshops designed for supply chain management professionals to explore the potential applications within the supply chain domain. Discuss the art of the possible, identifying specific use cases aligned with your supply chain objectives.<\/p>\n<p><strong>Define Supply Chain Use Cases:<\/strong> Collaborate closely with our team to identify and define supply chain-centric use cases. Align your supply chain goals with the data opportunities available and establish a baseline for Return on Investment (ROI) tailored to the unique dynamics of supply chain strategies.<\/p>\n<\/div>\n                <\/div>\n                            <div class=\"col-12 col-lg-4 three-col\">\n                    <div class=\"three-col-overline\" data-aos=\"fade-down\">02<\/div>\n                    <div class=\"three-col-heading\" data-aos=\"fade-down\">Implement Supply Chain Excellence<\/div>\n                    <div class=\"three-col-content\" data-aos=\"fade-down\"><p><strong>Leverage Supply Chain Methodologies:<\/strong> Implement best-in-class methodologies specifically crafted for supply chain applications. Acquire, archive, model, and secure supply chain data efficiently, ensuring that your datasets are optimized for strategic insights.<\/p>\n<p><strong>Establish Supply Chain Data Procedures:<\/strong> Develop and establish data procedures with a focus on supply chain dynamics. Ensure that data handling aligns seamlessly with supply chain processes, providing a robust foundation for effective analytics in the supply chain domain.<\/p>\n<\/div>\n                <\/div>\n                            <div class=\"col-12 col-lg-4 three-col\">\n                    <div class=\"three-col-overline\" data-aos=\"fade-down\">03<\/div>\n                    <div class=\"three-col-heading\" data-aos=\"fade-down\">Activate Supply Chain Intelligence<\/div>\n                    <div class=\"three-col-content\" data-aos=\"fade-down\"><p><strong>Execute Supply Chain Data Plan:<\/strong> Put your tailored data plan into action, driving targeted supply chain initiatives based on data-driven insights. Encourage collaboration with your supply chain team and stakeholders to maximize the impact of data-driven supply chain strategies.<\/p>\n<p><strong>Refine and Develop Supply Chain Approaches:<\/strong> Continuously refine and develop your supply chain strategies based on real-time feedback and evolving market dynamics. Collaborate with the organization to ensure that your supply chain initiatives are agile, responsive, and consistently optimized for success in the competitive supply chain landscape.<\/p>\n<\/div>\n                <\/div>\n                        <\/div>\n        \t<\/div>\n<\/section>\n\n\n<section id=\"\" class=\"block-content-two-column  bg--gray-primary    \">\n\t<div class=\"container\">\n\t\t<div class=\"row\">\n                            <div class=\"col-12\">\n                    <p class=\"overline\">\n                        AN EXAMPLE OF CALLIGO\u2019S DATA VISUALIZATION CAPABILITIES FOR SUPPLY CHAIN                    <\/p>\n                <\/div>\n                        <div class=\"heading-col col-12 col-lg-6\">\n                <div data-aos=\"fade-up\">\n\t\t\t        <h2 class=\"heading\">Built for an international shipping company.<br \/>\r\n<br \/>\r\nUsed by logistics, finance and operations teams to lower costs while improving efficiency.<\/h2>                <\/div>\n            <\/div>\n\t\t\t                <div class=\"content-col col-12 col-lg-6\">\n                    <div data-aos=\"fade-up\">\n                        <h2><strong>Imagine running your business with this detail<\/strong><\/h2>\n<p>See the full summary, or examine the detail in context.<br \/>\nInterrogate what it shows and experience its full functionality.<\/p>\n<p>Underlying\u00a0<a href=\"https:\/\/www.calligo.io\/services\/data-visualization-as-a-service\/\">data<\/a> can be restricted according to users\u2019 permissions or needs and design can be customized to your own brand.