{"id":20901,"date":"2024-04-09T13:23:31","date_gmt":"2024-04-09T11:23:31","guid":{"rendered":"https:\/\/www.ventum-consulting.com\/?p=20901"},"modified":"2025-05-15T11:11:39","modified_gmt":"2025-05-15T09:11:39","slug":"optimization-machine-loading","status":"publish","type":"post","link":"https:\/\/www.ventum-consulting.com\/en\/success-stories\/optimization-machine-loading\/","title":{"rendered":"AI-based optimization in production"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"20901\" class=\"elementor elementor-20901 elementor-20900\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-238c3c0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"238c3c0\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-5483c69\" data-id=\"5483c69\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6606d04 elementor-widget elementor-widget-single_post_top_section\" data-id=\"6606d04\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"single_post_top_section.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n        <div class=\"single-post-top-section-wrapper\">\r\n            <div class=\"post-thumbnail\" style=\"background-image: url(https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2024\/05\/DataAnlyticsProduktion-1-PS.jpg)\"><\/div>\r\n            <div class=\"post-metadata-wrap\">\r\n                <ul class=\"post-metadata\">\r\n                    <li class=\"calendar\">\r\n                        Ver\u00f6ffentlichung:                        <br>\r\n                        09.04.2024                    <\/li>\r\n                                        <li class=\"reading-time\">\r\n                        <span class=\"span-reading-time rt-reading-time\"><span class=\"rt-label rt-prefix\">Lesezeit:<\/span> <span class=\"rt-time\"> 4<\/span> <span class=\"rt-label rt-postfix\">Minuten<\/span><\/span>                    <\/li>\r\n                <\/ul>\r\n            <\/div>\r\n\r\n            <div class=\"post-categories title-decor\">\r\n                                Success Stories            <\/div>\r\n            \r\n                        \r\n            <div class=\"post-share-box share-wrap-copy show-right\">\r\n                <!-- ShareThis HERE -->\r\n            <\/div>\r\n            \r\n            <h1>AI-based optimization in production<\/h1>\r\n        <\/div>\r\n\r\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-37a6f7f elementor-widget elementor-widget-text-editor\" data-id=\"37a6f7f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4><strong>Industry: Commercial vehicle OEM | Period: 1 year | Team size: 4 consultants<\/strong><\/h4>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f93f375 elementor-widget elementor-widget-text-editor\" data-id=\"f93f375\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>In this pilot project for our client from the automotive sector, Ventum Consulting was faced with the challenge of improving the efficiency of a production line through the use of data analytics and artificial intelligence. To this end, we were able to identify the bottlenecks in the processes and use a data-driven simulation to show how plant capacity utilization could be significantly increased. <br \/><\/strong> <br \/><strong>By using real-time data in conjunction with an AI-supported simulation, we have created the conditions for dynamic adaptation of production processes. This meets the complex requirements of the individual production program and at the same time ensures the highest possible capacity utilization of the systems. <\/strong><\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1b4f2f6 elementor-widget elementor-widget-heading\" data-id=\"1b4f2f6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The Challenge:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-27378b5 elementor-widget elementor-widget-text-editor\" data-id=\"27378b5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul>\n<li><strong>Identification of production bottlenecks<\/strong>: A prerequisite for increasing efficiency is the clear identification of existing bottlenecks as part of a process analysis. This is complex, as the bottlenecks can depend on the production program and other factors in addition to the systems themselves. In addition, the available data quality plays a key role in determining the analysis options.\n<\/li>\n<li><strong>Increasing volume through optimized machine loading<\/strong>: Once the bottlenecks have been identified, the problem areas need to be optimized. This requires an in-depth understanding of the processes, precise coordination of the production systems, adaptation to real-time data streams and the ability to react quickly to changes.\n<\/li>\n<li><strong>Use of live data in optimization<\/strong>: To optimize production processes, it is essential to link live data to calculate real-time decision aids. Streaming the required data from the relevant systems can be a challenge.\n<\/li>\n<li><strong>Integration of a distributed development model involving offshore teams<\/strong>: Coordination across different time zones and cultures makes communication and project management more difficult.