{"id":39338,"date":"2026-03-12T14:27:55","date_gmt":"2026-03-12T13:27:55","guid":{"rendered":"https:\/\/www.ventum-consulting.com\/?page_id=39338"},"modified":"2026-04-17T09:33:14","modified_gmt":"2026-04-17T07:33:14","slug":"research-development","status":"publish","type":"page","link":"https:\/\/www.ventum-consulting.com\/en\/ai-use-cases\/research-development\/","title":{"rendered":"Research &amp; development AI use case"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"39338\" class=\"elementor elementor-39338 elementor-39337\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-63bb279 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"63bb279\" 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-bcb0130\" data-id=\"bcb0130\" 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-01524ca elementor-widget elementor-widget-heading\" data-id=\"01524ca\" 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<h1 class=\"elementor-heading-title elementor-size-default\">AI in research &amp; development: use cases, examples &amp; applications of innovation, experiment design &amp; knowledge generation<\/h1>\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-33 elementor-top-column elementor-element 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aria-label=\"T\u00dcV\" data-background=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/08\/TUeV.png\">\n\n\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader\"><\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image swiper-lazy\" role=\"img\" aria-label=\"Mercedes\" data-background=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/08\/Mercedes-1.png\">\n\n\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader\"><\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image swiper-lazy\" role=\"img\" aria-label=\"Lampenwelt\" data-background=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/08\/Lampenwelt-1.png\">\n\n\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader\"><\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image swiper-lazy\" role=\"img\" aria-label=\"Audi\" data-background=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/08\/Audi-1.png\">\n\n\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader\"><\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image swiper-lazy\" role=\"img\" aria-label=\"BME\" data-background=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/08\/BME.png\">\n\n\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader\"><\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image swiper-lazy\" role=\"img\" aria-label=\"Skoda\" data-background=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/08\/Skoda-1.png\">\n\n\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader\"><\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image swiper-lazy\" role=\"img\" aria-label=\"Bosch\" data-background=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/08\/Bosch-1.png\">\n\n\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader\"><\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image swiper-lazy\" role=\"img\" aria-label=\"Union-Investment-Real-Estate-GmbH\" data-background=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/01\/Union-Investment-Real-Estate-GmbH.png\">\n\n\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader\"><\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image swiper-lazy\" role=\"img\" aria-label=\"Krones\" data-background=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/01\/Krones.png\">\n\n\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader\"><\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image swiper-lazy\" role=\"img\" aria-label=\"Finanz-Informatik-Technologie-Service\" data-background=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/01\/Finanz-Informatik-Technologie-Service.png\">\n\n\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader\"><\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image swiper-lazy\" role=\"img\" aria-label=\"Sana-IT-Services\" data-background=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/01\/Sana-IT-Services.png\">\n\n\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader\"><\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image swiper-lazy\" role=\"img\" aria-label=\"Sparda-Bank\" data-background=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/01\/Sparda-Bank.png\">\n\n\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader\"><\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image swiper-lazy\" role=\"img\" aria-label=\"Hamburger-Hochbahn\" data-background=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/01\/Hamburger-Hochbahn.png\">\n\n\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader\"><\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image swiper-lazy\" role=\"img\" aria-label=\"KUKA\" data-background=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/01\/KUKA.png\">\n\n\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader\"><\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image swiper-lazy\" role=\"img\" aria-label=\"John-Deere\" data-background=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/01\/John-Deere.png\">\n\n\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader\"><\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image swiper-lazy\" role=\"img\" aria-label=\"WWK-Versicherungen\" data-background=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/01\/WWK-Versicherungen.png\">\n\n\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader\"><\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image swiper-lazy\" role=\"img\" aria-label=\"BSH-Hausger\u00e4te\" data-background=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/01\/BSH-Hausgeraete.png\">\n\n\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader\"><\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-carousel-image swiper-lazy\" role=\"img\" aria-label=\"undweitere\" data-background=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/08\/undweitere.png\">\n\n\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader\"><\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1c7f461 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1c7f461\" 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-50 elementor-top-column elementor-element elementor-element-44dd53b\" data-id=\"44dd53b\" 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-04c7c42 elementor-widget elementor-widget-heading\" data-id=\"04c7c42\" 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\">Executive Summary - <br>AI use cases in research &amp; development at a glance<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-02b3b66 elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"02b3b66\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"210\" height=\"300\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/08\/tc_25_member-210x300.jpg\" class=\"attachment-medium size-medium wp-image-30277\" alt=\"Top Consultant\" srcset=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/08\/tc_25_member-210x300.jpg 210w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/08\/tc_25_member-717x1024.jpg 717w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/08\/tc_25_member-768x1097.jpg 768w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/08\/tc_25_member-1075x1536.jpg 1075w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/08\/tc_25_member-1434x2048.jpg 1434w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/08\/tc_25_member-scaled.jpg 1792w\" sizes=\"(max-width: 210px) 100vw, 210px\" \/>\t\t\t\t\t\t\t\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-8624b88\" data-id=\"8624b88\" 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-685e890 elementor-list-item-link-inline elementor-icon-list--layout-traditional elementor-widget elementor-widget-icon-list\" data-id=\"685e890\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check-circle\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Reorientation of scientific work:<\/b> AI makes research faster, more data-based and more precise by generating hypotheses, simulating experiments, validating data and making hidden correlations visible.  <\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check-circle\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Value proposition:<\/b>Organizations achieve higher success rates, lower cost per insight, faster iteration cycles and more informed decision making for R&amp;D investments.  <\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check-circle\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Regulatory security: <\/b>Research can use AI without violating the EU AI Act, GDPR or ethics guidelines - as long as transparency, validation and accountability are guaranteed.  <\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check-circle\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Future viability: <\/b>companies, institutes and laboratories that structurally integrate AI into R&amp;D increase the speed of innovation, reproducibility and competitiveness in a global, data-intensive science market<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\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-48ebd01 btn-default elementor-widget elementor-widget-button\" data-id=\"48ebd01\" 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=\"#kontakt\">\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\">Get advice now<\/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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-83af173 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"83af173\" 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-7dc2992\" data-id=\"7dc2992\" 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-fd70200 elementor-widget elementor-widget-heading\" data-id=\"fd70200\" 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\">Status quo of AI use cases &amp; applications in research &amp; development - flood of data, time pressure &amp; new regulation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ef35998 elementor-widget elementor-widget-text-editor\" data-id=\"ef35998\" 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>Research &amp; development today is under immense pressure to transform. The amount of data available from experiments, simulations, publications and laboratory automation is growing exponentially &#8211; and is overwhelming traditional analysis processes. At the same time, industries such as pharmaceuticals, biotech, automotive and materials science expect faster results, lower error rates and cost-efficient experiment strategies.  <\/p><p>Regulatory pressure is also increasing: the <a href=\"https:\/\/www.ventum-consulting.com\/en\/news\/eu-ai-act-2026\/\">EU AI Act<\/a> specifically addresses autonomous laboratories, bias in clinical analyses and automated research steps. The GDPR acts as an additional hurdle for personal research data, while international standards and ethics guidelines demand transparency and reproducibility.<br>At the same time, laboratories and R&amp;D teams are struggling with a global shortage of specialists, fragmented systems, changing tools and disconnected platforms. There is a lot of knowledge in publications, but hardly any in usable formats.  <\/p><p>For the first time, AI is creating an R&amp;D ecosystem that links knowledge, develops hypotheses, simulates experiments and makes decisions more comprehensible. This makes research more collaborative, faster and more sustainable. