{"id":19703,"date":"2023-03-19T21:47:11","date_gmt":"2023-03-19T20:47:11","guid":{"rendered":"https:\/\/novustat.com\/data-science-consulting\/ai-consulting-using-artificial-intelligence-for-your-purposes.html"},"modified":"2026-08-26T15:44:24","modified_gmt":"2026-08-26T13:44:24","slug":"ai-consulting","status":"publish","type":"page","link":"https:\/\/novustat.com\/en\/data-science-consulting\/ai-consulting.html","title":{"rendered":"AI consulting &#8211; using artificial intelligence for your purposes"},"content":{"rendered":"\t\t<div id=\"content\" role=\"main\" tabindex=\"-1\" data-elementor-type=\"wp-page\" data-elementor-id=\"19703\" class=\"elementor elementor-19703 elementor-12203\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8f885ae novu-r15-hero-row e-flex e-con-boxed e-con e-parent\" data-id=\"8f885ae\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2a8a9b0 e-con-full novu-r15-hero-row novu-r15-hero-copy e-flex e-con e-child\" data-id=\"2a8a9b0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-1549bfb novu-r15-hero-copy e-flex e-con-boxed e-con e-child\" data-id=\"1549bfb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6a3db2e elementor-widget elementor-widget-heading\" data-id=\"6a3db2e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Strategically implementing artificial intelligence in the company<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2d7d84d elementor-widget elementor-widget-heading\" data-id=\"2d7d84d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">AI Consulting for Businesses<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-38f9950 elementor-widget elementor-widget-heading\" data-id=\"38f9950\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Leverage the potential of artificial intelligence in a targeted way for your processes, data, and business models.<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b205c82 elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"b205c82\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"375\" data-end=\"782\"><strong>NOVUSTAT helps you identify suitable AI use cases and evaluate their business potential. Together, we develop a customized AI strategy and guide you through the entire process\u2014from an AI potential assessment to initial pilot projects and implementation. In doing so, we take into account your existing processes, data flows, and data quality, as well as technical requirements, governance, and compliance.<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f46daa5 e-con-full e-flex e-con e-child\" data-id=\"f46daa5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-16b4197 e-con-full e-flex e-con e-child\" data-id=\"16b4197\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-479e1e4 elementor-align-left elementor-widget__width-inherit elementor-mobile-align-center elementor-widget elementor-widget-button\" data-id=\"479e1e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/en\/get-free-quote.html\">\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<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-paper-plane\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M440 6.5L24 246.4c-34.4 19.9-31.1 70.8 5.7 85.9L144 379.6V464c0 46.4 59.2 65.5 86.6 28.6l43.8-59.1 111.9 46.2c5.9 2.4 12.1 3.6 18.3 3.6 8.2 0 16.3-2.1 23.6-6.2 12.8-7.2 21.6-20 23.9-34.5l59.4-387.2c6.1-40.1-36.9-68.8-71.5-48.9zM192 464v-64.6l36.6 15.1L192 464zm212.6-28.7l-153.8-63.5L391 169.5c10.7-15.5-9.5-33.5-23.7-21.2L155.8 332.6 48 288 464 48l-59.4 387.3z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Request AI Consulting<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e2876c0 e-con-full e-flex e-con e-child\" data-id=\"e2876c0\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation_mobile&quot;:&quot;none&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-da927e3 elementor-widget elementor-widget-image\" data-id=\"da927e3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"1536\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/08\/KI-Beratung-fuer-Unternehmen-mit-ChatGPT.webp\" class=\"elementor-animation-bob attachment-full size-full wp-image-49932\" alt=\"AI Consulting with ChatGPT on a Laptop in a Corporate Environment\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/08\/KI-Beratung-fuer-Unternehmen-mit-ChatGPT.webp 1024w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/08\/KI-Beratung-fuer-Unternehmen-mit-ChatGPT-200x300.webp 200w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/08\/KI-Beratung-fuer-Unternehmen-mit-ChatGPT-683x1024.webp 683w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/08\/KI-Beratung-fuer-Unternehmen-mit-ChatGPT-768x1152.webp 768w\" 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\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e2a2e3b elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e2a2e3b\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&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-bb80cb9\" data-id=\"bb80cb9\" 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-3401850 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3401850\" 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-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-d435737\" data-id=\"d435737\" 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-393ba6d elementor-widget elementor-widget-heading\" data-id=\"393ba6d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">NOVUSTAT in a nutshell<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-29b466a elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"29b466a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>Experience<\/strong>, <strong>expertise<\/strong> and <strong>quality<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-591e25a elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"591e25a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>\u00a0for your <strong>AI consulting<\/strong>.<\/p>\t\t\t\t\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-097d11f\" data-id=\"097d11f\" 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-e73b631 novu-r26-brandmark elementor-widget elementor-widget-image\" data-id=\"e73b631\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_N_Logo_Blau1-1_opti.webp\" class=\"attachment-full size-full wp-image-41849\" alt=\"\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_N_Logo_Blau1-1_opti.webp 800w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_N_Logo_Blau1-1_opti-300x300.webp 300w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_N_Logo_Blau1-1_opti-150x150.webp 150w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_N_Logo_Blau1-1_opti-768x768.webp 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\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-inner-section elementor-element elementor-element-b5d1ac0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b5d1ac0\" 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-custom\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-627274d\" data-id=\"627274d\" 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-9f14b9f elementor-widget elementor-widget-counter\" data-id=\"9f14b9f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"counter.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"10\" data-from-value=\"0\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">+<\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8af22f9 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"8af22f9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Years of<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d80bd65 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"d80bd65\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">project experience<\/div>\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-912fef4\" data-id=\"912fef4\" 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-66d17bd elementor-widget elementor-widget-counter\" data-id=\"66d17bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"counter.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"3000\" data-from-value=\"0\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">+<\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a379d6d elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"a379d6d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Completed <\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4a87a28 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"4a87a28\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">statistics projects<\/div>\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-1517faf\" data-id=\"1517faf\" 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-0e5ffd2 elementor-widget elementor-widget-counter\" data-id=\"0e5ffd2\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"counter.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"80\" data-from-value=\"0\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">+<\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-640ce86 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"640ce86\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Statistics Experts <\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bf48f5d elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"bf48f5d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">in our network<\/div>\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-3204a77\" data-id=\"3204a77\" 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-28488d4 elementor-widget elementor-widget-counter\" data-id=\"28488d4\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"counter.