<\/li>\n<\/ul>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b35265c elementor-widget elementor-widget-heading\" data-id=\"b35265c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The Success Journey:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5fbfda6 elementor-widget elementor-widget-text-editor\" data-id=\"5fbfda6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul>\n<li><strong>Identification of bottlenecks:<\/strong> By analyzing the current situation in the production plant, we specifically identified critical areas in order to improve processes and thus increase plant capacity utilization and production volumes. To this end, we carried out a process survey and analysis on site to ensure an in-depth understanding of the processes. Our iterative approach ensured a common understanding among all stakeholders at all times.\n<\/li>\n<li><strong>Data-based solution for more output:<\/strong> To optimize the bottlenecks, we have demonstrated a potential increase in plant utilization and production volume. This was done using data analysis, AI and mathematical optimization. The lever in this case was the optimization of the feeding of one of the production systems.\n<\/li>\n<li><strong>Weighing up different solution approaches:<\/strong> In addition to developing our own AI-based solution for feed optimization, we evaluated several existing solutions and providers. Ultimately, we decided to develop our own solution due to its complexity.\n<\/li>\n<li><strong>Real-time decision support from production data:<\/strong> Using AI-based simulation and incorporating real-time production data, we have developed a real-time decision aid. This draws on production data from the plant network and the cloud to generate tailored adjustments to processes.\n<\/li>\n<li><strong>Implementation with global development:<\/strong> Despite challenges in distributed teamwork, the integration of an offshore team meant that the project implementation was both cost-efficient and met the technical requirements.<\/li>\n<\/ul>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8027e91 elementor-widget elementor-widget-heading\" data-id=\"8027e91\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The Impact at Launch:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0bbc86e blockquote-green elementor-widget elementor-widget-text-editor\" data-id=\"0bbc86e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul>\n<li><strong>Increase output by more than<\/strong> 5%: The solution we developed can increase production volumes by over 5% thanks to the AI-based optimization approach. It therefore offers a cost-effective alternative to interventions in production processes with a comparable effect.\n<\/li>\n<li><strong>Increase output in critical situations by around 8%<\/strong>: Through our deep understanding of critical production processes and the ability to implement effective solutions, we achieve maximum values of 8% output increase especially in critical situations (such as particularly high capacity utilization).\n<\/li>\n<li><strong>Development of the client&#8217;s employees: <\/strong>Our consultants worked very closely with the client&#8217;s employees. In addition to the results in production volume, we were also able to initiate a transfer of know-how and thus ensure the sustainable implementation of the project at the customer.  <\/li>\n<\/ul>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ed6548 elementor-widget elementor-widget-heading\" data-id=\"3ed6548\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What is your next project?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad83a9f elementor-widget elementor-widget-text-editor\" data-id=\"ad83a9f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Are you facing a similar challenge and would like to talk to our experts in the field of <a href=\"https:\/\/www.ventum-consulting.com\/en\/expertise\/plm-consulting\/\">digital engineering and PLM consulting<\/a> without obligation? Then get in touch with us today.  <\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-05b9010 btn-default elementor-widget elementor-widget-button\" data-id=\"05b9010\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-xs\" href=\"https:\/\/www.ventum-consulting.com\/en\/contact\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-arrow-right-3\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Contact us<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9d9447b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"9d9447b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-8703b71 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8703b71\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-8ace821 share-wrap\" data-id=\"8ace821\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0ec88f9 share-opener elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"0ec88f9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"icon icon-share\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff4017b uael-share-buttons--view-icon custom-share uael-stylex-inline elementor-grid-0 elementor-widget elementor-widget-uael-social-share\" data-id=\"ff4017b\" data-element_type=\"widget\" data-e-type=\"widget\" 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data-widget_type=\"uael-social-share.