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f79a22e btn-default elementor-widget elementor-widget-button\" data-id=\"f79a22e\" 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\/ai-in-research-development\/\">\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\">Learn more about AI in research &amp; development<\/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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-52cae4c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"52cae4c\" 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-b02dfba\" data-id=\"b02dfba\" 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-b3eef6a elementor-widget elementor-widget-heading\" data-id=\"b3eef6a\" 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\">AI use cases in research &amp; development - AI use cases &amp; examples of applications in practice<\/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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5cee049 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5cee049\" 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-50 elementor-top-column elementor-element elementor-element-48b620f\" data-id=\"48b620f\" 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-3bacc25 elementor-flip-box--effect-fade space-between hover-offset elementor-widget elementor-widget-flip-box\" data-id=\"3bacc25\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"flip-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-flip-box\" tabindex=\"0\">\n\t\t\t<div class=\"elementor-flip-box__layer elementor-flip-box__front\">\n\t\t\t\t<div class=\"elementor-flip-box__layer__overlay\">\n\t\t\t\t\t<div class=\"elementor-flip-box__layer__inner\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-flip-box__layer__description\">\n\t\t\t\t\t\t\t\tGenerative AI for hypotheses &amp; experiment design\t\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t<div class=\"elementor-flip-box__layer elementor-flip-box__back\">\n\t\t\t<div class=\"elementor-flip-box__layer__overlay\">\n\t\t\t\t<div class=\"elementor-flip-box__layer__inner\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-flip-box__layer__title\">\n\t\t\t\t\t\t\tAI analyzes scientific literature, previous experiments, measurement data and subject-specific patterns to propose new hypotheses and experimental variants. It recognizes correlations that often remain hidden to human researchers and identifies promising research directions. This drastically shortens design phases and iterative experiments can be carried out in a targeted manner. Research becomes less chance-driven and more data-driven. Organizations thus increase the speed of innovation and the quality of knowledge.      \t\t\t\t\t\t<\/span>\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\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-top-column elementor-element elementor-element-f01e9f0\" data-id=\"f01e9f0\" 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-100f1ea elementor-flip-box--effect-fade space-between hover-offset elementor-widget elementor-widget-flip-box\" data-id=\"100f1ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"flip-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-flip-box\" tabindex=\"0\">\n\t\t\t<div class=\"elementor-flip-box__layer elementor-flip-box__front\">\n\t\t\t\t<div class=\"elementor-flip-box__layer__overlay\">\n\t\t\t\t\t<div class=\"elementor-flip-box__layer__inner\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-flip-box__layer__description\">\n\t\t\t\t\t\t\t\tPredictive analytics for experiment evaluation\t\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t<div class=\"elementor-flip-box__layer elementor-flip-box__back\">\n\t\t\t<div class=\"elementor-flip-box__layer__overlay\">\n\t\t\t\t<div class=\"elementor-flip-box__layer__inner\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-flip-box__layer__title\">\n\t\t\t\t\t\t\tAI analyzes laboratory and screening data in real time, detects trends, outliers or illogical patterns and predicts experimental results. This reduces the number of failed experiments because potential problems become visible at an early stage. Researchers can make decisions more quickly and make optimal use of resources. At the same time, data quality improves as AI recognizes and structures inconsistencies. Overall, the result is a more robust and efficient chain of experiments.      \t\t\t\t\t\t<\/span>\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ca4be43 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ca4be43\" 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-50 elementor-top-column elementor-element elementor-element-6948462\" data-id=\"6948462\" 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-acc12a0 elementor-flip-box--effect-fade space-between hover-offset elementor-widget elementor-widget-flip-box\" data-id=\"acc12a0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"flip-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-flip-box\" tabindex=\"0\">\n\t\t\t<div class=\"elementor-flip-box__layer elementor-flip-box__front\">\n\t\t\t\t<div class=\"elementor-flip-box__layer__overlay\">\n\t\t\t\t\t<div class=\"elementor-flip-box__layer__inner\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-flip-box__layer__description\">\n\t\t\t\t\t\t\t\tAI-based literature research &amp; knowledge discovery\t\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t<div class=\"elementor-flip-box__layer elementor-flip-box__back\">\n\t\t\t<div class=\"elementor-flip-box__layer__overlay\">\n\t\t\t\t<div class=\"elementor-flip-box__layer__inner\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-flip-box__layer__title\">\n\t\t\t\t\t\t\tInstead of manually sifting through thousands of publications, AI extracts, interprets and links relevant content automatically. Research teams receive precise summaries, knowledge graphs and new contextual insights. This makes knowledge gaps visible, research fields more transparent and hidden links between concepts recognizable. Hypotheses find a solid basis more quickly. At the same time, the research effort is significantly reduced and teams can work in a more focused way.      \t\t\t\t\t\t<\/span>\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\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-top-column elementor-element elementor-element-ee6a115\" data-id=\"ee6a115\" 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-06193a8 elementor-flip-box--effect-fade space-between hover-offset elementor-widget elementor-widget-flip-box\" data-id=\"06193a8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"flip-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-flip-box\" tabindex=\"0\">\n\t\t\t<div class=\"elementor-flip-box__layer elementor-flip-box__front\">\n\t\t\t\t<div class=\"elementor-flip-box__layer__overlay\">\n\t\t\t\t\t<div class=\"elementor-flip-box__layer__inner\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-flip-box__layer__description\">\n\t\t\t\t\t\t\t\tAutonomous laboratories &amp; high throughput experiments\t\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t<div class=\"elementor-flip-box__layer elementor-flip-box__back\">\n\t\t\t<div class=\"elementor-flip-box__layer__overlay\">\n\t\t\t\t<div class=\"elementor-flip-box__layer__inner\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-flip-box__layer__title\">\n\t\t\t\t\t\t\tAI controls robotic arms, laboratory equipment and measuring systems so that experiments can be carried out fully automatically - even at night or at weekends. This increases throughput enormously and reduces sources of human error. Agentic systems dynamically adjust parameters, learn from results and optimize processes independently. This takes research to a whole new level of scalability. Autonomous laboratories increase availability, productivity and reproducibility.      \t\t\t\t\t\t<\/span>\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d4a5ee3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d4a5ee3\" 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-50 elementor-top-column elementor-element elementor-element-c149604\" data-id=\"c149604\" 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-d8efc62 elementor-flip-box--effect-fade space-between hover-offset elementor-widget elementor-widget-flip-box\" data-id=\"d8efc62\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"flip-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-flip-box\" tabindex=\"0\">\n\t\t\t<div class=\"elementor-flip-box__layer elementor-flip-box__front\">\n\t\t\t\t<div class=\"elementor-flip-box__layer__overlay\">\n\t\t\t\t\t<div class=\"elementor-flip-box__layer__inner\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-flip-box__layer__description\">\n\t\t\t\t\t\t\t\tBias detection &amp; ethical data evaluation\t\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t<div class=\"elementor-flip-box__layer elementor-flip-box__back\">\n\t\t\t<div class=\"elementor-flip-box__layer__overlay\">\n\t\t\t\t<div class=\"elementor-flip-box__layer__inner\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-flip-box__layer__title\">\n\t\t\t\t\t\t\tAI identifies distortions in data sets, particularly in medical, biological or social science studies. This allows unfair or unrepresentative results to be recognized at an early stage. Research teams can clean up data, address sources of risk and ensure ethical standards. This not only protects reputations and funding, but also increases the quality of scientific findings. AI thus supports the implementation of responsible research practice.      \t\t\t\t\t\t<\/span>\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\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-top-column elementor-element elementor-element-a329c16\" data-id=\"a329c16\" 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-5cddbb2 elementor-flip-box--effect-fade space-between hover-offset elementor-widget elementor-widget-flip-box\" data-id=\"5cddbb2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"flip-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-flip-box\" tabindex=\"0\">\n\t\t\t<div class=\"elementor-flip-box__layer elementor-flip-box__front\">\n\t\t\t\t<div class=\"elementor-flip-box__layer__overlay\">\n\t\t\t\t\t<div class=\"elementor-flip-box__layer__inner\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-flip-box__layer__description\">\n\t\t\t\t\t\t\t\tPredictive modeling for material &amp; process simulation\t\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t<div class=\"elementor-flip-box__layer elementor-flip-box__back\">\n\t\t\t<div class=\"elementor-flip-box__layer__overlay\">\n\t\t\t\t<div class=\"elementor-flip-box__layer__inner\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-flip-box__layer__title\">\n\t\t\t\t\t\t\tAI simulates complex physical and chemical reactions, material properties or process sequences without time-consuming and cost-intensive laboratory tests. As a result, development cycles can be significantly shortened and material or process optimizations can be validated more quickly. Research becomes easier to plan, as scenarios can be run through and risks quantified. At the same time, resource consumption and costs are reduced. The quality of prototyping and product development increases massively    \t\t\t\t\t\t<\/span>\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7474e12 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7474e12\" 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-50 elementor-top-column elementor-element elementor-element-d209f71\" data-id=\"d209f71\" 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-9534f69 elementor-flip-box--effect-fade space-between hover-offset elementor-widget elementor-widget-flip-box\" data-id=\"9534f69\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"flip-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-flip-box\" tabindex=\"0\">\n\t\t\t<div class=\"elementor-flip-box__layer elementor-flip-box__front\">\n\t\t\t\t<div class=\"elementor-flip-box__layer__overlay\">\n\t\t\t\t\t<div class=\"elementor-flip-box__layer__inner\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-flip-box__layer__description\">\n\t\t\t\t\t\t\t\tCollaborative AI platforms &amp; knowledge sharing\t\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t<div class=\"elementor-flip-box__layer elementor-flip-box__back\">\n\t\t\t<div class=\"elementor-flip-box__layer__overlay\">\n\t\t\t\t<div class=\"elementor-flip-box__layer__inner\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-flip-box__layer__title\">\n\t\t\t\t\t\t\tAI enables the secure, data protection-compliant exchange of research data between teams, institutes and companies without having to share raw data directly. Federated learning, shared knowledge graphs and intelligent matching algorithms enable research partners to learn from each other without disclosing intellectual property. This significantly accelerates collaborations, reduces redundant experiments and increases the chance of real scientific breakthroughs. Researchers gain faster access to relevant findings, trends and methodologies. This creates a networked, collaborative research ecosystem with a high innovation rate.    \t\t\t\t\t\t<\/span>\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\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-top-column elementor-element elementor-element-4a2fff1 elementor-hidden-tablet elementor-hidden-mobile\" data-id=\"4a2fff1\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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-ad73a65 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ad73a65\" 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-50 elementor-top-column elementor-element elementor-element-aca6913\" data-id=\"aca6913\" 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-955ae35 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"955ae35\" 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\">Advantages of AI use case applications in research &amp; development<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d63917 elementor-list-item-link-inline elementor-icon-list--layout-traditional elementor-widget elementor-widget-icon-list\" data-id=\"3d63917\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check-circle\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Accelerated knowledge acquisition <\/b>through simulation, automation &amp; data-based hypotheses  <\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check-circle\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Higher accuracy &amp; reproducibility <\/b>of scientific results  <\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check-circle\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Less waste of resources <\/b>thanks to more precise experiment planning  <\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check-circle\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Robust compliance &amp; ethics conformity <\/b>in highly sensitive areas  <\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check-circle\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Efficient R&amp;D teams<\/b> despite a shortage of skilled workers  <\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check-circle\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Scalable, collaborative research<\/b> across institutions &amp; countries  <\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\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-45f245d btn-default elementor-widget elementor-widget-button\" data-id=\"45f245d\" 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=\"#kontakt\">\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\">Request a free initial consultation<\/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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-9652b27 elementor-hidden-tablet elementor-hidden-mobile\" data-id=\"9652b27\" 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-cf4abc3 elementor-widget elementor-widget-image\" data-id=\"cf4abc3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/01\/2024-07-30_Ventum_by_Stefanie_Aumiller_Motiv-03_2011-1024x683.jpg\" class=\"attachment-large size-large wp-image-25335\" alt=\"\" srcset=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/01\/2024-07-30_Ventum_by_Stefanie_Aumiller_Motiv-03_2011-1024x683.jpg 1024w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/01\/2024-07-30_Ventum_by_Stefanie_Aumiller_Motiv-03_2011-300x200.jpg 300w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/01\/2024-07-30_Ventum_by_Stefanie_Aumiller_Motiv-03_2011-768x512.jpg 768w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/01\/2024-07-30_Ventum_by_Stefanie_Aumiller_Motiv-03_2011-1536x1025.jpg 1536w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/01\/2024-07-30_Ventum_by_Stefanie_Aumiller_Motiv-03_2011.jpg 1619w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ee44640 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ee44640\" 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-100 elementor-top-column elementor-element elementor-element-a336a7e\" data-id=\"a336a7e\" 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-0f28344 kontakt elementor-widget elementor-widget-heading\" data-id=\"0f28344\" 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\">Your experts for AI applications &amp; use cases in research &amp; development<\/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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-cfa5814 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cfa5814\" 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-100 elementor-top-column elementor-element elementor-element-0cebcf4\" data-id=\"0cebcf4\" 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-428c85c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"428c85c\" 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-25 elementor-inner-column elementor-element elementor-element-cc3c21c\" data-id=\"cc3c21c\" 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-69ef314 elementor-widget elementor-widget-heading\" data-id=\"69ef314\" 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<h5 class=\"elementor-heading-title elementor-size-default\">Hajo B\u00f6rste<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bbea7e1 elementor-widget elementor-widget-text-editor\" data-id=\"bbea7e1\" 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>Partner | Data &amp; AI<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b511d6c elementor-icon-list--layout-inline elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"b511d6c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"mailto:hajo.boerste@ventum.de?cc=website@ventum.de\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-email-2\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.linkedin.com\/in\/hajo-boerste-2005a42\/\" target=\"_blank\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fab fa-linkedin-in\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\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-7ccabae btn-default elementor-widget elementor-widget-button\" data-id=\"7ccabae\" 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=\"#kontakt\">\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<\/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<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-7aea7de\" data-id=\"7aea7de\" 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-1233235 elementor-widget elementor-widget-image\" data-id=\"1233235\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"214\" height=\"300\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/08\/L_HajoB_cropped-214x300.png\" class=\"attachment-medium size-medium wp-image-30768\" alt=\"\" srcset=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/08\/L_HajoB_cropped-214x300.png 214w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/08\/L_HajoB_cropped.png 518w\" sizes=\"(max-width: 214px) 100vw, 214px\" \/>\t\t\t\t\t\t\t\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<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-06b7c29\" data-id=\"06b7c29\" 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-7468fec elementor-widget elementor-widget-heading\" data-id=\"7468fec\" 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<h5 class=\"elementor-heading-title elementor-size-default\">Tobias Reuter<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff7a4d2 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"ff7a4d2\" 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>Principal | Data &amp; AI<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-83d22c1 elementor-icon-list--layout-inline elementor-list-item-link-inline elementor-widget elementor-widget-icon-list\" data-id=\"83d22c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"mailto:Tobias.Reuter@ventum.de?cc=website@ventum.de\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-email-2\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.linkedin.com\/in\/tobias-reuter-frm\/\" target=\"_blank\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fab fa-linkedin-in\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\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-213926b btn-default elementor-widget elementor-widget-button\" data-id=\"213926b\" 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<\/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<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-407ddc3\" data-id=\"407ddc3\" 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-524eb29 elementor-widget elementor-widget-image\" data-id=\"524eb29\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"201\" height=\"300\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2023\/01\/ventum-ansprechpartner-tobi-reuter-201x300.png\" class=\"attachment-medium size-medium wp-image-6155\" alt=\"Ventum Consulting Tobias Reuther\" srcset=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2023\/01\/ventum-ansprechpartner-tobi-reuter-201x300.png 201w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2023\/01\/ventum-ansprechpartner-tobi-reuter.png 258w\" sizes=\"(max-width: 201px) 100vw, 201px\" \/>\t\t\t\t\t\t\t\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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e57ec16 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e57ec16\" 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-50 elementor-top-column elementor-element elementor-element-1507336\" data-id=\"1507336\" 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-ef9a9a7 elementor-widget elementor-widget-heading\" data-id=\"ef9a9a7\" 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\">Risks and regulatory challenges when using AI in research &amp; development<\/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-1f4a107\" data-id=\"1f4a107\" 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-a025ef9 elementor-widget elementor-widget-accordion\" data-id=\"a025ef9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1671\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-1671\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-chevron-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-chevron-down\"><\/i><\/span>\n\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<a class=\"elementor-accordion-title\" tabindex=\"0\">Regulatory compliance (EU AI Act)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1671\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-1671\"><p>The EU AI Act imposes strict requirements on AI-supported research processes, especially in autonomous laboratory environments or automated evaluations of clinical data. Fast iteration cycles of research collide with regulated processes that require validation and traceability. A lack of change control mechanisms leads to delays or even project stoppages. Companies need to create governance structures early on so that AI models remain auditable. Without a clear regulatory framework, AI loses its usability.    <\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1672\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-1672\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-chevron-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-chevron-down\"><\/i><\/span>\n\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<a class=\"elementor-accordion-title\" tabindex=\"0\">Bias, fairness &amp; ethical implications<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1672\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-1672\"><p>Research data often reflects historical biases &#8211; whether in material studies, clinical trials or engineering data. AI can amplify these biases if it is not consistently monitored. Unequal representations lead to erroneous results and scientific misinterpretation. This can lead to reputational damage, loss of funding or regulatory rejections. Research teams must therefore carry out continuous bias checks in order to comply with ethical standards.    <\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1673\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-1673\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-chevron-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-chevron-down\"><\/i><\/span>\n\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<a class=\"elementor-accordion-title\" tabindex=\"0\">Data quality &amp; IP protection<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1673\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-1673\"><p>Research often uses proprietary, heterogeneous data sets from simulations, laboratories or publications. Unstructured data and a lack of standards make training quality more difficult. At the same time, there is a high risk of IP leaks if AI models are incorrectly trained or shared. Without controlled data rooms and privacy-preserving technologies, companies risk losing intellectual property. Only a clear data strategy and robust security mechanisms allow trustworthy scaling.    <\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1674\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-1674\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-chevron-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-chevron-down\"><\/i><\/span>\n\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<a class=\"elementor-accordion-title\" tabindex=\"0\">Explainability &amp; reproducibility<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1674\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-1674\"><p>Black box models are difficult to use for peer review processes or certifications. Reviewers, laboratory teams and auditors demand comprehensible explanations as to why models deliver certain results. Lack of reproducibility reduces scientific acceptance and can jeopardize publications. Companies must use Explainable AI tools to make models transparent and verifiable. This is the only way for AI to remain trustworthy and scientifically recognized.    <\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1675\" class=\"elementor-tab-title\" data-tab=\"5\" role=\"button\" aria-controls=\"elementor-tab-content-1675\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-chevron-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-chevron-down\"><\/i><\/span>\n\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<a class=\"elementor-accordion-title\" tabindex=\"0\">Talent &amp; Capability Gap<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1675\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"5\" role=\"region\" aria-labelledby=\"elementor-tab-title-1675\"><p>R&amp;D teams often consist of highly specialized experts who lack AI know-how or ethical understanding. Without hybrid roles, upskilling programs and co-creation with data science teams, communication gaps and bad investments arise. Projects slow down because responsibilities are unclear or models are used incorrectly. Companies need to develop targeted talent paths in order to build up AI expertise in the long term.   <\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1676\" class=\"elementor-tab-title\" data-tab=\"6\" role=\"button\" aria-controls=\"elementor-tab-content-1676\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-chevron-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-chevron-down\"><\/i><\/span>\n\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<a class=\"elementor-accordion-title\" tabindex=\"0\">Scaling &amp; compute resources<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1676\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"6\" role=\"region\" aria-labelledby=\"elementor-tab-title-1676\"><p>Simulations, generative models and multimodal research data require enormous computing power. This creates a bottleneck, especially in resource-limited laboratories or academic institutions. When AI workloads grow uncontrollably, costs and energy consumption increase dramatically. Research needs scalable, energy-efficient architectures &#8211; otherwise AI initiatives will remain pilot tests. Companies need to develop compute strategies that combine science and sustainability.    <\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1677\" class=\"elementor-tab-title\" data-tab=\"7\" role=\"button\" aria-controls=\"elementor-tab-content-1677\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-chevron-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-chevron-down\"><\/i><\/span>\n\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<a class=\"elementor-accordion-title\" tabindex=\"0\">Ethics &amp; social acceptance<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1677\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"7\" role=\"region\" aria-labelledby=\"elementor-tab-title-1677\"><p>In areas such as biotech, pharma or materials research, there is a high potential for abuse if AI is used without clear guidelines. A lack of transparency or unclear governance jeopardizes trust in research as a whole. Public skepticism grows when AI-supported results are not comprehensible or potentially risky. This is why companies need to set up ethics committees, guidelines and stakeholder dialogs. This is the only way for innovation to remain legitimate and socially accepted.    <\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b75d5c3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b75d5c3\" 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-986a8ae\" data-id=\"986a8ae\" 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-5940d4e elementor-widget elementor-widget-heading\" data-id=\"5940d4e\" 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\">Our services as AI consultants for the realization of your research &amp; development AI use cases &amp; applications<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a5d262d elementor-widget elementor-widget-accordion\" data-id=\"a5d262d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1731\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-1731\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-chevron-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-chevron-down\"><\/i><\/span>\n\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<a class=\"elementor-accordion-title\" tabindex=\"0\">Strategy &amp; excellence<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1731\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-1731\"><p><strong>AI strategy<\/strong><br \/>We develop a clear, R&amp;D-oriented AI strategy that prioritizes use cases along the lines of experiment design, simulation, data analytics, knowledge transfer and autonomous labs. In doing so, we combine scientific requirements, regulatory frameworks such as the EU AI Act\/DSGVO and technological feasibility into a structured target picture. This gives research teams planning security, clear priorities and a reliable basis for AI investments.  <\/p>\n<p><strong>Use Case, Value Delivery &amp; Scaling<\/strong><br \/>We translate research and development approaches into resilient business and science cases, define measurable value propositions (e.g. shorter iteration cycles, lower error rates, faster discovery) and develop scalable roadmaps. This results in AI use cases that deliver real scientific and economic impact &#8211; from pilot to integrated research platform. <\/p>\n<p><strong>Implementation<\/strong><br \/>We implement AI solutions securely in laboratory IT, R&amp;D platforms, HPC environments and data pipelines. We pay attention to reproducibility, explainability, audit trails and robust infrastructure. This ensures that autonomous research steps, simulations or experiment designs are stable, traceable and maintainable in the long term &#8211; without jeopardizing scientific integrity.  <\/p>\n<p><strong>Leadership<\/strong><br \/>We support research leadership, R&amp;D management and laboratory managers in establishing clear roles, control logics and responsibilities for AI-supported research. This ensures that AI is not an isolated tool, but a strategic component of scientific excellence. Leadership gains direction, security and speed in order to scale AI innovation responsibly.  <\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1732\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-1732\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-chevron-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-chevron-down\"><\/i><\/span>\n\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<a class=\"elementor-accordion-title\" tabindex=\"0\">Security &amp; Governance<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1732\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-1732\"><p><strong>Cyber Security<\/strong><br \/>We protect AI-supported research systems, laboratory data, model pipelines and IP assets from attacks and unauthorized access. Zero trust architectures, secure sandboxes and privacy preserving technologies ensure that sensitive research data and intellectual property remain protected at all times. <\/p>\n<p><strong>AI Governance &amp; Compliance<\/strong><br \/>We develop governance frameworks, model documentation, audit trails and validation processes for AI-supported science, aligned with the EU AI Act, GDPR, research regulations and ethical standards. This keeps autonomous and semi-autonomous research steps traceable, verifiable and compliant. <\/p>\n<p><strong>Risk management<\/strong><br \/>We identify and assess AI-specific risks such as incorrect model interpretation, bias in experimental data, hallucinations in hypotheses or safety risks in autonomous labs. Through clear monitoring mechanisms and oversight processes, we ensure the safe use of AI in the entire R&amp;D environment. <\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1733\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-1733\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-chevron-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-chevron-down\"><\/i><\/span>\n\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<a class=\"elementor-accordion-title\" tabindex=\"0\">Data Foundation<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1733\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-1733\"><p><strong>Data Strategy<\/strong><br \/>We develop data strategies for research systems that combine laboratory data, simulation results, measured values, publications, observability data and cloud\/HPC outputs. This creates a consistent knowledge and data foundation for predictive models, autonomous experiments and generative research pipelines. <\/p>\n<p><strong>Analytics &amp; Performance<\/strong><br \/>We create research dashboards, automation layers, validation pipelines and analytics models that help research teams to identify trends, sources of error, opportunities and scientific correlations more quickly. Decisions become data-based, reproducible and significantly more efficient. <\/p>\n<p><strong>Data Driven Company<\/strong><br \/>We anchor data-based and AI-supported research in your organization &#8211; with clear roles, responsibilities and standards for scientific data quality, process design and result validation. This makes AI an integral part of the entire R&amp;D ecosystem. <\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1734\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-1734\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-chevron-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-chevron-down\"><\/i><\/span>\n\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<a class=\"elementor-accordion-title\" tabindex=\"0\">People, Change &amp; Enablement<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1734\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-1734\"><p><strong>AI Organization &amp; Operating Model<\/strong><br \/>We develop organizational structures such as AI Scientific Units, Lab AI Owners, Data