<\/p>\n                    \n                    <\/div>\n                <\/div>\n\t\t\t        <\/div>\n\t<\/div>\n<\/section>\n\n\n<section id=\"dashboard\" class=\"block-content-centred       font-size-medium text-align-left \">\n\t<div class=\"container\">\n\t\t<div class=\"row\">\n            \t\t\t                <div class=\"content-col col-12 col-lg-10\" data-aos=\"fade-up\">\n                    <div style=\"max-width: 100%; overflow: auto;\">\n<div style=\"width: 100%;\">\n<div id=\"viz1617781465125\" class=\"tableauPlaceholder\" style=\"position: relative; width: 1100px; height: 850px; overflow: hidden; display: block;\"><noscript><a href=\"#\"><img decoding=\"async\" alt=\"Executive Scorecard \" src=\"https:\/\/public.tableau.com\/static\/images\/Su\/SupplyChainAnalytics-ExecutiveScorecard\/ExecutiveScorecard\/1_rss.png\" style=\"border: none\"><\/a><\/noscript><script src=\"https:\/\/public.tableau.com\/javascripts\/api\/viz_v1.js\"><\/script><iframe loading=\"lazy\" class=\"tableauViz\" style=\"display: block; width: 1100px; height: 850px; margin: 0px; padding: 0px; border: none;\" title=\"Data Visualisation\" src=\"https:\/\/public.tableau.com\/views\/SupplyChainAnalytics-ExecutiveScorecard\/ExecutiveScorecard?:embed=y&amp;:showVizHome=no&amp;:host_url=https%3A%2F%2Fpublic.tableau.com%2F&amp;:embed_code_version=3&amp;:tabs=no&amp;:toolbar=yes&amp;:animate_transition=yes&amp;:display_static_image=no&amp;:display_spinner=no&amp;:display_overlay=yes&amp;:display_count=yes&amp;:language=en&amp;:loadOrderID=0\" width=\"undefined\" height=\"undefined\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/div>\n<\/div>\n<p><script type=\"text\/javascript\">                    var divElement = document.getElementById('viz1617781465125');                    var vizElement = divElement.getElementsByTagName('object')[0];                    vizElement.style.width='1100px';vizElement.style.height='850px';                    var scriptElement = document.createElement('script');                    scriptElement.src = 'https:\/\/public.tableau.com\/javascripts\/api\/viz_v1.js';                    vizElement.parentNode.insertBefore(scriptElement, vizElement);                <\/script><\/p>\n<\/div>\n                <\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"col-12 button-col\" data-aos=\"fade-up\">\n\t\t\t\t\t\t\t<\/div>\n\t\t\t        <\/div>\n\t<\/div>\n<\/section>\n\n\n<section id=\"case-studies\" class=\"block-imagelink-carousel-2      \">\n\t<div class=\"container\">\n\t\t<div class=\"row heading-row\">\n                            <div class=\"col-12\">\n                    <p class=\"overline\" data-aos=\"fade-up\">\n                        CLIENT SUCCESS                    <\/p>\n                <\/div>\n\t\t\t\t\t\t<div class=\"heading-col col-12\">\n                <div data-aos=\"fade-up\">\n\t\t\t        <h2 class=\"heading\">Examples of the Supply Chain client stories<\/h2>                <\/div>\n            <\/div>\t\t\t\n        <\/div>\n        <div class=\"row g-0\">\n                            <div class=\"col-12\">\n                    <div class=\"il2-carousel\" data-aos=\"fade-down\">\n                                                    <a href=\"https:\/\/www.calligo.io\/client-success\/machine-learning-data-science\/cymer\/\" target=\"\" class=\"il2-slide\">\n                                <div class=\"il2-slide-image-wrapper\">\n                                    <picture class=\"il-slide-img behave-as-bg\" alt=\"\"><source media=\"(min-width: 768px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1505\/manufacturing-sector-scaled-614x255-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1505\/manufacturing-sector-scaled-1228x510-c.jpg 2.000x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1505\/manufacturing-sector-scaled-398x210-c.jpg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1505\/manufacturing-sector-scaled-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1505\/manufacturing-sector-scaled-796x420-c.jpg 2.000x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1505\/manufacturing-sector-scaled-398x210-c.jpg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1505\/manufacturing-sector-scaled-398x210-c.