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"4.9\" data-from-value=\"0\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">\/5<\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ba5b979 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"ba5b979\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Average<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a9fb45 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"3a9fb45\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">customer rating<\/div>\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<div class=\"elementor-element elementor-element-e5c189f novu-r15-portrait-row novu-r16-founder-quote-row e-flex e-con-boxed e-con e-parent\" data-id=\"e5c189f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6378a45 e-con-full elementor-hidden-mobile novu-r15-portrait-col novu-r15-founder-col e-flex e-con e-child\" data-id=\"6378a45\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-802b118 elementor-absolute novu-r15-founder-label elementor-widget elementor-widget-html\" data-id=\"802b118\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div\n  class=\"novu-founder-badge\"\n  aria-label=\"Dr. Robert Gr\u00fcnwald, CEO und Founder der NOVUSTAT GmbH\"\n>\n  <div class=\"novu-founder-badge__logo\">\n    <img loading=\"lazy\"\n      src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_N_Logo_Blau1_opti.webp\"\n      alt=\"NOVUSTAT Logo\"\n      width=\"160\"\n      height=\"160\"\n      loading=\"lazy\"\n      decoding=\"async\"\n    >\n  <\/div>\n\n  <div class=\"novu-founder-badge__content\">\n    <strong>Dr. Robert Gr\u00fcnwald<\/strong>\n\n    <p class=\"novu-founder-badge__role\">\n      <strong>CEO &amp; Founder<\/strong>\n      <span class=\"novu-founder-badge__separator\" aria-hidden=\"true\">\u00b7<\/span>\n      <span>NOVUSTAT GmbH<\/span>\n    <\/p>\n  <\/div>\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f364389 novu-r15-founder-photo elementor-widget elementor-widget-image\" data-id=\"f364389\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;,&quot;_animation_delay&quot;:200}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"1400\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/036_08_06_Dr.Robert-Gruenwald-Novustat-800-x-1400-px_opti.webp\" class=\"attachment-full size-full wp-image-43224\" alt=\"Profile of Dr. Robert Gr\u00fcnwald, CEO and Founder of NOVUSTAT\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/036_08_06_Dr.Robert-Gruenwald-Novustat-800-x-1400-px_opti.webp 800w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/036_08_06_Dr.Robert-Gruenwald-Novustat-800-x-1400-px_opti-171x300.webp 171w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/036_08_06_Dr.Robert-Gruenwald-Novustat-800-x-1400-px_opti-585x1024.webp 585w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/036_08_06_Dr.Robert-Gruenwald-Novustat-800-x-1400-px_opti-768x1344.webp 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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<div class=\"elementor-element elementor-element-b9471ce e-con-full novu-r16-quote-card e-flex e-con e-child\" data-id=\"b9471ce\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-09edb63 elementor-absolute novu-r16-decoration novu-r16-decoration-top elementor-widget elementor-widget-image\" data-id=\"09edb63\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1024x1024.webp\" class=\"attachment-large size-large wp-image-38057\" alt=\"Novustat Chart Quote\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1024x1024.webp 1024w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-300x300.webp 300w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-150x150.webp 150w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-768x768.webp 768w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1536x1536.webp 1536w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis.webp 2000w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e92cfab elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"e92cfab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What is AI consulting?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-017bdc6 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"017bdc6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"509\" data-end=\"949\">Professional <strong data-start=\"529\" data-end=\"544\">AI consulting<\/strong> helps companies systematically identify the potential of artificial intelligence and translate it into concrete, economically viable use cases. The focus is not solely on the technology itself. What matters most is determining which processes can actually be improved or automated and what measurable added value the use of AI can create for the company.<\/p>\n<p data-start=\"951\" data-end=\"1411\">To begin, we analyze your existing processes, data flows, and technical requirements together. An <strong data-start=\"1063\" data-end=\"1084\">AI potential assessment<\/strong> helps identify and prioritize suitable use cases and evaluate them in terms of benefits, effort, and feasibility. These may include process automation, document processing, forecasting, data analysis, intelligent assistance systems, or applications in customer service and back-office operations.<\/p>\n<p data-start=\"1413\" data-end=\"1802\">Based on this, we develop an <strong data-start=\"1486\" data-end=\"1502\">AI strategy<\/strong>. Depending on the specific use case, implementation can initially take place as part of a pilot project. This allows an AI solution to be tested and evaluated under realistic conditions before it is integrated into existing processes and technology architectures or scaled company-wide.<\/p>\n<p data-start=\"1804\" data-end=\"1964\">Successful implementation of AI also requires that technical and organizational conditions be taken into account. These include, in particular:<\/p>\n<ul data-start=\"1966\" data-end=\"2487\">\n<li data-section-id=\"1ppem6j\" data-start=\"1966\" data-end=\"2067\"><strong data-start=\"1968\" data-end=\"2002\">Data Quality and Data Flows:<\/strong> Check the availability, structure, and quality of the required data<\/li>\n<li data-section-id=\"1firpaf\" data-start=\"2068\" data-end=\"2174\"><strong data-start=\"2070\" data-end=\"2090\">Use Cases:<\/strong> Prioritize AI potential based on economic value and technical feasibility<\/li>\n<li data-section-id=\"1nwugpp\" data-start=\"2175\" data-end=\"2275\"><strong data-start=\"2177\" data-end=\"2209\">Technology and Integration:<\/strong> Select appropriate models, systems, and technology architectures<\/li>\n<li data-section-id=\"1tbn86m\" data-start=\"2276\" data-end=\"2392\"><strong data-start=\"2278\" data-end=\"2308\">Governance and Compliance:<\/strong> Take responsibilities, protection requirements, and regulatory requirements into account<\/li>\n<li data-section-id=\"1b8mfqk\" data-start=\"2393\" data-end=\"2487\"><strong data-start=\"2395\" data-end=\"2415\">Skills development:<\/strong> Prepare employees for the practical use of new AI solutions<\/li>\n<\/ul>\n<p data-start=\"2489\" data-end=\"2660\">\u00a0<\/p>\n<p data-start=\"2489\" data-end=\"2660\">This turns an initial idea into a structured path from <strong data-start=\"2550\" data-end=\"2631\">potential analysis through the pilot project to implementation and scaling<\/strong> of a viable AI solution.<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b6d26cf e-flex e-con-boxed e-con e-parent\" data-id=\"b6d26cf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-0d4f284 e-con-full e-flex e-con e-child\" data-id=\"0d4f284\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d4acf56 elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"d4acf56\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">From AI strategy to successful implementation<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-29d4c13 elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"29d4c13\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Professional AI consulting for strategy, use cases, and implementation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a72d274 elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"a72d274\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>NOVUSTAT<\/strong> supports companies in the structured adoption and use of artificial intelligence. Our <strong>AI consulting<\/strong> ranges from an initial potential assessment and the selection of suitable use cases through pilot projects to technical implementation and scaling. We tailor strategy, data, processes, and technologies to your requirements and business objectives.<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6751155 e-flex e-con-boxed e-con e-parent\" data-id=\"6751155\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17cf35e elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"17cf35e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul>\n<li data-section-id=\"96qgs\" data-start=\"814\" data-end=\"883\"><strong data-start=\"817\" data-end=\"838\">AI potential assessment<\/strong> for processes, data, and existing systems<\/li>\n<li data-section-id=\"rmh3y0\" data-start=\"884\" data-end=\"957\">Development of a custom <strong data-start=\"919\" data-end=\"935\">AI strategy<\/strong> for your company<\/li>\n<li data-section-id=\"1xutrvq\" data-start=\"958\" data-end=\"1027\">Identify and prioritize suitable <strong data-start=\"971\" data-end=\"993\">AI use cases<\/strong><\/li>\n<li data-section-id=\"t368xp\" data-start=\"1028\" data-end=\"1104\">Assessing the Economic Viability and Technical Feasibility of AI Projects<\/li>\n<li data-section-id=\"aprzzd\" data-start=\"1105\" data-end=\"1175\">Design <strong data-start=\"1108\" data-end=\"1125\">pilot projects<\/strong> to test specific AI solutions<\/li>\n<li data-section-id=\"a1of4x\" data-start=\"1176\" data-end=\"1247\"><strong data-start=\"1179\" data-end=\"1205\">Process automation<\/strong> for recurring tasks and workflows<\/li>\n<li data-section-id=\"elvpf1\" data-start=\"1248\" data-end=\"1318\">AI-powered <strong data-start=\"1264\" data-end=\"1290\">document processing<\/strong> and information retrieval<\/li>\n<li data-section-id=\"1y4l1dt\" data-start=\"1319\" data-end=\"1388\">Analyze <strong data-start=\"1322\" data-end=\"1355\">data quality and data flows<\/strong> for AI applications<\/li>\n<li data-section-id=\"1owockz\" data-start=\"1409\" data-end=\"1473\">AI solutions for <strong data-start=\"1428\" data-end=\"1460\">customer service and back-office operations<\/strong><\/li>\n<li data-section-id=\"m10k3i\" data-start=\"1474\" data-end=\"1548\">Enabling AI-based forecasts and data-driven decisions<\/li>\n<li data-section-id=\"12epk7s\" data-start=\"1549\" data-end=\"1621\">Select and implement suitable <a href=\"https:\/\/novustat.com\/statistik-blog\/machine-learning-algorithmen.html\"><strong data-start=\"1563\" data-end=\"1595\">machine learning algorithms<\/strong><\/a><\/li>\n<li data-section-id=\"1w8jdnz\" data-start=\"1622\" data-end=\"1694\">Integrate AI solutions into existing <strong data-start=\"1652\" data-end=\"1680\">technology architectures<\/strong><\/li>\n<li data-section-id=\"1e32utm\" data-start=\"1695\" data-end=\"1777\">Consider <strong data-start=\"1699\" data-end=\"1742\">governance, compliance, and protection requirements<\/strong> in AI projects<\/li>\n<li data-section-id=\"118ftvx\" data-start=\"1778\" data-end=\"1842\">Scaling and Further Developing Successful AI Applications<\/li>\n<li data-section-id=\"807td9\" data-start=\"1843\" data-end=\"1915\"><strong data-start=\"1847\" data-end=\"1866\">Skills development<\/strong> for the sustainable use of AI in the company<\/li>\n<li data-section-id=\"zdtez6\" data-start=\"1916\" data-end=\"1991\">Support from concept development through <strong data-start=\"1958\" data-end=\"1991\">implementation and execution<\/strong><\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fdeed36 e-flex e-con-boxed e-con