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n\t\t<div class=\"uael-style-inline uael-container uael-floating-align-\" data-pin_data_url=\"\" data-share_url_type=\"current_page\" data-share_url=\"\">\n\t\t\t<div class=\"elementor-grid uael-floating-align-\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t\t\t\t\t\t\t<a  class=\"uael-share-btn-facebook\">\n\t\t\t\t\t\t\t<div class=\"uael-share-btn elementor-animation- uaelbtn-shape-rounded uaelbtn--skin-gradient\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"uael-share-btn__icon\" aria-label=\"Share on facebook\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<i class=\"fab fa-facebook\" aria-hidden=\"true\"><\/i>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t\t\t\t\t\t\t<a  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aria-hidden=\"true\"><\/i>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-e91963b\" data-id=\"e91963b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e476b0a btn-default elementor-widget elementor-widget-button\" data-id=\"e476b0a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-xs\" href=\"https:\/\/www.ventum-consulting.com\/en\/insights\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-arrow-right-3\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Back to the overview<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-940548a\" data-id=\"940548a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-0e3e7ba elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0e3e7ba\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-cf9cce0\" data-id=\"cf9cce0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ee758ef elementor-widget elementor-widget-heading\" data-id=\"ee758ef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Author<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-17edb0e elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"17edb0e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c57562e elementor-widget elementor-widget-heading\" data-id=\"c57562e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Lucas Baumann<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-413bfb3 elementor-widget elementor-widget-heading\" data-id=\"413bfb3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Senior Consultant at Ventum Consulting and team member in this project<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9497b2d elementor-shape-square e-grid-align-left elementor-grid-0 elementor-widget elementor-widget-social-icons\" data-id=\"9497b2d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"social-icons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-social-icons-wrapper elementor-grid\" role=\"list\">\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-icon-email elementor-repeater-item-4848bd0\" href=\"mailto:lucas.baumann@ventum.de\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Icon-email<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-email\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-linkedin elementor-repeater-item-7ea21d0\" href=\"https:\/\/www.linkedin.com\/in\/lucas-baumann\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Linkedin<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fab fa-linkedin\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a53fc68 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a53fc68\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9b5f204\" data-id=\"9b5f204\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-73bee78 elementor-widget elementor-widget-template\" data-id=\"73bee78\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"section\" data-elementor-id=\"8682\" class=\"elementor elementor-8682 elementor-2351 elementor-2351\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4b7506dc elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4b7506dc\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-41771cb9\" data-id=\"41771cb9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1015b41f elementor-widget elementor-widget-heading\" data-id=\"1015b41f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-large\">Take a look at our news<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-6092d0c6\" data-id=\"6092d0c6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-26175f5 btn-default elementor-widget elementor-widget-button\" data-id=\"26175f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-xs\" href=\"https:\/\/www.ventum-consulting.com\/en\/insights\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-arrow-right-3\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">All news<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d347ca uael-post__link-complete-yes posts uael-post__arrow-outside elementor-widget elementor-widget-uael-posts\" data-id=\"4d347ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;classic_slides_to_show&quot;:4,&quot;classic_slides_to_show_tablet&quot;:2,&quot;classic_slides_to_show_mobile&quot;:1}\" data-widget_type=\"uael-posts.classic\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div 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type=\\&quot;button\\&quot; data-role=\\&quot;none\\&quot; class=\\&quot;slick-next\\&quot; aria-label=\\&quot;Next\\&quot; tabindex=\\&quot;0\\&quot; role=\\&quot;button\\&quot;&gt;&lt;i class=\\&quot;fa fa-angle-right\\&quot;&gt;&lt;\\\/i&gt;&lt;\\\/button&gt;&quot;,&quot;responsive&quot;:[{&quot;breakpoint&quot;:1024,&quot;settings&quot;:{&quot;slidesToShow&quot;:2,&quot;slidesToScroll&quot;:2}},{&quot;breakpoint&quot;:767,&quot;settings&quot;:{&quot;slidesToShow&quot;:1,&quot;slidesToScroll&quot;:1}}]}\" data-equal-height=\"\" data-post-count=\"4\">\n\n\t\t\t\t\t\t\t<div