Science Pods and cross-functional experiment teams. In this way, AI is sustainably integrated into research and development &#8211; instead of just being piloted locally. <\/p>\n<p><strong>Change management<\/strong><br \/>We support research teams, laboratory staff and data scientists in dealing with AI-supported workflows. Through co-creation, communication and training, we create acceptance and trust &#8211; a critical success factor in scientific contexts. <\/p>\n<p><strong>AI enablement &amp; training<\/strong><br \/>We qualify teams in generative research, predictive models, simulation, explainability, responsible AI and data ethics. Employees are empowered to use AI safely, responsibly and creatively in everyday life. <\/p>\n<p><strong>Workshops<\/strong><br \/>We offer compact workshops on use case identification, prioritization, roadmaps, experiment design, model validation and accountability models. Research teams receive concrete next steps and a reliable basis for AI-supported transformation in the shortest possible time. <\/p>\n<p><a href=\"https:\/\/www.ventum-consulting.com\/en\/trainings\/\">Discover all training courses and workshops now<\/a><\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-855bb7e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"855bb7e\" 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-9079932\" data-id=\"9079932\" 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-cc13914 kontakt elementor-widget elementor-widget-heading\" data-id=\"cc13914\" 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 future of AI in research &amp; development<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b27dbcf elementor-widget elementor-widget-text-editor\" data-id=\"b27dbcf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The future of research is being profoundly reshaped by AI. Instead of linear research processes, adaptive, self-optimizing research environments are emerging in which hypotheses, experiments, data analyses and simulations are seamlessly intertwined. Research laboratories are developing into intelligent &#8220;self-driving labs&#8221; that carry out experiments automatically, evaluate results in real time and independently generate new test variants.  <\/p><ul><li>Multimodal AI models combine literature, laboratory data, simulations and market trends to create a comprehensive knowledge space that provides research teams with precise recommendations.  <\/li><li>As a result, research is shifting away from isolated chains of experiments towards collaborative, AI-supported knowledge systems.  <\/li><li>At the same time, explainability, energy-efficient AI and responsible ethical frameworks are becoming increasingly important in order to ensure scientific integrity and social acceptance.<\/li><\/ul><p>Organizations that establish federated research platforms, transparent AI models, robust governance and collaborative data ecosystems early on will be at the forefront of a new, AI native generation of research &#8211; characterized by speed, accuracy and sustainable scientific excellence.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/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-9e3602d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9e3602d\" 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-391534b\" data-id=\"391534b\" 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-8e82f03 kontakt elementor-widget elementor-widget-heading\" data-id=\"8e82f03\" 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\">Conclusion of AI in research &amp; development<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a823732 elementor-widget elementor-widget-text-editor\" data-id=\"a823732\" 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\tIn the Research &amp; Development AI Use Case, AI is not an add-on tool, but the foundation of a modern, scalable knowledge and innovation architecture. Organizations that use AI in a responsible, data-secure and value-oriented way achieve significant advantages in speed, quality and scientific relevance.\nThe focus is on automation, accuracy, resource optimization and ethical innovation &#8211; always in line with the EU AI Act, GDPR and scientific integrity. \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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3944baf elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3944baf\" 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-6c5fd3c\" data-id=\"6c5fd3c\" 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-6661206 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6661206\" 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-343b107\" data-id=\"343b107\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-1f71309 elementor-widget elementor-widget-heading\" data-id=\"1f71309\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"kontakt\" 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\">Contact <br>now without obligation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0f14a79 elementor-list-item-link-inline elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-icon-list\" data-id=\"0f14a79\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Strategic:<\/b> AI use cases for experiment design, analytics, simulation, autonomous labs &amp; R&amp;D collaboration  <\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Secure:<\/b> EU AI Act and GDPR-compliant R&amp;D implementations  <\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Proven in practice:<\/b> Over 20 years of experience in digital transformation <\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Measurable: <\/b>Focus on time to insight, research quality, efficiency &amp; resource savings  <\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Holistic:<\/b> technology, data rooms, governance, sustainability &amp; organization<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\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-105a534 elementor-widget elementor-widget-spacer\" data-id=\"105a534\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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-5fe38bc elementor-hidden-mobile elementor-widget elementor-widget-image-carousel\" data-id=\"5fe38bc\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;slides_to_show&quot;:&quot;3&quot;,&quot;navigation&quot;:&quot;none&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;pause_on_hover&quot;:&quot;yes&quot;,&quot;pause_on_interaction&quot;:&quot;yes&quot;,&quot;autoplay_speed&quot;:5000,&quot;infinite&quot;:&quot;yes&quot;,&quot;speed&quot;:500}\" data-widget_type=\"image-carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-image-carousel-wrapper swiper\" role=\"region\" aria-roledescription=\"carousel\" aria-label=\"Bild Karussell\" dir=\"ltr\">\n\t\t\t<div class=\"elementor-image-carousel swiper-wrapper\" aria-live=\"off\">\n\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"1 of 4\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2023\/03\/tuev-rheinland-logo-ventum-consulting.png\" alt=\"tuev-rheinland-logo-ventum-consulting\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"2 of 4\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2023\/03\/tisax-logo-ventum-consulting.png\" alt=\"tisax-logo-ventum-consulting\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"3 of 4\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2023\/03\/allianz-cybersicherheit-logo-ventum-consulting.png\" alt=\"allianz-cybersicherheit-logo-ventum-consulting\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"4 of 4\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/07\/TC-Member.png\" alt=\"TC-Member\" \/><\/figure><\/div>\t\t\t<\/div>\n\t\t\t\t\t\t\t\n\t\t\t\t\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<div class=\"elementor-element elementor-element-67ed605 elementor-hidden-mobile elementor-widget elementor-widget-text-editor\" data-id=\"67ed605\" 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>TISAX and ISO certification for the Munich office only<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-8ce92d6\" data-id=\"8ce92d6\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-8213bed elementor-widget elementor-widget-text-editor\" data-id=\"8213bed\" 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>Your message<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-06c3061 uael-cf7-check-yes elementor-widget-mobile__width-initial uael-cf7-style-box uael-cf7-input-size-sm uael-cf7-button-left uael-cf7-btn-size-sm uael-cf7-highlight-style-default elementor-widget elementor-widget-uael-cf7-styler\" data-id=\"06c3061\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"uael-cf7-styler.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class = \"uael-cf7-container\">\n\t\t\t\t\t\t<div class = \"uael-cf7 uael-cf7-style elementor-clickable\">\n\t\t\t\t\t\t\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f38719-o1\" lang=\"de-DE\" dir=\"ltr\" data-wpcf7-id=\"38719\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/en\/wp-json\/wp\/v2\/pages\/39338#wpcf7-f38719-o1\" method=\"post\" class=\"wpcf7-form init wpcf7-acceptance-as-validation\" aria-label=\"Kontaktformular\" novalidate=\"novalidate\" data-status=\"init\">\n<fieldset class=\"hidden-fields-container\"><input type=\"hidden\" name=\"_wpcf7\" value=\"38719\" \/><input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.1.5\" \/><input type=\"hidden\" name=\"_wpcf7_locale\" value=\"de_DE\" \/><input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f38719-o1\" \/><input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/><input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/>\n<\/fieldset>\n<div class=\"name-fields\">\n\t<div class=\"first-name\">\n\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"first-name\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Vorname*\" value=\"\" type=\"text\" name=\"first-name\" \/><\/span>\n\t\t<\/p>\n\t<\/div>\n\t<div class=\"last-name\">\n\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"last-name\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Nachname*\" value=\"\" type=\"text\" name=\"last-name\" \/><\/span>\n\t\t<\/p>\n\t<\/div>\n<\/div>\n<p><span class=\"wpcf7-form-control-wrap\" data-name=\"your-email\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"E-Mail*\" value=\"\" type=\"email\" name=\"your-email\" \/><\/span><br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"phone\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-tel wpcf7-text wpcf7-validates-as-tel\" aria-invalid=\"false\" placeholder=\"Telefon\" value=\"\" type=\"tel\" name=\"phone\" \/><\/span><br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-message\"><textarea cols=\"40\" rows=\"10\" maxlength=\"2000\" class=\"wpcf7-form-control wpcf7-textarea\" aria-invalid=\"false\" placeholder=\"Ihre Nachricht\" name=\"your-message\"><\/textarea><\/span><br \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"KI Use Case Forschung &amp; Entwicklung\" type=\"hidden\" name=\"text\" \/>\n<\/p>\n<div class=\"checkbox-box\">\n\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"acceptance\"><span class=\"wpcf7-form-control wpcf7-acceptance\"><span class=\"wpcf7-list-item\"><label><input type=\"checkbox\" name=\"acceptance\" value=\"1\" aria-invalid=\"false\" \/><span class=\"wpcf7-list-item-label\">*Ich stimme zu, dass meine personenbezogenen Daten - wie in der Datenschutzerkl\u00e4rung beschrieben - zur Bearbeitung meiner Anfrage  gespeichert werden. Diese Zustimmung kann ich jederzeit mit Wirkung f\u00fcr die Zukunft widerrufen.<\/span><\/label><\/span><\/span><\/span>\n\t<\/p>\n<\/div>\n<div class=\"checkbox-box\">\n\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"acceptance-112\"><span class=\"wpcf7-form-control wpcf7-acceptance optional\"><span class=\"wpcf7-list-item\"><label><input type=\"checkbox\" name=\"acceptance-112\" value=\"1\" aria-invalid=\"false\" \/><span class=\"wpcf7-list-item-label\">Ich habe Interesse an Informationen zu Veranstaltungen und Firmennews per E-Mail. Ich kann mich jederzeit abmelden. Ich stimme zu, dass meine personenbezogenen Daten - wie in der Datenschutzerkl\u00e4rung beschrieben - zur Zusendung und Analyse der E-Mails verarbeitet werden. Diese Zustimmung kann ich jederzeit mit Wirkung f\u00fcr die Zukunft widerrufen.