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1505\/manufacturing-sector-scaled-796x420-c.jpg 2.000x\" alt=\"\" width=\"614\" height=\"255\" class=\"lazyload\"><\/picture>                                \n                                <\/div>\n                                <div class=\"il2-slide-content\">\n                                    <div class=\"il2-slide-heading\">Supply Chain Performance<\/div>\n                                    <span class=\"btn-arrow-only\"><span>Read more<\/span><\/span>\n                                <\/div>\n                            <\/a>\n                                                <\/div>\n                    <div class=\"slick--navelements\" data-aos=\"fade-down\">\n                        <div class=\"slick--arrow-wrap\">\n                            <div class=\"slides--numbers\">\n                                <span class=\"active\">1<\/span> of <span class=\"total\"><\/span>\n                            <\/div>\n                            <button class=\"slick-arrow slick-arrow--prev\"><\/button>\n                            <button class=\"slick-arrow slick-arrow--next\"><\/button>\n                        <\/div>\n                        <div class=\"slick--progress\" role=\"progressbar\" aria-valuemin=\"0\" aria-valuemax=\"100\">\n                            <span class=\"slider__label sr-only\"><\/span>\n                        <\/div>\n                    <\/div>\n                <\/div>\n                        <\/div>\n\t<\/div>\n<\/section>\n\n\n\n<section id=\"services\" class=\"block-link-grid  bg--primary     no-wrapper\">\n            <div class=\"container\">\n                            <div class=\"row\">\n                                        <div class=\"heading-col col-12\">\n                        <div data-aos=\"fade-up\">\n                            <h2 class=\"heading\">Services tailored to the Supply Chain function<\/h2>                        <\/div>\n                    <\/div>\n                <\/div>\n                            <div class=\"row\">\n                                            <div class=\"col-12 col-lg-6\">\n                                <div class=\"block-link-grid-wrap\" data-aos=\"fade-in\">\n                                    <a href=\"https:\/\/www.calligo.io\/services\/machine-learning-as-a-service\/\" class=\"block-link-grid-link\" target=\"_self\">Machine Learning as a Service<\/a>\n                                <\/div>\n                            <\/div>\n                                                        <div class=\"col-12 col-lg-6\">\n                                <div class=\"block-link-grid-wrap\" data-aos=\"fade-in\">\n                                    <a href=\"https:\/\/www.calligo.io\/services\/data-visualization\/\" class=\"block-link-grid-link\" target=\"_self\">Data Visualisations as a Service<\/a>\n                                <\/div>\n                            <\/div>\n                                            <\/div>\n                    <\/div>\n    <\/section>\n\n\n\n\n<section id=\"insights\" class=\"block-featured-latest-cards  theme--light     \">\n\t<div class=\"container\">\n\t\t<div class=\"row block-featured-latest-cards__content-row \">\n\t\t\t<div class=\"col-12 col-md-6\">\n\t\t\t\t<p class=\"overline\">Related Insights<\/p>\t\t\t\t<h2 class=\"heading h5\">Explore our latest expertise, insights and opinions<\/h2>\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<div class=\"row\">\n\t\t\t\t\t\t\t\t\t<div class=\"col-12 col-md-6 block-featured-latest-cards__featured-col\">\n\t\t\t\t<a href=\"https:\/\/www.calligo.io\/insights\/glossary\/introducing-calligos-new-cybersecurity-risk-assessment-tool\/\" class=\"post-card post-card--medium-overlap post-card--insight post-card--featured\">\n\t\t<div class=\"post-card__row post-card__image-row\">\n\t\t\n\t\t<picture alt=\"Supply Chain article thumbnail\" class=\"post-card__image\"><source media=\"(min-width: 992px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5326\/Packshot-02-415x280-cc.