class=\"uael-post-grid__inner uael-post__columns-4 uael-post__columns-tablet-2 uael-post__columns-mobile-1\">\n\t\t\t\n<div class=\"uael-post-wrapper   trainings \">\n\t<div class=\"uael-post__bg-wrap uael-bg-wrap-disabled \">\n\n\t\t\t\t\t<a href=\"https:\/\/www.ventum-consulting.com\/en\/trainings\/time-management-for-executives-seminar\/\" target=\"_self\" class=\"uael-post__complete-box-overlay\" aria-label=\"Link Complete Box\"><\/a>\n\t\t\t\t\n\t\t<div class=\"uael-post__inner-wrap uael-inner-wrap-disabled\">\n\n\t\t\t\t<div class=\"uael-post__thumbnail\">\n\t\t\t\n\t\t\t<a href=\"https:\/\/www.ventum-consulting.com\/en\/trainings\/time-management-for-executives-seminar\/\" target=\"_self\" title=\"Time Management for Executives Seminar \u2013 Set Clear Priorities, Lead Effectively, Reclaim Time\"><img fetchpriority=\"high\" decoding=\"async\" width=\"2560\" height=\"1707\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_1105328702-scaled.jpeg\" class=\"attachment-full size-full wp-image-49511\" alt=\"\" srcset=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_1105328702-scaled.jpeg 2560w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_1105328702-300x200.jpeg 300w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_1105328702-1024x683.jpeg 1024w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_1105328702-768x512.jpeg 768w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_1105328702-1536x1024.jpeg 1536w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_1105328702-2048x1365.jpeg 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/a>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\n\t\t\t<div class=\"uael-post__content-wrap uael-content-wrap-disabled\">\n\t\t\t\t\t\t\t<div class=\"uael-post__terms-wrap\"><span class=\"uael-post__terms\"><span class=\"uael-listing__terms-link\">Trainings<\/span><\/span><\/div>\n\t\t\t\t\t\t<h4 class=\"uael-post__title\">\n\n\t\t\n\t\t\t\t\t\t<a href=\"https:\/\/www.ventum-consulting.com\/en\/trainings\/time-management-for-executives-seminar\/\" target=\"_self\">\n\t\t\t\tTime Management for Executives Seminar \u2013 Set Clear Priorities, Lead Effectively, Reclaim Time\t\t\t<\/a>\n\n\t\t\t\t<\/h4>\n\t\t\t\t\t<a class=\"uael-post__read-more elementor-button\" href=\"https:\/\/www.ventum-consulting.com\/en\/trainings\/time-management-for-executives-seminar\/\" target=\"_self\" aria-labelledby=\"uael-post-49524\">\n\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-icon elementor-align-icon-right\">\n\n\t\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-arrow-right-3\"><\/i>\n\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t<span class=\"elementor-button-text\" id=uael-post-49524>Learn more<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\n\t<\/div>\n\n<\/div>\n\n<div class=\"uael-post-wrapper   trainings \">\n\t<div class=\"uael-post__bg-wrap uael-bg-wrap-disabled \">\n\n\t\t\t\t\t<a href=\"https:\/\/www.ventum-consulting.com\/en\/trainings\/time-management-training\/\" target=\"_self\" class=\"uael-post__complete-box-overlay\" aria-label=\"Link Complete Box\"><\/a>\n\t\t\t\t\n\t\t<div class=\"uael-post__inner-wrap uael-inner-wrap-disabled\">\n\n\t\t\t\t<div class=\"uael-post__thumbnail\">\n\t\t\t\n\t\t\t<a href=\"https:\/\/www.ventum-consulting.com\/en\/trainings\/time-management-training\/\" target=\"_self\" title=\"Time Management Training \u2013 Self-Organization: Staying Focused, Setting Priorities, and Working More Productively in Day-to-Day Project Work\"><img decoding=\"async\" width=\"2560\" height=\"1707\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_329401173-scaled.jpeg\" class=\"attachment-full size-full wp-image-49509\" alt=\"\" srcset=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_329401173-scaled.jpeg 2560w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_329401173-300x200.jpeg 300w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_329401173-1024x683.jpeg 1024w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_329401173-768x512.jpeg 768w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_329401173-1536x1024.jpeg 1536w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_329401173-2048x1365.jpeg 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/a>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\n\t\t\t<div class=\"uael-post__content-wrap uael-content-wrap-disabled\">\n\t\t\t\t\t\t\t<div class=\"uael-post__terms-wrap\"><span class=\"uael-post__terms\"><span class=\"uael-listing__terms-link\">Trainings<\/span><\/span><\/div>\n\t\t\t\t\t\t<h4 class=\"uael-post__title\">\n\n\t\t\n\t\t\t\t\t\t<a href=\"https:\/\/www.ventum-consulting.com\/en\/trainings\/time-management-training\/\" target=\"_self\">\n\t\t\t\tTime Management Training \u2013 Self-Organization: Staying Focused, Setting Priorities, and Working More Productively in Day-to-Day Project Work\t\t\t<\/a>\n\n\t\t\t\t<\/h4>\n\t\t\t\t\t<a class=\"uael-post__read-more elementor-button\" href=\"https:\/\/www.ventum-consulting.com\/en\/trainings\/time-management-training\/\" target=\"_self\" aria-labelledby=\"uael-post-49513\">\n\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-icon elementor-align-icon-right\">\n\n\t\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-arrow-right-3\"><\/i>\n\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t<span class=\"elementor-button-text\" id=uael-post-49513>Learn