<\/span><\/label><\/span><\/span><\/span>\n\t<\/p>\n<\/div>\n<div style=\"font-size:11px;line-height:1.2;\">\n\t<p>*Pflichtfeld\n\t<\/p>\n<\/div>\n<div class=\"btn-wrap\">\n\t<p><input class=\"wpcf7-form-control wpcf7-submit has-spinner\" type=\"submit\" value=\"Jetzt Kontakt aufnehmen\" \/>\n\t<\/p>\n<\/div>\n<p><span class=\"wpcf7-form-control-wrap kc_captcha\" data-name=\"kc_captcha\"><span class=\"wpcf7-form-control wpcf7-radio\"><span class=\"captcha-image\" ><span class=\"cf7ic_instructions\">Bitte beweise, dass du kein Spambot bist und w\u00e4hle das Symbol<span> Schl\u00fcssel<\/span>.<\/span><label><input aria-label=\"1\" type=\"radio\" name=\"kc_captcha\" value=\"kc_human\" \/><svg aria-hidden=\"true\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\"><path fill=\"currentColor\" d=\"M512 176a176 176 0 01-209 173l-24 27a24 24 0 01-18 8h-37v40c0 13-11 24-24 24h-40v40c0 13-11 24-24 24H24c-13 0-24-11-24-24v-78c0-6 3-13 7-17l162-162a176 176 0 11343-55zm-176-48a48 48 0 1096 0 48 48 0 00-96 0z\"\/><\/svg><\/label><label><input aria-label=\"2\" type=\"radio\" name=\"kc_captcha\" value=\"bot\" \/><svg aria-hidden=\"true\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 640 512\"><path fill=\"currentColor\" d=\"M624 352h-16V244c0-13-5-25-14-34L494 110c-9-9-21-14-34-14h-44V48c0-26-21-48-48-48H48C22 0 0 22 0 48v320c0 27 22 48 48 48h16a96 96 0 00192 0h128a96 96 0 00192 0h48c9 0 16-7 16-16v-32c0-9-7-16-16-16zM160 464a48 48 0 110-96 48 48 0 010 96zm320 0a48 48 0 110-96 48 48 0 010 96zm80-208H416V144h44l100 100v12z\"\/><\/svg><\/label><label><input aria-label=\"3\" type=\"radio\" name=\"kc_captcha\" value=\"bot\" \/><svg aria-hidden=\"true\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 576 512\"><path fill=\"currentColor\" d=\"M472 200H360L256 6a12 12 0 00-10-6h-58c-8 0-14 7-12 15l34 185H100l-35-58a12 12 0 00-10-6H12c-8 0-13 7-12 14l21 106L0 362c-1 7 4 14 12 14h43c4 0 8-2 10-6l35-58h110l-34 185c-2 8 4 15 12 15h58a12 12 0 0010-6l104-194h112c57 0 104-25 104-56s-47-56-104-56z\"\/><\/svg><\/label>\r\n    <\/span>\r\n    <span style=\"display:none\">\r\n        <input type=\"text\" name=\"kc_honeypot\">\r\n    <\/span><\/span><\/span>\n<\/p><div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div>\n<\/form>\n<\/div>\n\t\t\t\t\t<\/div>\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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1cd0804 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1cd0804\" 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-100 elementor-top-column elementor-element elementor-element-a116504\" data-id=\"a116504\" 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-e04722b elementor-widget elementor-widget-heading\" data-id=\"e04722b\" 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\">Selected customer references &amp; examples: <br>Our realized AI projects<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-50bab42 uael-post__link-complete-yes posts uael-post__arrow-outside elementor-widget elementor-widget-uael-posts\" data-id=\"50bab42\" 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 class=\"uael-post__header\">\n\t\t\t\t\t<\/div>\n\t\t<div class=\"uael-post__body\">\n\t\t\t\n\t\t\n\t\t<div class=\"uael-blog-terms-position-above_content uael-post-image-top uael-post-grid uael-posts\" data-query-type=\"custom\" data-structure=\"carousel\" data-layout=\"\" data-page=\"39338\" data-skin=\"classic\" data-filter-default=\"\" data-offset-top=\"30\" data-post_slider=\"{&quot;slidesToShow&quot;:4,&quot;slidesToScroll&quot;:1,&quot;autoplaySpeed&quot;:5000,&quot;autoplay&quot;:true,&quot;infinite&quot;:true,&quot;pauseOnHover&quot;:true,&quot;speed&quot;:500,&quot;arrows&quot;:true,&quot;dots&quot;:false,&quot;rtl&quot;:false,&quot;prevArrow&quot;:&quot;&lt;button type=\\&quot;button\\&quot; data-role=\\&quot;none\\&quot; class=\\&quot;slick-prev\\&quot; aria-label=\\&quot;Previous\\&quot; tabindex=\\&quot;0\\&quot; role=\\&quot;button\\&quot;&gt;&lt;i class=\\&quot;fa fa-angle-left\\&quot;&gt;&lt;\\\/i&gt;&lt;\\\/button&gt;&quot;,&quot;nextArrow&quot;:&quot;&lt;button 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=\"10\">\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   success-stories \">\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\/success-stories\/ai-in-everyday-work\/\" 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\/success-stories\/ai-in-everyday-work\/\" target=\"_self\" title=\"AI in Everyday Work \u2013 Using Artificial Intelligence Efficiently for Daily Work Tasks and Management\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1707\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_309937336-scaled.jpeg\" class=\"attachment-full size-full wp-image-49357\" alt=\"\" srcset=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_309937336-scaled.jpeg 2560w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_309937336-300x200.jpeg 300w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_309937336-1024x683.jpeg 1024w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_309937336-768x512.jpeg 768w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_309937336-1536x1024.jpeg 1536w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_309937336-2048x1365.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\">Success Stories<\/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\/success-stories\/ai-in-everyday-work\/\" target=\"_self\">\n\t\t\t\tAI in Everyday Work \u2013 Using Artificial Intelligence Efficiently for Daily Work Tasks and Management\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\/success-stories\/ai-in-everyday-work\/\" target=\"_self\" aria-labelledby=\"uael-post-49352\">\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-49352>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   success-stories \">\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\/success-stories\/ai-for-forecasts-and-reports\/\" 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\/success-stories\/ai-for-forecasts-and-reports\/\" target=\"_self\" title=\"AI for Forecasts and Reports \u2013 Redesigning Financial Planning and Controlling\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1440\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_316419826-scaled.jpeg\" class=\"attachment-full size-full wp-image-49343\" alt=\"\" srcset=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_316419826-scaled.jpeg 2560w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_316419826-300x169.jpeg 300w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_316419826-1024x576.jpeg 1024w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_316419826-768x432.jpeg 768w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_316419826-1536x864.jpeg 1536w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_316419826-2048x1152.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\">Success Stories<\/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\/success-stories\/ai-for-forecasts-and-reports\/\" target=\"_self\">\n\t\t\t\tAI for Forecasts and Reports \u2013 Redesigning Financial Planning and Controlling\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\/success-stories\/ai-for-forecasts-and-reports\/\" target=\"_self\" aria-labelledby=\"uael-post-49340\">\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-49340>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   success-stories \">\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\/success-stories\/building-ai-expertise\/\" 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\/success-stories\/building-ai-expertise\/\" target=\"_self\" title=\"Building AI Expertise \u2013 Seizing Opportunities and Systematically Integrating Intelligence into Everyday Work\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1440\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_266236841-scaled.jpeg\" class=\"attachment-full size-full wp-image-49331\" alt=\"\" srcset=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_266236841-scaled.jpeg 2560w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_266236841-300x169.jpeg 300w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_266236841-1024x576.jpeg 1024w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_266236841-768x432.jpeg 768w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_266236841-1536x864.jpeg 1536w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_266236841-2048x1152.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\">Success Stories<\/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\/success-stories\/building-ai-expertise\/\" target=\"_self\">\n\t\t\t\tBuilding AI Expertise \u2013 Seizing Opportunities and Systematically Integrating Intelligence into Everyday 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\/success-stories\/building-ai-expertise\/\" target=\"_self\" aria-labelledby=\"uael-post-49329\">\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-49329>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   service-offerings \">\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\/service-offerings\/product-data-management\/\" 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\/service-offerings\/product-data-management\/\" target=\"_self\" title=\"Integrated Product Data Management for Production-Related Processes Across a Brand Group \u2013 Transparency, Quality, and Stability\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1440\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_461548472-scaled.jpeg\" class=\"attachment-full size-full wp-image-48786\" alt=\"\" srcset=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_461548472-scaled.jpeg 2560w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_461548472-300x169.jpeg 300w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_461548472-1024x576.jpeg 1024w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_461548472-768x432.jpeg 768w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_461548472-1536x864.jpeg 1536w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/07\/AdobeStock_461548472-2048x1152.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\">Service Offerings<\/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\/service-offerings\/product-data-management\/\" target=\"_self\">\n\t\t\t\tIntegrated Product Data Management for Production-Related Processes Across a Brand Group \u2013 Transparency, Quality, and Stability\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\/service-offerings\/product-data-management\/\" target=\"_self\" aria-labelledby=\"uael-post-48776\">\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-48776>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   service-offerings \">\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\/service-offerings\/automation-of-work-preparation-in-production\/\" 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\/service-offerings\/automation-of-work-preparation-in-production\/\" target=\"_self\" title=\"Automation of work preparation in production\"><img loading=\"lazy\" decoding=\"async\" width=\"8000\" height=\"5000\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/03\/Prozessmanagement.jpeg\" class=\"attachment-full size-full wp-image-40052\" alt=\"\" srcset=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/03\/Prozessmanagement.jpeg 8000w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/03\/Prozessmanagement-300x188.jpeg 300w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/03\/Prozessmanagement-1024x640.jpeg 1024w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/03\/Prozessmanagement-768x480.jpeg 768w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/03\/Prozessmanagement-1536x960.jpeg 1536w\" sizes=\"(max-width: 8000px) 100vw, 8000px\" \/><\/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\">Service Offerings<\/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\/service-offerings\/automation-of-work-preparation-in-production\/\" target=\"_self\">\n\t\t\t\tAutomation of work preparation in 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\/service-offerings\/automation-of-work-preparation-in-production\/\" target=\"_self\" aria-labelledby=\"uael-post-45958\">\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-45958>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   success-stories \">\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\/success-stories\/optimizing-ticket-systems\/\" 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\/success-stories\/optimizing-ticket-systems\/\" target=\"_self\" title=\"Optimizing ticket systems in IT support &#8211; efficiency, transparency and 50% less manual processing\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1707\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/03\/AdobeStock_637723204-scaled.jpeg\" class=\"attachment-full size-full wp-image-38666\" alt=\"\" srcset=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/03\/AdobeStock_637723204-scaled.jpeg 2560w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/03\/AdobeStock_637723204-300x200.jpeg 300w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/03\/AdobeStock_637723204-1024x683.jpeg 1024w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/03\/AdobeStock_637723204-768x512.jpeg 768w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/03\/AdobeStock_637723204-1536x1024.jpeg 1536w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/03\/AdobeStock_637723204-2048x1365.