e-parent\" data-id=\"fdeed36\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-7737ac1 e-con-full e-flex e-con e-child\" data-id=\"7737ac1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200,&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b4d03d4 elementor-absolute elementor-widget elementor-widget-image\" data-id=\"b4d03d4\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1024x1024.webp\" class=\"attachment-large size-large wp-image-38057\" alt=\"Novustat Chart Quote\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1024x1024.webp 1024w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-300x300.webp 300w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-150x150.webp 150w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-768x768.webp 768w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1536x1536.webp 1536w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis.webp 2000w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b6cace elementor-absolute elementor-widget elementor-widget-html\" data-id=\"4b6cace\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div\n  class=\"novu-regina-badge\"\n  aria-label=\"Regina Hollweck, Senior Statistician\"\n>\n  <div class=\"novu-regina-badge__logo\">\n    <img loading=\"lazy\"\n      src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_N_Logo_Blau1_opti.webp\"\n      alt=\"NOVUSTAT Logo\"\n      width=\"160\"\n      height=\"160\"\n      loading=\"lazy\"\n      decoding=\"async\"\n    >\n  <\/div>\n\n  <div class=\"novu-regina-badge__content\">\n    <strong>Regina Hollweck<\/strong>\n    <p class=\"novu-regina-badge__role\">Senior Statistician<\/p>\n  <\/div>\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fcb1c3d elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-absolute elementor-widget elementor-widget-image\" data-id=\"fcb1c3d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"903\" height=\"998\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Regina_Hollweck-1_opti.webp\" class=\"attachment-full size-full wp-image-41847\" alt=\"Regina Hollweck, Senior Statistician at NOVUSTAT, is the contact person for statistical consulting and a free initial assessment.\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Regina_Hollweck-1_opti.webp 903w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Regina_Hollweck-1_opti-271x300.webp 271w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Regina_Hollweck-1_opti-768x849.webp 768w\" sizes=\"auto, (max-width: 903px) 100vw, 903px\" \/>\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<div class=\"elementor-element elementor-element-4883528 e-con-full novu-contact-cta-scope e-flex e-con e-child\" data-id=\"4883528\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5e03562 elementor-widget elementor-widget-heading\" data-id=\"5e03562\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Free Initial Assessment<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-556cc5e elementor-widget elementor-widget-heading\" data-id=\"556cc5e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Do you need support with <br>AI consulting?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0ef7aaf elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"0ef7aaf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"qMYqUG_convSearchResultHighlightRoot\">\n<div class=\"\" data-turn-id-container=\"request-WEB:8d90a4f4-efc2-47f6-b617-25506819c99e-84\" data-is-intersecting=\"true\">\n<section class=\"text-token-text-primary w-full focus:outline-none has-data-writing-block:pointer-events-none [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto R6Vx5W_threadScrollVars scroll-mb-[calc(var(--scroll-root-safe-area-inset-bottom,0px)+var(--thread-response-height))] scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\" dir=\"auto\" data-turn-id=\"request-WEB:8d90a4f4-efc2-47f6-b617-25506819c99e-84\" data-turn-id-container=\"request-WEB:8d90a4f4-efc2-47f6-b617-25506819c99e-84\" data-testid=\"conversation-turn-14\" data-turn=\"assistant\">\n<div class=\"text-base my-auto mx-auto pb-8 [--thread-content-margin:var(--thread-content-margin-xs,calc(var(--spacing)*4))] @w-sm\/main:[--thread-content-margin:var(--thread-content-margin-sm,calc(var(--spacing)*6))] @w-lg\/main:[--thread-content-margin:var(--thread-content-margin-lg,calc(var(--spacing)*16))] px-(--thread-content-margin)\">\n<div class=\"[--thread-content-max-width:40rem] @w-lg\/main:[--thread-content-max-width:48rem] mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden min-h-8 relative flex w-full min-w-0 flex-col agent-turn\" data-conversation-screenshot-content=\"\">\n<div class=\"flex max-w-full flex-col gap-4 grow\">\n<div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal outline-none keyboard-focused:focus-ring [.text-message+&amp;]:mt-1\" dir=\"auto\" tabindex=\"0\" data-message-author-role=\"assistant\" data-message-id=\"b1270d8f-4f5e-423c-a3bc-18003a1dbdb4\" data-message-model-slug=\"gpt-5-6\" data-turn-start-message=\"true\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden\">\n<div class=\"streaming-animation markdown prose dark:prose-invert wrap-break-word w-full dark markdown-new-styling\">\n<p data-start=\"0\" data-end=\"413\" data-is-last-node=\"\" data-is-only-node=\"\">We would be happy to support you with <strong data-start=\"35\" data-end=\"50\">AI consulting<\/strong> and the successful implementation of artificial intelligence in your company. <strong data-start=\"130\" data-end=\"142\">NOVUSTAT<\/strong> analyzes your processes, data, and technical requirements and shows you which AI use cases are economically viable and technically feasible. Together, we develop the right path from the initial potential assessment to implementing your AI solution.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<\/div>\n<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f03fe1a elementor-widget elementor-widget-html\" data-id=\"f03fe1a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div id=\"novu-hero-buttons-only\">\n  <div class=\"novu-hero-buttons-row\">\n\n    <a class=\"novu-hero-btn novu-hero-btn-request\" href=\"\/en\/get-free-quote.html\">\n      <span class=\"novu-hero-btn-inner\">\n        <span class=\"novu-hero-icon\" aria-hidden=\"true\">\n          <svg viewBox=\"0 0 24 24\">\n            <path d=\"M22 2 11 13\"><\/path>\n            <path d=\"M22 2 15 22 11 13 2 9 22 2z\"><\/path>\n          <\/svg>\n        <\/span>\n        <span class=\"novu-hero-btn-text\">Request a Consultation<\/span>\n      <\/span>\n    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class=\"elementor-element elementor-element-704841b elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"704841b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\"><a href=\"tel:+4921199346512\">+49 (0) 211 99346512<\/a><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-503dbd0 e-con-full e-flex e-con e-child\" data-id=\"503dbd0\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7e93253 novu-ch-flag-widget novu-flag-size-compact elementor-widget elementor-widget-image\" data-id=\"7e93253\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a 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elementor-element-cf9286d e-con-full e-flex e-con e-child\" data-id=\"cf9286d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a975e91 novu-us-flag-widget novu-flag-size-compact elementor-widget elementor-widget-image\" data-id=\"a975e91\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"tel:+18885233685\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"469\" height=\"312\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/10\/novustat-united-states-flag.png\" class=\"attachment-full size-full wp-image-55081\" alt=\"United States\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/10\/novustat-united-states-flag.png 469w, 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elementor-element-52628fc e-con-full e-flex e-con e-child\" data-id=\"52628fc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d982447 elementor-widget elementor-widget-image\" data-id=\"d982447\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;,&quot;_animation_delay&quot;:300}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/05\/Novustat_Logo_Blau1.png\" title=\"Novustat_Logo_Blue1\" alt=\"Novustat_Logo_Blue1\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5aad760 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"5aad760\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Benefits of AI consulting for your company<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c7fb07 elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"3c7fb07\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"411\" data-end=\"748\">With professional <strong>AI consulting<\/strong> you lay the foundation for using artificial intelligence not only selectively, but strategically and economically. <strong>NOVUSTAT<\/strong> helps you improve processes, use existing data more effectively, and turn suitable AI use cases into viable solutions.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d5b8eb5 elementor-widget elementor-widget-html\" data-id=\"d5b8eb5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div id=\"novu-ki-nutzen-grid-v1\" class=\"novu-ki-nutzen-grid-v1\">\r\n  <div class=\"novu-ki-nutzen-grid-v1__cards\">\r\n\r\n    <!-- KARTE 01 -->\r\n    <article class=\"novu-ki-nutzen-grid-v1__card novu-ki-nutzen-grid-v1__card--01\">\r\n\r\n      <div class=\"novu-ki-nutzen-grid-v1__icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n          <path d=\"M4 7h10\"><\/path>\r\n          <path d=\"M4 12h16\"><\/path>\r\n          <path d=\"M4 17h8\"><\/path>\r\n          <path d=\"m15 15 3 3 3-3\"><\/path>\r\n          <path d=\"M18 18v-7\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-nutzen-grid-v1__copy\">\r\n        <h3 class=\"novu-ki-nutzen-grid-v1__title\">\r\n          Make processes more efficient\r\n        <\/h3>\r\n\r\n        <p class=\"novu-ki-nutzen-grid-v1__text\">\r\n          Identify recurring and time-consuming workflows that can be simplified through <strong>AI and process automation<\/strong> . This can reduce employees' workload and make internal processes more efficient.\r\n        <\/p>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-nutzen-grid-v1__bars\" aria-hidden=\"true\"><i><\/i><i><\/i><i><\/i><i><\/i><\/div>\r\n    <\/article>\r\n\r\n    <!