more<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\n\t<\/div>\n\n<\/div>\n\n<div class=\"uael-post-wrapper   news \">\n\t<div class=\"uael-post__bg-wrap uael-bg-wrap-disabled \">\n\n\t\t\t\t\t<a href=\"https:\/\/www.ventum-consulting.com\/en\/news\/it-ot-consulting\/\" target=\"_self\" class=\"uael-post__complete-box-overlay\" aria-label=\"Link Complete Box\"><\/a>\n\t\t\t\t\n\t\t<div class=\"uael-post__inner-wrap uael-inner-wrap-disabled\">\n\n\t\t\t\t<div class=\"uael-post__thumbnail\">\n\t\t\t\n\t\t\t<a href=\"https:\/\/www.ventum-consulting.com\/en\/news\/it-ot-consulting\/\" target=\"_self\" title=\"IT\/OT Consulting \u2013 Strategically Integrating IT and Production\"><img decoding=\"async\" width=\"2560\" height=\"922\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_481996015-scaled.jpeg\" class=\"attachment-full size-full wp-image-49478\" alt=\"\" srcset=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_481996015-scaled.jpeg 2560w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_481996015-300x108.jpeg 300w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_481996015-1024x369.jpeg 1024w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_481996015-768x276.jpeg 768w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_481996015-1536x553.jpeg 1536w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_481996015-2048x737.jpeg 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/a>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\n\t\t\t<div class=\"uael-post__content-wrap uael-content-wrap-disabled\">\n\t\t\t\t\t\t\t<div class=\"uael-post__terms-wrap\"><span class=\"uael-post__terms\"><span class=\"uael-listing__terms-link\">News<\/span><\/span><\/div>\n\t\t\t\t\t\t<h4 class=\"uael-post__title\">\n\n\t\t\n\t\t\t\t\t\t<a href=\"https:\/\/www.ventum-consulting.com\/en\/news\/it-ot-consulting\/\" target=\"_self\">\n\t\t\t\tIT\/OT Consulting \u2013 Strategically Integrating IT and Production\t\t\t<\/a>\n\n\t\t\t\t<\/h4>\n\t\t\t\t\t<a class=\"uael-post__read-more elementor-button\" href=\"https:\/\/www.ventum-consulting.com\/en\/news\/it-ot-consulting\/\" target=\"_self\" 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href=\"https:\/\/www.ventum-consulting.com\/en\/workshops\/digital-transformation-workshop\/\" target=\"_self\" aria-labelledby=\"uael-post-49459\">\n\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-icon elementor-align-icon-right\">\n\n\t\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-arrow-right-3\"><\/i>\n\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t<span class=\"elementor-button-text\" id=uael-post-49459>Learn more<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\n\t<\/div>\n\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\t\t<div class=\"uael-post__footer\">\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>In the success story on AI-based optimization of machine loading, Ventum Consulting improved the efficiency of a production line in a one-year pilot project for a customer in the automotive sector. By identifying bottlenecks and using real-time data in combination with AI-supported simulations, it was possible to significantly increase plant capacity utilization. The challenges consisted of identifying production bottlenecks, increasing the production volume by optimizing machine loading and using live data for optimization. The success of the project is reflected in the increase in output by more than 5% and the development of the customer&#8217;s employees&#8217; skills for sustainable implementation.   <\/p>\n","protected":false},"author":21,"featured_media":21652,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-site-content-layout":"full-width-container","site-content-style":"unboxed","site-sidebar-style":"unboxed","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"default","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[54],"tags":[154,141,46,166],"class_list":["post-20901","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-success-stories","tag-ai","tag-digital-engineering-en","tag-project-management","tag-rd-production-supply-chain-customer-service-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI-based optimization in production<\/title>\n<meta name=\"description\" content=\"Ventum Consulting has improved the efficiency of a production line through the use of data analytics &amp; artificial intelligence.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-video-preview:-1, noimageindex\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.ventum-consulting.com\/en\/success-stories\/optimization-machine-loading\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI-based optimization in production\" \/>\n<meta property=\"og:description\" content=\"In the success story on AI-based optimization of machine loading, Ventum Consulting improved the efficiency of a production line in a one-year pilot project for a customer in the automotive sector. 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By identifying bottlenecks and using real-time data in combination with AI-supported simulations, it was possible to significantly increase plant capacity utilization. The challenges consisted of identifying production bottlenecks, increasing the production volume by optimizing machine loading and using live data for optimization. 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