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\">Success Stories<\/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\/success-stories\/optimizing-ticket-systems\/\" target=\"_self\">\n\t\t\t\tOptimizing ticket systems in IT support &#8211; efficiency, transparency and 50% less manual processing\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\/success-stories\/optimizing-ticket-systems\/\" target=\"_self\" aria-labelledby=\"uael-post-44348\">\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-44348>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   success-stories \">\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\/success-stories\/architecture-management-for-digital-companies-data-platform-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\/success-stories\/architecture-management-for-digital-companies-data-platform-consulting\/\" target=\"_self\" title=\"Architecture &amp; management for digital companies &#8211; Data Platform Consulting\"><img loading=\"lazy\" decoding=\"async\" width=\"8000\" height=\"5000\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/03\/Prozessmanagement.jpeg\" class=\"attachment-full size-full wp-image-40052\" alt=\"\" srcset=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/03\/Prozessmanagement.jpeg 8000w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/03\/Prozessmanagement-300x188.jpeg 300w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/03\/Prozessmanagement-1024x640.jpeg 1024w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/03\/Prozessmanagement-768x480.jpeg 768w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/03\/Prozessmanagement-1536x960.jpeg 1536w\" sizes=\"(max-width: 8000px) 100vw, 8000px\" \/><\/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\">Success Stories<\/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\/success-stories\/architecture-management-for-digital-companies-data-platform-consulting\/\" target=\"_self\">\n\t\t\t\tArchitecture &amp; management for digital companies &#8211; Data Platform Consulting\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\/success-stories\/architecture-management-for-digital-companies-data-platform-consulting\/\" target=\"_self\" aria-labelledby=\"uael-post-44321\">\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-44321>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   success-stories \">\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\/success-stories\/powerbi-training-successful-and-practical-analytics-expertise\/\" 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\/success-stories\/powerbi-training-successful-and-practical-analytics-expertise\/\" target=\"_self\" title=\"PowerBi training &#8211; Successful and practical analytics expertise\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1440\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/05\/AdobeStock_474607771-scaled.jpeg\" class=\"attachment-full size-full wp-image-27639\" alt=\"\" srcset=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/05\/AdobeStock_474607771-scaled.jpeg 2560w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/05\/AdobeStock_474607771-300x169.jpeg 300w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/05\/AdobeStock_474607771-1024x576.jpeg 1024w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/05\/AdobeStock_474607771-768x432.jpeg 768w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/05\/AdobeStock_474607771-1536x864.jpeg 1536w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2025\/05\/AdobeStock_474607771-2048x1152.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\">Success Stories<\/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\/success-stories\/powerbi-training-successful-and-practical-analytics-expertise\/\" target=\"_self\">\n\t\t\t\tPowerBi training &#8211; Successful and practical analytics expertise\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\/success-stories\/powerbi-training-successful-and-practical-analytics-expertise\/\" target=\"_self\" aria-labelledby=\"uael-post-44308\">\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-44308>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   success-stories \">\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\/success-stories\/ai-training-ai-literacy-targeted-development-of-digital-skills-for-companies\/\" 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\/success-stories\/ai-training-ai-literacy-targeted-development-of-digital-skills-for-companies\/\" target=\"_self\" title=\"AI Training &amp; AI Literacy &#8211; Targeted development of digital skills for companies\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1440\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/05\/AdobeStock_499625393-scaled.jpeg\" class=\"attachment-full size-full wp-image-43761\" alt=\"\" srcset=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/05\/AdobeStock_499625393-scaled.jpeg 2560w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/05\/AdobeStock_499625393-300x169.jpeg 300w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/05\/AdobeStock_499625393-1024x576.jpeg 1024w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/05\/AdobeStock_499625393-768x432.jpeg 768w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/05\/AdobeStock_499625393-1536x864.jpeg 1536w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/05\/AdobeStock_499625393-2048x1152.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\">Success Stories<\/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\/success-stories\/ai-training-ai-literacy-targeted-development-of-digital-skills-for-companies\/\" target=\"_self\">\n\t\t\t\tAI Training &amp; AI Literacy &#8211; Targeted development of digital skills for companies\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\/success-stories\/ai-training-ai-literacy-targeted-development-of-digital-skills-for-companies\/\" target=\"_self\" aria-labelledby=\"uael-post-43758\">\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-43758>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   success-stories \">\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\/success-stories\/data-transformation-company-wide-data-management-as-the-key-to-digital-transformation-and-new-business-models-in-the-company\/\" 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\/success-stories\/data-transformation-company-wide-data-management-as-the-key-to-digital-transformation-and-new-business-models-in-the-company\/\" target=\"_self\" title=\"Data transformation: Company-wide data management as the key to digital transformation and new business models in the company\"><img loading=\"lazy\" decoding=\"async\" width=\"8562\" height=\"5312\" src=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/05\/AdobeStock_459297850-1.jpeg\" class=\"attachment-full size-full wp-image-43730\" alt=\"\" srcset=\"https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/05\/AdobeStock_459297850-1.jpeg 8562w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/05\/AdobeStock_459297850-1-300x186.jpeg 300w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/05\/AdobeStock_459297850-1-1024x635.jpeg 1024w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/05\/AdobeStock_459297850-1-768x476.jpeg 768w, https:\/\/www.ventum-consulting.com\/wp-content\/uploads\/2026\/05\/AdobeStock_459297850-1-1536x953.jpeg 1536w\" sizes=\"(max-width: 8562px) 100vw, 8562px\" \/><\/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\">Success Stories<\/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\/success-stories\/data-transformation-company-wide-data-management-as-the-key-to-digital-transformation-and-new-business-models-in-the-company\/\" target=\"_self\">\n\t\t\t\tData transformation: Company-wide data management as the key to digital transformation and new business models in the company\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\/success-stories\/data-transformation-company-wide-data-management-as-the-key-to-digital-transformation-and-new-business-models-in-the-company\/\" target=\"_self\" aria-labelledby=\"uael-post-43725\">\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-43725>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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c451315 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c451315\" 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-100 elementor-top-column elementor-element elementor-element-c093113\" data-id=\"c093113\" 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-591053c elementor-widget elementor-widget-heading\" data-id=\"591053c\" 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\">Also discover our AI workshops to identify, prioritize and implement your AI use cases &amp; applications<\/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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e8f219b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e8f219b\" 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-100 elementor-top-column elementor-element elementor-element-c6f02b5\" data-id=\"c6f02b5\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-b4199bb elementor-widget elementor-widget-text-editor\" data-id=\"b4199bb\" 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>Design Sprint Workshop for AI &#8211; from business case to product in 5 days<\/p>\t\t\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-0100b44 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0100b44\" 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-96407ce\" data-id=\"96407ce\" 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-5f264d2 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"5f264d2\" 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>Find out how your AI idea can be turned into a testable prototype in just five days &#8211; user-centered, technically sophisticated and usable as a sound basis for decision-making on strategy, product development and investment.