-- KARTE 02 -->\r\n    <article class=\"novu-ki-nutzen-grid-v1__card novu-ki-nutzen-grid-v1__card--02\">\r\n\r\n      <div class=\"novu-ki-nutzen-grid-v1__icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n          <ellipse cx=\"12\" cy=\"5\" rx=\"7\" ry=\"3\"><\/ellipse>\r\n          <path d=\"M5 5v6c0 1.7 3.1 3 7 3s7-1.3 7-3V5\"><\/path>\r\n          <path d=\"M5 11v6c0 1.7 3.1 3 7 3s7-1.3 7-3v-6\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-nutzen-grid-v1__copy\">\r\n        <h3 class=\"novu-ki-nutzen-grid-v1__title\">\r\n          Use data more effectively\r\n        <\/h3>\r\n\r\n        <p class=\"novu-ki-nutzen-grid-v1__text\">\r\n          Use existing company data more systematically for analyses, forecasts, and <strong>data-driven decisions<\/strong>. We also take data quality, data flows, and the requirements for reliable AI use into account.\r\n        <\/p>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-nutzen-grid-v1__bars\" aria-hidden=\"true\"><i><\/i><i><\/i><i><\/i><i><\/i><\/div>\r\n    <\/article>\r\n\r\n    <!-- KARTE 03 -->\r\n    <article class=\"novu-ki-nutzen-grid-v1__card novu-ki-nutzen-grid-v1__card--03\">\r\n\r\n      <div class=\"novu-ki-nutzen-grid-v1__icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n          <path d=\"M12 3v18\"><\/path>\r\n          <path d=\"M17 7.5c0-1.7-2.2-3-5-3s-5 1.3-5 3 1.6 2.6 5 3.5 5 1.8 5 3.5-2.2 3-5 3-5-1.3-5-3\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-nutzen-grid-v1__copy\">\r\n        <h3 class=\"novu-ki-nutzen-grid-v1__title\">\r\n          Reduce costs and effort\r\n        <\/h3>\r\n\r\n        <p class=\"novu-ki-nutzen-grid-v1__text\">\r\n          Automated document processing, intelligent assistance systems, and AI-powered back-office processes can reduce manual steps and make resources available more effectively.\r\n        <\/p>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-nutzen-grid-v1__bars\" aria-hidden=\"true\"><i><\/i><i><\/i><i><\/i><i><\/i><\/div>\r\n    <\/article>\r\n\r\n    <!-- KARTE 04 -->\r\n    <article class=\"novu-ki-nutzen-grid-v1__card novu-ki-nutzen-grid-v1__card--04\">\r\n\r\n      <div class=\"novu-ki-nutzen-grid-v1__icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n          <path d=\"M21 11.5a8 8 0 0 1-8.5 8L7 22l1.5-4.5A8 8 0 1 1 21 11.5Z\"><\/path>\r\n          <path d=\"M8 11h.01\"><\/path>\r\n          <path d=\"M12 11h.01\"><\/path>\r\n          <path d=\"M16 11h.01\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-nutzen-grid-v1__copy\">\r\n        <h3 class=\"novu-ki-nutzen-grid-v1__title\">\r\n          Improve customer service\r\n        <\/h3>\r\n\r\n        <p class=\"novu-ki-nutzen-grid-v1__text\">\r\n          AI can process customer inquiries more quickly, provide information, and support customer service staff. Detailed <a href=\"https:\/\/novustat.com\/statistik-blog\/customer-analytics-crm-kundenanalyse-data-mining.html\">Customer Analytics<\/a> can also help you better understand needs and behavioral patterns.\r\n        <\/p>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-nutzen-grid-v1__bars\" aria-hidden=\"true\"><i><\/i><i><\/i><i><\/i><i><\/i><\/div>\r\n    <\/article>\r\n\r\n    <!-- KARTE 05 -->\r\n    <article class=\"novu-ki-nutzen-grid-v1__card novu-ki-nutzen-grid-v1__card--05\">\r\n\r\n      <div class=\"novu-ki-nutzen-grid-v1__icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n          <path d=\"M4 19V9\"><\/path>\r\n          <path d=\"M10 19V5\"><\/path>\r\n          <path d=\"M16 19v-7\"><\/path>\r\n          <path d=\"M22 19V3\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-nutzen-grid-v1__copy\">\r\n        <h3 class=\"novu-ki-nutzen-grid-v1__title\">\r\n          Make better-informed decisions\r\n        <\/h3>\r\n\r\n        <p class=\"novu-ki-nutzen-grid-v1__text\">\r\n          AI-based models can analyze complex data volumes, identify patterns, and generate forecasts. This gives companies additional information for operational and strategic decisions.\r\n        <\/p>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-nutzen-grid-v1__bars\" aria-hidden=\"true\"><i><\/i><i><\/i><i><\/i><i><\/i><\/div>\r\n    <\/article>\r\n\r\n    <!-- KARTE 06 -->\r\n    <article class=\"novu-ki-nutzen-grid-v1__card novu-ki-nutzen-grid-v1__card--06\">\r\n\r\n      <div class=\"novu-ki-nutzen-grid-v1__icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n          <path d=\"M4 17 10 11l4 4 6-8\"><\/path>\r\n          <path d=\"M14 7h6v6\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-nutzen-grid-v1__copy\">\r\n        <h3 class=\"novu-ki-nutzen-grid-v1__title\">\r\n          Build competitive advantages\r\n        <\/h3>\r\n\r\n        <p class=\"novu-ki-nutzen-grid-v1__text\">\r\n          By identifying suitable use cases early, running pilot projects, and building structured expertise, new technologies can be integrated sustainably into the company and create long-term competitive advantages.\r\n        <\/p>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-nutzen-grid-v1__bars\" aria-hidden=\"true\"><i><\/i><i><\/i><i><\/i><i><\/i><\/div>\r\n    <\/article>\r\n\r\n  <\/div>\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-43a788d e-flex e-con-boxed e-con e-parent\" data-id=\"43a788d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-fd4e3bd e-con-full e-flex e-con e-child\" data-id=\"fd4e3bd\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2883a12 elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"2883a12\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Specific use cases for businesses<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-94962fb elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"94962fb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Practical examples of AI applications<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc9e8e0 elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"fc9e8e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>AI delivers the greatest value where concrete processes, data, and business requirements are the focus. <strong>NOVUSTAT<\/strong> helps you identify suitable <strong data-start=\"311\" data-end=\"333\">AI use cases<\/strong> and turn them into practical solutions. Applications range from process automation and document processing to forecasting, customer analytics, intelligent assistance systems, and data-driven decision-making processes.<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-949f5a9 novu-r15-card-grid e-flex e-con-boxed e-con e-parent\" data-id=\"949f5a9\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-83b7e72 e-con-full novu-form-card e-flex e-con e-child\" data-id=\"83b7e72\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a1dba30 elementor-widget elementor-widget-html\" data-id=\"a1dba30\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<article class=\"novu-ki-beratung-praxis-card\" aria-labelledby=\"novu-ki-beratung-praxis-card-01-title\">\r\n\r\n  <div class=\"novu-ki-beratung-praxis-card__header\">\r\n\r\n    <div class=\"novu-ki-beratung-praxis-card__icon\" aria-hidden=\"true\">\r\n      <svg viewBox=\"0 0 24 24\">\r\n        <path d=\"M8 9h8\"><\/path>\r\n        <path d=\"M8 13h5\"><\/path>\r\n        <path d=\"M6 4h12a2 2 0 0 1 2 2v10a2 2 0 0 1-2 2h-6l-4 3v-3H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2Z\"><\/path>\r\n      <\/svg>\r\n    <\/div>\r\n\r\n    <h3\r\n      id=\"novu-ki-beratung-praxis-card-01-title\"\r\n      class=\"novu-ki-beratung-praxis-card__title\"\r\n    >\r\n      AI Solutions & Assistants\r\n    <\/h3>\r\n\r\n  <\/div>\r\n\r\n  <div class=\"novu-ki-beratung-praxis-card__content\">\r\n\r\n    <div class=\"novu-ki-beratung-praxis-card__content-icon\" aria-hidden=\"true\">\r\n      <svg viewBox=\"0 0 24 24\">\r\n        <path d=\"M8 9h8\"><\/path>\r\n        <path d=\"M8 13h5\"><\/path>\r\n        <path d=\"M6 4h12a2 2 0 0 1 2 2v10a2 2 0 0 1-2 2h-6l-4 3v-3H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2Z\"><\/path>\r\n      <\/svg>\r\n    <\/div>\r\n\r\n    <p class=\"novu-ki-beratung-praxis-card__text\">\r\n      AI-powered assistants can support employees with recurring tasks, information searches, and customer service. This makes it possible to automate routine processes, reduce manual back-office tasks, and streamline existing workflows.\r\n    <\/p>\r\n\r\n  <\/div>\r\n\r\n<\/article>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4bd965b e-con-full novu-form-card e-flex e-con e-child\" data-id=\"4bd965b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-94d7571 elementor-widget elementor-widget-html\" data-id=\"94d7571\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<article class=\"novu-ki-beratung-praxis-card\" aria-labelledby=\"novu-ki-beratung-praxis-card-02-title\">\r\n\r\n  <div class=\"novu-ki-beratung-praxis-card__header\">\r\n\r\n    <div class=\"novu-ki-beratung-praxis-card__icon\" aria-hidden=\"true\">\r\n      <svg viewBox=\"0 0 24 24\">\r\n        <path d=\"M4 19V9\"><\/path>\r\n        <path d=\"M10 19V5\"><\/path>\r\n        <path d=\"M16 19v-7\"><\/path>\r\n        <path d=\"M22 19V3\"><\/path>\r\n      <\/svg>\r\n    <\/div>\r\n\r\n    <h3\r\n      id=\"novu-ki-beratung-praxis-card-02-title\"\r\n      class=\"novu-ki-beratung-praxis-card__title\"\r\n    >\r\n      AI Forecasting\r\n    <\/h3>\r\n\r\n  <\/div>\r\n\r\n  <div class=\"novu-ki-beratung-praxis-card__content\">\r\n\r\n    <div class=\"novu-ki-beratung-praxis-card__content-icon\" aria-hidden=\"true\">\r\n      <svg viewBox=\"0 0 24 24\">\r\n        <path d=\"M4 19V9\"><\/path>\r\n        <path d=\"M10 19V5\"><\/path>\r\n        <path d=\"M16 19v-7\"><\/path>\r\n        <path d=\"M22 19V3\"><\/path>\r\n      <\/svg>\r\n    <\/div>\r\n\r\n    <p class=\"novu-ki-beratung-praxis-card__text\">\r\n      AI-based forecasts help companies derive future developments from existing data. Depending on the use case, demand, sales, utilization, or other metrics can be modeled and used as a basis for data-driven decisions.\r\n    <\/p>\r\n\r\n  <\/div>\r\n\r\n<\/article>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6735963 e-con-full novu-form-card e-flex e-con e-child\" data-id=\"6735963\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-676bc2d elementor-widget elementor-widget-html\" data-id=\"676bc2d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<article class=\"novu-ki-beratung-praxis-card\" aria-labelledby=\"novu-ki-beratung-praxis-card-03-title\">\r\n\r\n  <div class=\"novu-ki-beratung-praxis-card__header\">\r\n\r\n    <div class=\"novu-ki-beratung-praxis-card__icon\" aria-hidden=\"true\">\r\n      <svg viewBox=\"0 0 24 24\">\r\n        <rect x=\"4\" y=\"3\" width=\"16\" height=\"18\" rx=\"2\"><\/rect>\r\n        <path d=\"M8 7h8\"><\/path>\r\n        <path d=\"M8 11h5\"><\/path>\r\n        <path d=\"M8 15h8\"><\/path>\r\n      <\/svg>\r\n    <\/div>\r\n\r\n    <h3\r\n      id=\"novu-ki-beratung-praxis-card-03-title\"\r\n      class=\"novu-ki-beratung-praxis-card__title\"\r\n    >\r\n      Document & Pattern Recognition\r\n    <\/h3>\r\n\r\n  <\/div>\r\n\r\n  <div class=\"novu-ki-beratung-praxis-card__content\">\r\n\r\n    <div class=\"novu-ki-beratung-praxis-card__content-icon\" aria-hidden=\"true\">\r\n      <svg viewBox=\"0 0 24 24\">\r\n        <rect x=\"4\" y=\"3\" width=\"16\" height=\"18\" rx=\"2\"><\/rect>\r\n        <path d=\"M8 7h8\"><\/path>\r\n        <path d=\"M8 11h5\"><\/path>\r\n        <path d=\"M8 15h8\"><\/path>\r\n      <\/svg>\r\n    <\/div>\r\n\r\n    <p class=\"novu-ki-beratung-praxis-card__text\">\r\n      AI can automatically identify, read, and process structured, semi-structured, and unstructured information. Typical use cases include document processing, classification, pattern recognition, and extracting relevant content from large datasets.