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5326\/Packshot-02-830x560-cc.jpg 2.000x\"> <source media=\"(min-width: 768px)\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5326\/Packshot-02-336x226-cc.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5326\/Packshot-02-672x452-cc.jpg 2.000x\"> <source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5326\/Packshot-02-351x236-cc.jpg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5326\/Packshot-02-351x236-cc.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5326\/Packshot-02-702x472-cc.jpg 2.000x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5326\/Packshot-02-351x236-cc.jpg\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5326\/Packshot-02-351x236-cc.jpg 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/5326\/Packshot-02-702x472-cc.jpg 2.000x\" alt=\"Supply Chain article thumbnail\" width=\"415\" height=\"280\" class=\"lazyload\"><\/picture>\t<\/div>\n\t\n\t<div class=\"post-card__row post-card__meta-row\" data-aos=\"fade-down\">\n\t\t<div class=\"post-card__content-row\">\n\t\t\t\t\t\t\t<p class=\"post-card__tag separator\">Insight<\/p>\n\t\t\t\t<p class=\"post-card__category\">Glossary<\/p>\n\t\t\t\t\t<\/div>\n\t\t<p class=\"post-card__title\">Introducing Calligo&#8217;s New Cybersecurity Risk Assessment Tool<\/p>\n\t\t\t\t<div class=\"post-card__content-row post-card__content-meta-row\">\n\t\t\t\t\t\t\t<p class=\"post-card__reading-time\">5 min read<\/p>\n\t\t\t\t<p class=\"post-card__date\">21 May 2024<\/p>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<div class=\"post-card__content-row post-card__author-meta-row\">\n\t\t\t\t<p class=\"author-avatar\">\n\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t<p class=\"author-name\">By <\/p>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t<div class=\"col-12 col-md-6 col-lg-5 offset-lg-1 block-featured-latest-cards__list-col\">\n\n\t\t\t\t\t\t\t\t<div class=\"block-featured-latest-cards__cards-list\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.calligo.io\/insights\/news\/calligo-shortlisted-for-artificial-intelligence-innovation-of-the-year\/\" class=\"post-card post-card--small post-card--insight post-card--not-featured\">\n\t\n\t<div class=\"post-card__row post-card__meta-row\" data-aos=\"fade-down\">\n\t\t<div class=\"post-card__content-row\">\n\t\t\t\t\t\t\t<p class=\"post-card__tag separator\">Insight<\/p>\n\t\t\t\t<p class=\"post-card__category\">News<\/p>\n\t\t\t\t\t<\/div>\n\t\t<p class=\"post-card__title\">Calligo Shortlisted for Artificial Intelligence Innovation of the Year at 8th National Technology Awards<\/p>\n\t\t\t\t<div class=\"post-card__content-row post-card__content-meta-row\">\n\t\t\t\t\t\t\t<p class=\"post-card__reading-time\">2 min read<\/p>\n\t\t\t\t<p class=\"post-card__date\">23 Feb 2024<\/p>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.calligo.io\/insights\/machine-learning\/what-is-machine-learning-as-a-service-and-when-should-businesses-consider-using-it\/\" class=\"post-card post-card--small post-card--blog post-card--not-featured\">\n\t\n\t<div class=\"post-card__row post-card__meta-row\" data-aos=\"fade-down\">\n\t\t<div class=\"post-card__content-row\">\n\t\t\t\t\t\t\t<p class=\"post-card__tag separator\">Blog<\/p>\n\t\t\t\t<p class=\"post-card__category\">Glossary<\/p>\n\t\t\t\t\t<\/div>\n\t\t<p class=\"post-card__title\">What is Machine Learning as a Service and when should businesses consider using it?