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-ae7da08\" data-id=\"ae7da08\" 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-f6f955d btn-default elementor-align-right elementor-widget elementor-widget-button\" data-id=\"f6f955d\" 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\/workshops\/design-sprint-workshop-for-ai-from-business-case-to-product-in-5-days\/\">\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\">Show details<\/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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2a5ada4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2a5ada4\" 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-100 elementor-top-column elementor-element elementor-element-c4ba3c9\" data-id=\"c4ba3c9\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-d675489 elementor-widget elementor-widget-text-editor\" data-id=\"d675489\" 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>AI workshop: Develop your own AI use cases &#8211; identify and implement use cases<\/p>\t\t\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-45ef719 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"45ef719\" 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-201ba18\" data-id=\"201ba18\" 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-b19ed9c elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"b19ed9c\" 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>Develop the most relevant AI use cases for your company step by step &#8211; from structured identification and prioritization to initial prototypes that clearly demonstrate the benefits, feasibility and next steps.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-1522ac5\" data-id=\"1522ac5\" 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-93e1154 btn-default elementor-align-right elementor-widget elementor-widget-button\" data-id=\"93e1154\" 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\/workshops\/ai-workshop-use-cases\/\">\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\">Show details<\/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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-cc15298 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cc15298\" 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-100 elementor-top-column elementor-element elementor-element-9435108\" data-id=\"9435108\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-7356cf9 elementor-widget elementor-widget-text-editor\" data-id=\"7356cf9\" 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>AI workshop for companies: Understanding and successfully implementing innovations<\/p>\t\t\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-7312e8e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7312e8e\" 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-2afb912\" data-id=\"2afb912\" 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-700296e elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"700296e\" 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>In this AI workshop, you will learn how to use sound know-how, practical use cases and modern AI methods to anchor artificial intelligence strategically, efficiently and sustainably in your company &#8211; for more clarity, innovative strength and measurable added value.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-c0dae05\" data-id=\"c0dae05\" 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-a67a287 btn-default elementor-align-right elementor-widget elementor-widget-button\" data-id=\"a67a287\" 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\/workshops\/ai-workshop\/\">\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\">Show details<\/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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-84e2c26 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"84e2c26\" 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-5499395\" data-id=\"5499395\" 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-2bc97c4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2bc97c4\" 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-91e2947\" data-id=\"91e2947\" 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-dc425fe elementor-widget elementor-widget-heading\" data-id=\"dc425fe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Frequently asked questions about AI use cases &amp; applications in research &amp; development<\/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-inner-column elementor-element elementor-element-5f26147\" data-id=\"5f26147\" 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-e309bcc elementor-widget elementor-widget-accordion\" data-id=\"e309bcc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2381\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-2381\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-chevron-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-chevron-down\"><\/i><\/span>\n\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<a class=\"elementor-accordion-title\" tabindex=\"0\">How fast does AI really work in research?<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2381\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-2381\"><p>Initial results often emerge within a few weeks &#8211; for example in literature extraction, data analysis or automated experiment proposals. Larger effects such as shorter development cycles or more stable hypothesis spaces become apparent after a few iterations as soon as AI models have learned sufficiently. The more structured the data, the faster measurable added value is generated.  <\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2382\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-2382\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-chevron-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-chevron-down\"><\/i><\/span>\n\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<a class=\"elementor-accordion-title\" tabindex=\"0\">What are typical quick win use cases for AI entry in research?<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2382\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-2382\"><p>Rapid successes are usually achieved through literature extraction, automated experiment design, anomaly detection in data, screening analytics or initial simulations. These use cases quickly provide noticeable relief and immediately shorten research processes without having to fundamentally change existing laboratory infrastructure. <\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2383\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-2383\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-chevron-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-chevron-down\"><\/i><\/span>\n\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<a class=\"elementor-accordion-title\" tabindex=\"0\">How can AI be used in a legally compliant manner in a research context?<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2383\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-2383\"><p>By documenting models transparently, explaining data sources comprehensibly and clearly defining human control points. Autonomous laboratories or AI-supported decision-making models must comply with the EU AI Act, GDPR and scientific ethics guidelines. With model cards, audit trails and responsible AI frameworks, AI can be operated in a fully compliant manner.  <\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2384\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-2384\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-chevron-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-chevron-down\"><\/i><\/span>\n\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<a class=\"elementor-accordion-title\" tabindex=\"0\">Can AI cause research errors - and how can this be prevented?<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2384\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-2384\"><p>Yes, if models are trained incorrectly, interpreted incorrectly or used without quality controls. However, errors can be reliably avoided through validation, reproducibility tests, explainability tools and scientific oversight. AI should never interpret critical research results without human review.  <\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2385\" class=\"elementor-tab-title\" data-tab=\"5\" role=\"button\" aria-controls=\"elementor-tab-content-2385\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-chevron-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-chevron-down\"><\/i><\/span>\n\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<a class=\"elementor-accordion-title\" tabindex=\"0\">How to protect intellectual property in AI-supported research?<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2385\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"5\" role=\"region\" aria-labelledby=\"elementor-tab-title-2385\"><p>Through privacy-preserving technologies, secure data rooms, encryption, access restrictions and federated research platforms. This allows teams to collaborate without exposing raw data or proprietary knowledge. IP protection is a critical success factor for any AI R&amp;D strategy.  <\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2386\" class=\"elementor-tab-title\" data-tab=\"6\" role=\"button\" aria-controls=\"elementor-tab-content-2386\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-chevron-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-chevron-down\"><\/i><\/span>\n\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<a class=\"elementor-accordion-title\" tabindex=\"0\">What role does AI play in the skill development of R&amp;D teams?<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2386\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"6\" role=\"region\" aria-labelledby=\"elementor-tab-title-2386\"><p>AI enhances skills, but does not replace them. Employees need knowledge of model explanation, data evaluation, fairness, simulation logic and AI-supported research. Targeted upskilling makes research faster, more creative and more robust &#8211; a clear advantage in the innovation competition.  <\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2387\" class=\"elementor-tab-title\" data-tab=\"7\" role=\"button\" aria-controls=\"elementor-tab-content-2387\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-chevron-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-chevron-down\"><\/i><\/span>\n\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<a class=\"elementor-accordion-title\" tabindex=\"0\">How can the ROI of AI in research be measured?<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2387\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"7\" role=\"region\" aria-labelledby=\"elementor-tab-title-2387\"><p>Using key figures such as time to insight, time to experiment, failure rate, resource savings, reproducibility or speed of hypothesis validation. The more structured the KPI set, the clearer the ROI for budget and funding decisions. <\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<script type=\"application\/ld+json\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"How fast does AI really work in research?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>Initial results often emerge within a few weeks &#8211; for example in literature extraction, data analysis or automated experiment proposals. Larger effects such as shorter development cycles or more stable hypothesis spaces become apparent after a few iterations as soon as AI models have learned sufficiently. 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The more structured the KPI set, the clearer the ROI for budget and funding decisions. <\\\/p>\\n\"}}]}<\/script>\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<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>AI in research &amp; development: use cases, examples &amp; applications of innovation, experiment design &amp; knowledge generation Satisfied customers from SMEs and corporations Executive Summary &#8211; AI use cases in research &amp; development at a glance Reorientation of scientific work: AI makes research faster, more data-based and more precise by generating hypotheses, simulating experiments, validating [&hellip;]<\/p>\n","protected":false},"author":36,"featured_media":39131,"parent":36878,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","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":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","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":""},"class_list":["post-39338","page","type-page","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - 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