\r\n    <\/p>\r\n\r\n  <\/div>\r\n\r\n<\/article>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2057145 e-con-full novu-form-card e-flex e-con e-child\" data-id=\"2057145\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-89b76d0 elementor-widget elementor-widget-html\" data-id=\"89b76d0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<article class=\"novu-ki-beratung-praxis-card\" aria-labelledby=\"novu-ki-beratung-praxis-card-04-title\">\r\n\r\n  <div class=\"novu-ki-beratung-praxis-card__header\">\r\n\r\n    <div class=\"novu-ki-beratung-praxis-card__icon\" aria-hidden=\"true\">\r\n      <svg viewBox=\"0 0 24 24\">\r\n        <circle cx=\"9\" cy=\"8\" r=\"3\"><\/circle>\r\n        <path d=\"M3 20c0-4 2.5-6 6-6s6 2 6 6\"><\/path>\r\n        <path d=\"M16 8h5\"><\/path>\r\n        <path d=\"M18.5 5.5v5\"><\/path>\r\n      <\/svg>\r\n    <\/div>\r\n\r\n    <h3\r\n      id=\"novu-ki-beratung-praxis-card-04-title\"\r\n      class=\"novu-ki-beratung-praxis-card__title\"\r\n    >\r\n      AI in Human Resources\r\n    <\/h3>\r\n\r\n  <\/div>\r\n\r\n  <div class=\"novu-ki-beratung-praxis-card__content\">\r\n\r\n    <div class=\"novu-ki-beratung-praxis-card__content-icon\" aria-hidden=\"true\">\r\n      <svg viewBox=\"0 0 24 24\">\r\n        <circle cx=\"9\" cy=\"8\" r=\"3\"><\/circle>\r\n        <path d=\"M3 20c0-4 2.5-6 6-6s6 2 6 6\"><\/path>\r\n        <path d=\"M16 8h5\"><\/path>\r\n        <path d=\"M18.5 5.5v5\"><\/path>\r\n      <\/svg>\r\n    <\/div>\r\n\r\n    <p class=\"novu-ki-beratung-praxis-card__text\">\r\n      In human resources, AI can support administrative processes, structure application and profile data, and reveal training and skills needs. This can reduce employees' workload and better support data-driven decisions in HR processes.\r\n    <\/p>\r\n\r\n  <\/div>\r\n\r\n<\/article>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-99df80f e-con-full novu-form-card e-flex e-con e-child\" data-id=\"99df80f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-81a02bb elementor-widget elementor-widget-html\" data-id=\"81a02bb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<article class=\"novu-ki-beratung-praxis-card\" aria-labelledby=\"novu-ki-beratung-praxis-card-05-title\">\r\n\r\n  <div class=\"novu-ki-beratung-praxis-card__header\">\r\n\r\n    <div class=\"novu-ki-beratung-praxis-card__icon\" aria-hidden=\"true\">\r\n      <svg viewBox=\"0 0 24 24\">\r\n        <path d=\"M4 18V8\"><\/path>\r\n        <path d=\"M9 18v-5\"><\/path>\r\n        <path d=\"M14 18V5\"><\/path>\r\n        <path d=\"M19 18v-8\"><\/path>\r\n        <path d=\"M3 20h18\"><\/path>\r\n      <\/svg>\r\n    <\/div>\r\n\r\n    <h3\r\n      id=\"novu-ki-beratung-praxis-card-05-title\"\r\n      class=\"novu-ki-beratung-praxis-card__title\"\r\n    >\r\n      AI in Marketing & Customer Analytics\r\n    <\/h3>\r\n\r\n  <\/div>\r\n\r\n  <div class=\"novu-ki-beratung-praxis-card__content\">\r\n\r\n    <div class=\"novu-ki-beratung-praxis-card__content-icon\" aria-hidden=\"true\">\r\n      <svg viewBox=\"0 0 24 24\">\r\n        <path d=\"M4 18V8\"><\/path>\r\n        <path d=\"M9 18v-5\"><\/path>\r\n        <path d=\"M14 18V5\"><\/path>\r\n        <path d=\"M19 18v-8\"><\/path>\r\n        <path d=\"M3 20h18\"><\/path>\r\n      <\/svg>\r\n    <\/div>\r\n\r\n    <p class=\"novu-ki-beratung-praxis-card__text\">\r\n      In marketing, AI supports the analysis of customer behavior, segmentation, and campaign optimization. Combined with <a href=\"https:\/\/novustat.com\/statistik-blog\/customer-analytics-crm-kundenanalyse-data-mining.html\">Customer Analytics<\/a> , patterns along the customer journey can be identified and measures targeted more effectively.\r\n    <\/p>\r\n\r\n  <\/div>\r\n\r\n<\/article>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-65ca833 e-con-full novu-form-card e-flex e-con e-child\" data-id=\"65ca833\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-41c6ab4 elementor-widget elementor-widget-html\" data-id=\"41c6ab4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<article class=\"novu-ki-beratung-praxis-card\" aria-labelledby=\"novu-ki-beratung-praxis-card-06-title\">\r\n\r\n  <div class=\"novu-ki-beratung-praxis-card__header\">\r\n\r\n    <div class=\"novu-ki-beratung-praxis-card__icon\" aria-hidden=\"true\">\r\n      <svg viewBox=\"0 0 24 24\">\r\n        <circle cx=\"12\" cy=\"12\" r=\"3\"><\/circle>\r\n        <path d=\"M12 3v3\"><\/path>\r\n        <path d=\"M12 18v3\"><\/path>\r\n        <path d=\"M3 12h3\"><\/path>\r\n        <path d=\"M18 12h3\"><\/path>\r\n        <path d=\"m5.6 5.6 2.1 2.1\"><\/path>\r\n        <path d=\"m16.3 16.3 2.1 2.1\"><\/path>\r\n      <\/svg>\r\n    <\/div>\r\n\r\n    <h3\r\n      id=\"novu-ki-beratung-praxis-card-06-title\"\r\n      class=\"novu-ki-beratung-praxis-card__title\"\r\n    >\r\n      Machine Learning & Reinforcement Learning\r\n    <\/h3>\r\n\r\n  <\/div>\r\n\r\n  <div class=\"novu-ki-beratung-praxis-card__content\">\r\n\r\n    <div class=\"novu-ki-beratung-praxis-card__content-icon\" aria-hidden=\"true\">\r\n      <svg viewBox=\"0 0 24 24\">\r\n        <circle cx=\"12\" cy=\"12\" r=\"3\"><\/circle>\r\n        <path d=\"M12 3v3\"><\/path>\r\n        <path d=\"M12 18v3\"><\/path>\r\n        <path d=\"M3 12h3\"><\/path>\r\n        <path d=\"M18 12h3\"><\/path>\r\n        <path d=\"m5.6 5.6 2.1 2.1\"><\/path>\r\n        <path d=\"m16.3 16.3 2.1 2.1\"><\/path>\r\n      <\/svg>\r\n    <\/div>\r\n\r\n    <p class=\"novu-ki-beratung-praxis-card__text\">\r\n      For more complex AI use cases, <a href=\"https:\/\/novustat.com\/statistik-blog\/machine-learning-algorithmen.html\">machine learning algorithms<\/a> can be used to identify patterns and develop forecasting models. For selected decision problems, <a href=\"https:\/\/novustat.com\/statistik-blog\/reinforcement-learning-marketing.html\">Reinforcement Learning<\/a> may also be suitable.\r\n    <\/p>\r\n\r\n  <\/div>\r\n\r\n<\/article>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-07001ff e-flex e-con-boxed e-con e-parent\" data-id=\"07001ff\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-33a9f43 e-con-full e-flex e-con e-child\" data-id=\"33a9f43\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-128538d elementor-widget elementor-widget-heading\" data-id=\"128538d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Tailored, flexible, and aligned with your business<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ebba4f0 elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"ebba4f0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">AI consulting for businesses of every size<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bfbb2c3 elementor-hidden-mobile elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"bfbb2c3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-50eddac elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"50eddac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"qMYqUG_convSearchResultHighlightRoot\">\n<div class=\"\" data-turn-id-container=\"request-WEB:e3c238df-6122-4f77-8864-3af6f0378a7f-26\" data-is-intersecting=\"true\">\n<section class=\"text-token-text-primary w-full focus:outline-none has-data-writing-block:pointer-events-none [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto R6Vx5W_threadScrollVars scroll-mb-[calc(var(--scroll-root-safe-area-inset-bottom,0px)+var(--thread-response-height))] scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\" dir=\"auto\" data-turn-id=\"request-WEB:e3c238df-6122-4f77-8864-3af6f0378a7f-26\" data-turn-id-container=\"request-WEB:e3c238df-6122-4f77-8864-3af6f0378a7f-26\" data-testid=\"conversation-turn-54\" data-turn=\"assistant\">\n<div class=\"text-base my-auto mx-auto pb-10 [--thread-content-margin:var(--thread-content-margin-xs,calc(var(--spacing)*4))] @w-sm\/main:[--thread-content-margin:var(--thread-content-margin-sm,calc(var(--spacing)*6))] @w-lg\/main:[--thread-content-margin:var(--thread-content-margin-lg,calc(var(--spacing)*16))] px-(--thread-content-margin)\">\n<div class=\"[--thread-content-max-width:40rem] @w-lg\/main:[--thread-content-max-width:48rem] mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden relative flex w-full min-w-0 flex-col agent-turn\" data-conversation-screenshot-content=\"\">\n<div class=\"flex max-w-full flex-col gap-4 grow\">\n<div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal outline-none keyboard-focused:focus-ring [.text-message+&amp;]:mt-1\" dir=\"auto\" tabindex=\"0\" data-message-author-role=\"assistant\" data-message-id=\"3069f93e-ffa7-453f-b1e9-c5799690528a\" data-turn-start-message=\"true\" data-message-model-slug=\"gpt-5-6-thinking\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden\">\n<div class=\"markdown prose dark:prose-invert wrap-break-word w-full dark markdown-new-styling\">\n<p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"448\" data-end=\"884\"><strong>NOVUSTAT<\/strong> supports companies, teams, and decision-makers in implementing and advancing AI solutions. Our consultants combine experience in <strong data-start=\"608\" data-end=\"673\">Data Science, Machine Learning and data-driven processes<\/strong> with a practical perspective on your specific requirements. Before starting, we analyze your initial situation, define suitable use cases, and tailor the scope of consulting to your needs.<\/p>\n<p data-start=\"886\" data-end=\"1192\"><strong>AI consulting<\/strong> can be delivered entirely online, making it flexible and independent of your location. Depending on the project, we support you selectively with individual questions or across several phases\u2014from the potential assessment and pilot project to implementation and scaling.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<\/div>\n<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aa746fb elementor-widget elementor-widget-html\" data-id=\"aa746fb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div id=\"novu-ki-beratung-benefits-v1\">\r\n  <div class=\"novu-ki-beratung-benefits-v1__stack\">\r\n\r\n    <!