<\/p>\n\t\t\t\t<div class=\"post-card__content-row post-card__content-meta-row\">\n\t\t\t\t\t\t\t<p class=\"post-card__reading-time\">8 min read<\/p>\n\t\t\t\t<p class=\"post-card__date\">31 Oct 2023<\/p>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.calligo.io\/insights\/resource-library\/machine-learning-in-manufacturing-ebook\/\" class=\"post-card post-card--small post-card--resource post-card--not-featured\">\n\t\n\t<div class=\"post-card__row post-card__meta-row\" data-aos=\"fade-down\">\n\t\t<div class=\"post-card__content-row\">\n\t\t\t\t\t\t\t<p class=\"post-card__tag separator\">Resource<\/p>\n\t\t\t\t<p class=\"post-card__category\">Resource Library<\/p>\n\t\t\t\t\t<\/div>\n\t\t<p class=\"post-card__title\">Machine Learning in Manufacturing | eBook<\/p>\n\t\t\t\t<div class=\"post-card__content-row post-card__content-meta-row\">\n\t\t\t\t\t\t\t<p class=\"post-card__reading-time\">8 min read<\/p>\n\t\t\t\t<p class=\"post-card__date\">11 Jul 2023<\/p>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<div class=\"post-card__content-row post-card__author-meta-row\">\n\t\t\t\t<p class=\"author-avatar\">\n\t\t\t\t\t<picture><source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1295\/Tessa-Jones-38x38-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1295\/Tessa-Jones-38x38-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1295\/Tessa-Jones-76x76-c.png 2.000x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1295\/Tessa-Jones-38x38-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1295\/Tessa-Jones-38x38-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1295\/Tessa-Jones-76x76-c.png 2.000x\" alt=\"\" width=\"38\" height=\"38\" class=\"lazyload\"><\/picture>\t\t\t\t<\/p>\n\t\t\t\t<p class=\"author-name\">By Tessa Jones<\/p>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.calligo.io\/insights\/resource-library\/machine-learning-as-a-service-factsheet\/\" class=\"post-card post-card--small post-card--resource post-card--not-featured\">\n\t\n\t<div class=\"post-card__row post-card__meta-row\" data-aos=\"fade-down\">\n\t\t<div class=\"post-card__content-row\">\n\t\t\t\t\t\t\t<p class=\"post-card__tag separator\">Resource<\/p>\n\t\t\t\t<p class=\"post-card__category\">Resource Library<\/p>\n\t\t\t\t\t<\/div>\n\t\t<p class=\"post-card__title\">Machine Learning as a Service | factsheet<\/p>\n\t\t\t\t<div class=\"post-card__content-row post-card__content-meta-row\">\n\t\t\t\t\t\t\t<p class=\"post-card__reading-time\">8 min read<\/p>\n\t\t\t\t<p class=\"post-card__date\">31 Jul 2023<\/p>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<div class=\"post-card__content-row post-card__author-meta-row\">\n\t\t\t\t<p class=\"author-avatar\">\n\t\t\t\t\t<picture><source media=\"(min-width: 0px)\" data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1295\/Tessa-Jones-38x38-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1295\/Tessa-Jones-38x38-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1295\/Tessa-Jones-76x76-c.png 2.000x\"> <img data-src=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1295\/Tessa-Jones-38x38-c.png\" data-srcset=\"https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1295\/Tessa-Jones-38x38-c.png 1.000x,https:\/\/www.calligo.io\/wp-content\/uploads\/fly-images\/1295\/Tessa-Jones-76x76-c.png 2.000x\" alt=\"\" width=\"38\" height=\"38\" class=\"lazyload\"><\/picture>\t\t\t\t<\/p>\n\t\t\t\t<p class=\"author-name\">By Tessa Jones<\/p>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.calligo.io\/insights\/machine-learning\/top-9-use-cases-for-machine-learning-in-manufacturing\/\" class=\"post-card post-card--small post-card--insight post-card--not-featured\">\n\t\n\t<div class=\"post-card__row post-card__meta-row\" data-aos=\"fade-down\">\n\t\t<div class=\"post-card__content-row\">\n\t\t\t\t\t\t\t<p class=\"post-card__tag separator\">Insight<\/p>\n\t\t\t\t<p class=\"post-card__category\">Glossary<\/p>\n\t\t\t\t\t<\/div>\n\t\t<p 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