-- USP 01 -->\r\n    <div class=\"novu-ki-beratung-benefits-v1__row\">\r\n\r\n      <div class=\"novu-ki-beratung-benefits-v1__check\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n          <path d=\"M5 12.5l4.2 4.2L19 7\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-beratung-benefits-v1__copy\">\r\n        <div class=\"novu-ki-beratung-benefits-v1__heading\">\r\n          Tailored to your business\r\n        <\/div>\r\n\r\n        <div class=\"novu-ki-beratung-benefits-v1__description\">\r\n          Consulting based on your processes, data, objectives, and existing technology.\r\n        <\/div>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-beratung-benefits-v1__chart\" aria-hidden=\"true\">\r\n        <i><\/i><i><\/i><i><\/i><i><\/i>\r\n      <\/div>\r\n\r\n    <\/div>\r\n\r\n\r\n    <!-- USP 02 -->\r\n    <div class=\"novu-ki-beratung-benefits-v1__row\">\r\n\r\n      <div class=\"novu-ki-beratung-benefits-v1__check\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n          <path d=\"M5 12.5l4.2 4.2L19 7\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-beratung-benefits-v1__copy\">\r\n        <div class=\"novu-ki-beratung-benefits-v1__heading\">\r\n          Flexible and location-independent\r\n        <\/div>\r\n\r\n        <div class=\"novu-ki-beratung-benefits-v1__description\">\r\n          Online consulting for companies in Germany, Austria, Switzerland, and beyond.\r\n        <\/div>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-beratung-benefits-v1__chart\" aria-hidden=\"true\">\r\n        <i><\/i><i><\/i><i><\/i><i><\/i>\r\n      <\/div>\r\n\r\n    <\/div>\r\n\r\n\r\n    <!-- USP 03 -->\r\n    <div class=\"novu-ki-beratung-benefits-v1__row\">\r\n\r\n      <div class=\"novu-ki-beratung-benefits-v1__check\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n          <path d=\"M5 12.5l4.2 4.2L19 7\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-beratung-benefits-v1__copy\">\r\n        <div class=\"novu-ki-beratung-benefits-v1__heading\">\r\n          Transparent costs before the project starts\r\n        <\/div>\r\n\r\n        <div class=\"novu-ki-beratung-benefits-v1__description\">\r\n          The scope and cost of consulting are agreed individually and transparently before work begins.\r\n        <\/div>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-beratung-benefits-v1__chart\" aria-hidden=\"true\">\r\n        <i><\/i><i><\/i><i><\/i><i><\/i>\r\n      <\/div>\r\n\r\n    <\/div>\r\n\r\n  <\/div>\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f80053f e-con-full e-flex e-con e-child\" data-id=\"f80053f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8316872 elementor-widget elementor-widget-image\" data-id=\"8316872\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_Schritt_3_Statistische_Umsetzung_mobile-2.webp\" class=\"elementor-animation-bob attachment-full size-full wp-image-43592\" alt=\"\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_Schritt_3_Statistische_Umsetzung_mobile-2.webp 1280w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_Schritt_3_Statistische_Umsetzung_mobile-2-300x169.webp 300w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_Schritt_3_Statistische_Umsetzung_mobile-2-1024x576.webp 1024w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_Schritt_3_Statistische_Umsetzung_mobile-2-768x432.webp 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-53ffcb4 e-flex e-con-boxed e-con e-parent\" data-id=\"53ffcb4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-df91dbc e-con-full e-flex e-con e-child\" data-id=\"df91dbc\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-e50504a e-con-full e-flex e-con e-child\" data-id=\"e50504a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0c0f7e8 elementor-widget elementor-widget-image\" data-id=\"0c0f7e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;,&quot;_animation_delay&quot;:300}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/05\/Novustat_Logo_Blau1.png\" title=\"Novustat_Logo_Blue1\" alt=\"Novustat_Logo_Blue1\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b52e2a5 elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"b52e2a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How your AI consulting engagement with NOVUSTAT works<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e556798 elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"e556798\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">From the initial idea to successful implementation<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1819274 elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"1819274\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>From initial potential analysis through implementation, we guide you systematically through every project phase. Together, we identify suitable use cases, review data and technical requirements, and develop a viable AI solution for your company.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d0e51e novu-steps-side-tabs elementor-hidden-mobile e-n-tabs-mobile elementor-widget elementor-widget-n-tabs\" data-id=\"5d0e51e\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;horizontal_scroll&quot;:&quot;disable&quot;}\" data-widget_type=\"nested-tabs.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-tabs\" data-widget-number=\"97576222\" aria-label=\"Tabs. Open items with Enter or Space, close with Escape and navigate using the Arrow keys.\">\n\t\t\t<div class=\"e-n-tabs-heading\" role=\"tablist\">\n\t\t\t\t\t<button id=\"e-n-tab-title-975762221\" data-tab-title-id=\"e-n-tab-title-975762221\" class=\"e-n-tab-title\" aria-selected=\"true\" data-tab-index=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"e-n-tab-content-975762221\" style=\"--n-tabs-title-order: 1;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\t1. Analyze Potential and Requirements\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-975762222\" data-tab-title-id=\"e-n-tab-title-975762222\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-975762222\" style=\"--n-tabs-title-order: 2;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\t2. Prioritize AI Use Cases\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-975762223\" data-tab-title-id=\"e-n-tab-title-975762223\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"3\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-975762223\" style=\"--n-tabs-title-order: 3;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\t3. Develop and Validate a Pilot Project\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-975762224\" data-tab-title-id=\"e-n-tab-title-975762224\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"4\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-975762224\" style=\"--n-tabs-title-order: 4;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\t4. Implement and Scale\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t\t<\/div>\n\t\t\t<div class=\"e-n-tabs-content\">\n\t\t\t\t<div id=\"e-n-tab-content-975762221\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-975762221\" data-tab-index=\"1\" style=\"--n-tabs-title-order: 1;\" class=\"e-active elementor-element elementor-element-c7af5c4 e-con-full e-flex e-con e-child\" data-id=\"c7af5c4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6564f4e elementor-widget elementor-widget-html\" data-id=\"6564f4e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div class=\"novu-ki-beratung-process-card\">\r\n\r\n  <div class=\"novu-ki-beratung-process-visual\">\r\n\r\n    <img loading=\"lazy\"\r\n      class=\"novu-ki-beratung-process-logo\"\r\n      src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/Novustat_N_Logo_Weiss_Blau3.o.b_500-1.webp\"\r\n      alt=\"\"\r\n      width=\"500\"\r\n      height=\"500\"\r\n      loading=\"lazy\"\r\n      fetchpriority=\"low\"\r\n      decoding=\"async\"\r\n    >\r\n\r\n    <div class=\"novu-ki-beratung-process-number\">01<\/div>\r\n\r\n    <div class=\"novu-ki-beratung-process-count\">\r\n      Phase 01 of 04\r\n    <\/div>\r\n\r\n    <div class=\"novu-ki-beratung-process-progress\" aria-hidden=\"true\">\r\n  <span class=\"is-active\"><\/span>\r\n  <span><\/span>\r\n  <span><\/span>\r\n  <span><\/span>\r\n    <\/div>\r\n\r\n  <\/div>\r\n\r\n  <div class=\"novu-ki-beratung-process-content\">\r\n\r\n<div class=\"novu-ki-beratung-process-kicker\">\r\n  Understand the starting point.\r\n<\/div>\r\n\r\n<div class=\"novu-ki-beratung-process-title\">\r\n  Analyze potential and requirements\r\n<\/div>\r\n\r\n<p>\r\n  At the outset, we examine your business objectives, existing processes, available data, and technical environment. Together, we assess where AI can create tangible value and which requirements must be met for successful implementation. This creates a solid foundation for the broader AI strategy and the selection of suitable use cases.\r\n<\/p>\r\n\r\n  <\/div>\r\n\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-975762222\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-975762222\" data-tab-index=\"2\" style=\"--n-tabs-title-order: 2;\" class=\" elementor-element elementor-element-458fa0e e-con-full e-flex e-con e-child\" data-id=\"458fa0e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-555f386 elementor-widget elementor-widget-html\" data-id=\"555f386\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div class=\"novu-ki-beratung-process-card\">\r\n\r\n  <div class=\"novu-ki-beratung-process-visual\">\r\n\r\n    <img loading=\"lazy\"\r\n      class=\"novu-ki-beratung-process-logo\"\r\n      src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/Novustat_N_Logo_Weiss_Blau3.o.b_500-1.webp\"\r\n      alt=\"\"\r\n      width=\"500\"\r\n      height=\"500\"\r\n      loading=\"lazy\"\r\n      fetchpriority=\"low\"\r\n      decoding=\"async\"\r\n    >\r\n\r\n    <div class=\"novu-ki-beratung-process-number\">02<\/div>\r\n\r\n    <div class=\"novu-ki-beratung-process-count\">\r\n      Phase 02 of 04\r\n    <\/div>\r\n\r\n    <div class=\"novu-ki-beratung-process-progress\" aria-hidden=\"true\">\r\n  <span><\/span>\r\n  <span class=\"is-active\"><\/span>\r\n  <span><\/span>\r\n  <span><\/span>\r\n    <\/div>\r\n\r\n  <\/div>\r\n\r\n  <div class=\"novu-ki-beratung-process-content\">\r\n\r\n   <div class=\"novu-ki-beratung-process-kicker\">\r\n  Evaluate use cases strategically.\r\n<\/div>\r\n\r\n<div class=\"novu-ki-beratung-process-title\">\r\n  Prioritize AI use cases\r\n<\/div>\r\n\r\n<p>\r\n  Based on the analysis, we identify and evaluate specific AI use cases. We consider economic value, technical feasibility, data quality, protection requirements, and expected implementation effort. We then prioritize the use cases that promise the greatest strategic and operational value for your company.\r\n<\/p>\r\n\r\n  <\/div>\r\n\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-975762223\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-975762223\" data-tab-index=\"3\" style=\"--n-tabs-title-order: 3;\" class=\" elementor-element elementor-element-86de947 e-con-full e-flex e-con e-child\" data-id=\"86de947\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e5bbc36 elementor-widget elementor-widget-html\" data-id=\"e5bbc36\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div class=\"novu-ki-beratung-process-card\">\r\n\r\n  <div class=\"novu-ki-beratung-process-visual\">\r\n\r\n    <img loading=\"lazy\"\r\n      class=\"novu-ki-beratung-process-logo\"\r\n      src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/Novustat_N_Logo_Weiss_Blau3.o.b_500-1.webp\"\r\n      alt=\"\"\r\n      width=\"500\"\r\n      height=\"500\"\r\n      loading=\"lazy\"\r\n      fetchpriority=\"low\"\r\n      decoding=\"async\"\r\n    >\r\n\r\n    <div class=\"novu-ki-beratung-process-number\">03<\/div>\r\n\r\n    <div class=\"novu-ki-beratung-process-count\">\r\n      Phase 03 of 04\r\n    <\/div>\r\n\r\n    <div class=\"novu-ki-beratung-process-progress\" aria-hidden=\"true\">\r\n  <span><\/span>\r\n  <span><\/span>\r\n  <span class=\"is-active\"><\/span>\r\n  <span><\/span>\r\n    <\/div>\r\n\r\n  <\/div>\r\n\r\n  <div class=\"novu-ki-beratung-process-content\">\r\n\r\n <div class=\"novu-ki-beratung-process-kicker\">\r\n  Test and validate the solution.\r\n<\/div>\r\n\r\n<div class=\"novu-ki-beratung-process-title\">\r\n  Develop and test a pilot project\r\n<\/div>\r\n\r\n<p>\r\n  For a prioritized use case, we develop a suitable pilot project. The AI solution is tested under realistic conditions and evaluated against defined criteria. We examine data flows, model quality, process integration, and practical usability before deciding on further implementation.\r\n<\/p>\r\n\r\n  <\/div>\r\n\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-975762224\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-975762224\" data-tab-index=\"4\" style=\"--n-tabs-title-order: 4;\" class=\" elementor-element elementor-element-9e8a631 e-flex e-con-boxed e-con e-child\" data-id=\"9e8a631\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0ac1e5e elementor-widget elementor-widget-html\" data-id=\"0ac1e5e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div class=\"novu-ki-beratung-process-card\">\r\n\r\n  <div class=\"novu-ki-beratung-process-visual\">\r\n\r\n    <img loading=\"lazy\"\r\n      class=\"novu-ki-beratung-process-logo\"\r\n      src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/Novustat_N_Logo_Weiss_Blau3.o.b_500-1.webp\"\r\n      alt=\"\"\r\n      width=\"500\"\r\n      height=\"500\"\r\n      loading=\"lazy\"\r\n      fetchpriority=\"low\"\r\n      decoding=\"async\"\r\n    >\r\n\r\n    <div class=\"novu-ki-beratung-process-number\">04<\/div>\r\n\r\n    <div class=\"novu-ki-beratung-process-count\">\r\n      Phase 04 of 04\r\n    <\/div>\r\n\r\n    <div class=\"novu-ki-beratung-process-progress\" aria-hidden=\"true\">\r\n  <span><\/span>\r\n  <span><\/span>\r\n  <span><\/span>\r\n  <span class=\"is-active\"><\/span>\r\n    <\/div>\r\n\r\n  <\/div>\r\n\r\n  <div class=\"novu-ki-beratung-process-content\">\r\n\r\n   <div class=\"novu-ki-beratung-process-kicker\">\r\n  Embed AI sustainably in the company.\r\n<\/div>\r\n\r\n<div class=\"novu-ki-beratung-process-title\">\r\n  Implement and scale\r\n<\/div>\r\n\r\n<p>\r\n  Following successful validation, we support the integration of the AI solution into existing processes and technology architectures. We take governance, compliance, responsibilities, and the necessary skills development into account. The goal is a stable, scalable solution that can be used permanently in your business operations and further developed as needed.\r\n<\/p>\r\n\r\n  <\/div>\r\n\r\n<\/div>\t\t\t\t<\/div>\n\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d2302ed elementor-hidden-desktop elementor-hidden-tablet elementor-widget elementor-widget-html\" data-id=\"d2302ed\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div class=\"novu-ki-beratung-mobile-accordion\">\r\n\r\n  <details class=\"novu-ki-beratung-mobile-item\" open>\r\n    <summary>\r\n      <span class=\"novu-ki-beratung-mobile-num\">01<\/span>\r\n      <span class=\"novu-ki-beratung-mobile-title\">Analyze potential<\/span>\r\n      <span class=\"novu-ki-beratung-mobile-arrow\" aria-hidden=\"true\"><\/span>\r\n    <\/summary>\r\n\r\n    <div class=\"novu-ki-beratung-mobile-panel\">\r\n      <div class=\"novu-ki-beratung-mobile-phase-meta\">\r\n        <img loading=\"lazy\"\r\n          class=\"novu-ki-beratung-mobile-phase-logo\"\r\n          src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/Novustat_N_Logo_Weiss_Blau3.o.b_500-1.webp\"\r\n          alt=\"\"\r\n          width=\"500\"\r\n          height=\"500\"\r\n          loading=\"lazy\"\r\n          fetchpriority=\"low\"\r\n          decoding=\"async\"\r\n        >\r\n        <div class=\"novu-ki-beratung-mobile-phase-count\">\r\n          Phase 01 of 04\r\n        <\/div>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-beratung-mobile-inner\">\r\n        <div class=\"novu-ki-beratung-mobile-kicker\">\r\n          Understand the starting point.\r\n        <\/div>\r\n\r\n        <h3>Analyze potential and requirements<\/h3>\r\n\r\n        <p>\r\n          At the outset, we examine your business objectives, existing processes, available data, and technical environment. Together, we assess where AI can create tangible value and which requirements must be met for successful implementation. This creates a solid foundation for the broader AI strategy and the selection of suitable use cases.\r\n        <\/p>\r\n      <\/div>\r\n    <\/div>\r\n  <\/details>\r\n\r\n  <details class=\"novu-ki-beratung-mobile-item\">\r\n    <summary>\r\n      <span class=\"novu-ki-beratung-mobile-num\">02<\/span>\r\n      <span class=\"novu-ki-beratung-mobile-title\">Prioritize use cases<\/span>\r\n      <span class=\"novu-ki-beratung-mobile-arrow\" aria-hidden=\"true\"><\/span>\r\n    <\/summary>\r\n\r\n    <div class=\"novu-ki-beratung-mobile-panel\">\r\n      <div class=\"novu-ki-beratung-mobile-phase-meta\">\r\n        <img loading=\"lazy\"\r\n          class=\"novu-ki-beratung-mobile-phase-logo\"\r\n          src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/Novustat_N_Logo_Weiss_Blau3.o.b_500-1.webp\"\r\n          alt=\"\"\r\n          width=\"500\"\r\n          height=\"500\"\r\n          loading=\"lazy\"\r\n          fetchpriority=\"low\"\r\n          decoding=\"async\"\r\n        >\r\n        <div class=\"novu-ki-beratung-mobile-phase-count\">\r\n          Phase 02 of 04\r\n        <\/div>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-beratung-mobile-inner\">\r\n        <div class=\"novu-ki-beratung-mobile-kicker\">\r\n          Evaluate use cases strategically.\r\n        <\/div>\r\n\r\n        <h3>Prioritize AI use cases<\/h3>\r\n\r\n        <p>\r\n          Based on the analysis, we identify and evaluate specific AI use cases. We consider economic value, technical feasibility, data quality, protection requirements, and expected implementation effort. We then prioritize the use cases that promise the greatest strategic and operational value for your company.\r\n        <\/p>\r\n      <\/div>\r\n    <\/div>\r\n  <\/details>\r\n\r\n  <details class=\"novu-ki-beratung-mobile-item\">\r\n    <summary>\r\n      <span class=\"novu-ki-beratung-mobile-num\">03<\/span>\r\n      <span class=\"novu-ki-beratung-mobile-title\">Test pilot project<\/span>\r\n      <span class=\"novu-ki-beratung-mobile-arrow\" aria-hidden=\"true\"><\/span>\r\n    <\/summary>\r\n\r\n    <div class=\"novu-ki-beratung-mobile-panel\">\r\n      <div class=\"novu-ki-beratung-mobile-phase-meta\">\r\n        <img loading=\"lazy\"\r\n          class=\"novu-ki-beratung-mobile-phase-logo\"\r\n          src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/Novustat_N_Logo_Weiss_Blau3.o.b_500-1.webp\"\r\n          alt=\"\"\r\n          width=\"500\"\r\n          height=\"500\"\r\n          loading=\"lazy\"\r\n          fetchpriority=\"low\"\r\n          decoding=\"async\"\r\n        >\r\n        <div class=\"novu-ki-beratung-mobile-phase-count\">\r\n          Phase 03 of 04\r\n        <\/div>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-beratung-mobile-inner\">\r\n        <div class=\"novu-ki-beratung-mobile-kicker\">\r\n          Test and validate the solution.\r\n        <\/div>\r\n\r\n        <h3>Develop and test a pilot project<\/h3>\r\n\r\n        <p>\r\n          For a prioritized use case, we develop a suitable pilot project. The AI solution is tested under realistic conditions and evaluated against defined criteria. We examine data flows, model quality, process integration, and practical usability before deciding on further implementation.\r\n        <\/p>\r\n      <\/div>\r\n    <\/div>\r\n  <\/details>\r\n\r\n  <details class=\"novu-ki-beratung-mobile-item\">\r\n    <summary>\r\n      <span class=\"novu-ki-beratung-mobile-num\">04<\/span>\r\n      <span class=\"novu-ki-beratung-mobile-title\">Implement & scale<\/span>\r\n      <span class=\"novu-ki-beratung-mobile-arrow\" aria-hidden=\"true\"><\/span>\r\n    <\/summary>\r\n\r\n    <div class=\"novu-ki-beratung-mobile-panel\">\r\n      <div class=\"novu-ki-beratung-mobile-phase-meta\">\r\n        <img loading=\"lazy\"\r\n          class=\"novu-ki-beratung-mobile-phase-logo\"\r\n          src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/Novustat_N_Logo_Weiss_Blau3.o.b_500-1.webp\"\r\n          alt=\"\"\r\n          width=\"500\"\r\n          height=\"500\"\r\n          loading=\"lazy\"\r\n          fetchpriority=\"low\"\r\n          decoding=\"async\"\r\n        >\r\n        <div class=\"novu-ki-beratung-mobile-phase-count\">\r\n          Phase 04 of 04\r\n        <\/div>\r\n      <\/div>\r\n\r\n      <div class=\"novu-ki-beratung-mobile-inner\">\r\n        <div class=\"novu-ki-beratung-mobile-kicker\">\r\n          Embed AI sustainably in the company.\r\n        <\/div>\r\n\r\n        <h3>Implement and scale<\/h3>\r\n\r\n        <p>\r\n          Following successful validation, we support the integration of the AI solution into existing processes and technology architectures. We take governance, compliance, responsibilities, and the necessary skills development into account. The goal is a stable, scalable solution that can be used permanently in your business operations and further developed as needed.\r\n        <\/p>\r\n      <\/div>\r\n    <\/div>\r\n  <\/details>\r\n\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b690d8a e-flex e-con-boxed e-con e-parent\" data-id=\"b690d8a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-79b7587 e-con-full e-flex e-con e-child\" data-id=\"79b7587\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-58c4a77 e-con-full e-flex e-con e-child\" data-id=\"58c4a77\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a31f12d elementor-widget elementor-widget-image\" data-id=\"a31f12d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;,&quot;_animation_delay&quot;:300}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/05\/Novustat_Logo_Blau1.png\" title=\"Novustat_Logo_Blue1\" alt=\"Novustat_Logo_Blue1\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c578dd elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"0c578dd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How do artificial intelligence and machine learning work?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f5e3d5d elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"f5e3d5d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Foundations of modern AI systems<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-15297d0 elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"15297d0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Artificial intelligence encompasses various technologies and methods that enable computer systems to perform complex tasks using data. <strong data-start=\"2191\" data-end=\"2211\">Machine Learning<\/strong> is a key foundation for many of today&#8217;s AI applications. The methods used depend on the available data, the specific use case, and the desired outcome.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-230e425 novu-r15-card-grid e-flex e-con-boxed e-con e-parent\" data-id=\"230e425\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-90e60f1 e-con-full novu-form-card e-flex e-con e-child\" data-id=\"90e60f1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5da1c68 elementor-widget elementor-widget-html\" data-id=\"5da1c68\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div id=\"novu-ki-grundlagen-v1\">\r\n\r\n  <div class=\"novu-ki-grundlagen-v1__header\">\r\n\r\n    <div class=\"novu-ki-grundlagen-v1__header-icon\" aria-hidden=\"true\">\r\n      <svg viewBox=\"0 0 24 24\">\r\n      <path d=\"M8 9h8\"><\/path>\r\n      <path d=\"M8 13h5\"><\/path>\r\n      <path d=\"M6 4h12a2 2 0 0 1 2 2v10a2 2 0 0 1-2 2h-6l-4 3v-3H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2Z\"><\/path>\r\n      <\/svg>\r\n    <\/div>\r\n\r\n    <h3 class=\"novu-ki-grundlagen-v1__title\">\r\n      What is artificial intelligence?\r\n    <\/h3>\r\n\r\n  <\/div>\r\n\r\n  <div class=\"novu-ki-grundlagen-v1__content\">\r\n\r\n    <div class=\"novu-ki-grundlagen-v1__item\">\r\n\r\n      <div class=\"novu-ki-grundlagen-v1__item-icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n        <path d=\"M5 20V12\"><\/path>\r\n        <path d=\"M10 20V8\"><\/path>\r\n        <path d=\"M15 20V4\"><\/path>\r\n        <path d=\"M20 20V10\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <p class=\"novu-ki-grundlagen-v1__item-text\">\r\n        Artificial intelligence enables systems to perform tasks such as <strong>recognizing, evaluating, predicting, and deciding<\/strong> using data.\r\n      <\/p>\r\n\r\n    <\/div>\r\n    <div class=\"novu-ki-grundlagen-v1__item\">\r\n\r\n      <div class=\"novu-ki-grundlagen-v1__item-icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n        <path d=\"M5 20V12\"><\/path>\r\n        <path d=\"M10 20V8\"><\/path>\r\n        <path d=\"M15 20V4\"><\/path>\r\n        <path d=\"M20 20V10\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <p class=\"novu-ki-grundlagen-v1__item-text\">\r\n        AI can analyze large volumes of data and identify <strong>patterns, relationships, and relevant information<\/strong>.\r\n      <\/p>\r\n\r\n    <\/div>\r\n    <div class=\"novu-ki-grundlagen-v1__item\">\r\n\r\n      <div class=\"novu-ki-grundlagen-v1__item-icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n        <path d=\"M5 20V12\"><\/path>\r\n        <path d=\"M10 20V8\"><\/path>\r\n        <path d=\"M15 20V4\"><\/path>\r\n        <path d=\"M20 20V10\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <p class=\"novu-ki-grundlagen-v1__item-text\">\r\n        Use cases range from <strong>AI assistants and forecasts<\/strong> to document processing and process automation.\r\n      <\/p>\r\n\r\n    <\/div>\r\n    <div class=\"novu-ki-grundlagen-v1__item\">\r\n\r\n      <div class=\"novu-ki-grundlagen-v1__item-icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n        <path d=\"M5 20V12\"><\/path>\r\n        <path d=\"M10 20V8\"><\/path>\r\n        <path d=\"M15 20V4\"><\/path>\r\n        <path d=\"M20 20V10\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <p class=\"novu-ki-grundlagen-v1__item-text\">\r\n        The appropriate AI solution depends on the <strong>use case, data quality, and business objectives<\/strong>.\r\n      <\/p>\r\n\r\n    <\/div>\r\n\r\n  <\/div>\r\n\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5c06737 e-con-full novu-form-card e-flex e-con e-child\" data-id=\"5c06737\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3e927f5 elementor-widget elementor-widget-html\" data-id=\"3e927f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div id=\"novu-ki-grundlagen-v1\">\r\n\r\n  <div class=\"novu-ki-grundlagen-v1__header\">\r\n\r\n    <div class=\"novu-ki-grundlagen-v1__header-icon\" aria-hidden=\"true\">\r\n      <svg viewBox=\"0 0 24 24\">\r\n      <circle cx=\"12\" cy=\"12\" r=\"3\"><\/circle>\r\n      <path d=\"M12 3v3\"><\/path>\r\n      <path d=\"M12 18v3\"><\/path>\r\n      <path d=\"M3 12h3\"><\/path>\r\n      <path d=\"M18 12h3\"><\/path>\r\n      <path d=\"m5.6 5.6 2.1 2.1\"><\/path>\r\n      <path d=\"m16.3 16.3 2.1 2.1\"><\/path>\r\n      <\/svg>\r\n    <\/div>\r\n\r\n    <h3 class=\"novu-ki-grundlagen-v1__title\">\r\n      How does machine learning work?\r\n    <\/h3>\r\n\r\n  <\/div>\r\n\r\n  <div class=\"novu-ki-grundlagen-v1__content\">\r\n\r\n    <div class=\"novu-ki-grundlagen-v1__item\">\r\n\r\n      <div class=\"novu-ki-grundlagen-v1__item-icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n        <path d=\"M5 20V12\"><\/path>\r\n        <path d=\"M10 20V8\"><\/path>\r\n        <path d=\"M15 20V4\"><\/path>\r\n        <path d=\"M20 20V10\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <p class=\"novu-ki-grundlagen-v1__item-text\">\r\n        <strong>Machine Learning<\/strong> is a central method for developing data-driven AI systems.\r\n      <\/p>\r\n\r\n    <\/div>\r\n    <div class=\"novu-ki-grundlagen-v1__item\">\r\n\r\n      <div class=\"novu-ki-grundlagen-v1__item-icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n        <path d=\"M5 20V12\"><\/path>\r\n        <path d=\"M10 20V8\"><\/path>\r\n        <path d=\"M15 20V4\"><\/path>\r\n        <path d=\"M20 20V10\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <p class=\"novu-ki-grundlagen-v1__item-text\">\r\n        Models are developed, tested, and optimized step by step using existing <strong>training data<\/strong>.\r\n      <\/p>\r\n\r\n    <\/div>\r\n    <div class=\"novu-ki-grundlagen-v1__item\">\r\n\r\n      <div class=\"novu-ki-grundlagen-v1__item-icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n        <path d=\"M5 20V12\"><\/path>\r\n        <path d=\"M10 20V8\"><\/path>\r\n        <path d=\"M15 20V4\"><\/path>\r\n        <path d=\"M20 20V10\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <p class=\"novu-ki-grundlagen-v1__item-text\">\r\n        Learned relationships can then be applied to <strong>new and previously unseen data<\/strong>.\r\n      <\/p>\r\n\r\n    <\/div>\r\n    <div class=\"novu-ki-grundlagen-v1__item\">\r\n\r\n      <div class=\"novu-ki-grundlagen-v1__item-icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n        <path d=\"M5 20V12\"><\/path>\r\n        <path d=\"M10 20V8\"><\/path>\r\n        <path d=\"M15 20V4\"><\/path>\r\n        <path d=\"M20 20V10\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <p class=\"novu-ki-grundlagen-v1__item-text\">\r\n        Typical applications include <strong>forecasting, classification, pattern recognition, and customer analytics<\/strong>.\r\n      <\/p>\r\n\r\n    <\/div>\r\n    <div class=\"novu-ki-grundlagen-v1__item\">\r\n\r\n      <div class=\"novu-ki-grundlagen-v1__item-icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n        <path d=\"M5 20V12\"><\/path>\r\n        <path d=\"M10 20V8\"><\/path>\r\n        <path d=\"M15 20V4\"><\/path>\r\n        <path d=\"M20 20V10\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <p class=\"novu-ki-grundlagen-v1__item-text\">\r\n        The selection of suitable <a href=\"https:\/\/novustat.com\/statistik-blog\/machine-learning-algorithmen.html\">machine learning algorithms<\/a> depends on the data structure and objective.\r\n      <\/p>\r\n\r\n    <\/div>\r\n\r\n  <\/div>\r\n\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ab57235 e-con-full novu-form-card e-flex e-con e-child\" data-id=\"ab57235\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e9454cd elementor-widget elementor-widget-html\" data-id=\"e9454cd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div id=\"novu-ki-grundlagen-v1\">\r\n\r\n  <div class=\"novu-ki-grundlagen-v1__header\">\r\n\r\n    <div class=\"novu-ki-grundlagen-v1__header-icon\" aria-hidden=\"true\">\r\n      <svg viewBox=\"0 0 24 24\">\r\n      <path d=\"M4 6l8-3 8 3-8 3-8-3Z\"><\/path>\r\n      <path d=\"M7 8v5c0 2 2.2 4 5 4s5-2 5-4V8\"><\/path>\r\n      <path d=\"M20 6v6\"><\/path>\r\n      <\/svg>\r\n    <\/div>\r\n\r\n    <h3 class=\"novu-ki-grundlagen-v1__title\">\r\n      What learning methods are available?\r\n    <\/h3>\r\n\r\n  <\/div>\r\n\r\n  <div class=\"novu-ki-grundlagen-v1__content\">\r\n\r\n    <div class=\"novu-ki-grundlagen-v1__item\">\r\n\r\n      <div class=\"novu-ki-grundlagen-v1__item-icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n        <path d=\"M5 20V12\"><\/path>\r\n        <path d=\"M10 20V8\"><\/path>\r\n        <path d=\"M15 20V4\"><\/path>\r\n        <path d=\"M20 20V10\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <p class=\"novu-ki-grundlagen-v1__item-text\">\r\n        <strong>Supervised Learning:<\/strong> Training with known target values, for example for forecasting and classification.\r\n      <\/p>\r\n\r\n    <\/div>\r\n    <div class=\"novu-ki-grundlagen-v1__item\">\r\n\r\n      <div class=\"novu-ki-grundlagen-v1__item-icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n        <path d=\"M5 20V12\"><\/path>\r\n        <path d=\"M10 20V8\"><\/path>\r\n        <path d=\"M15 20V4\"><\/path>\r\n        <path d=\"M20 20V10\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <p class=\"novu-ki-grundlagen-v1__item-text\">\r\n        <strong>Unsupervised Learning:<\/strong> Identifying unknown structures, groups, and patterns without predefined target values.\r\n      <\/p>\r\n\r\n    <\/div>\r\n    <div class=\"novu-ki-grundlagen-v1__item\">\r\n\r\n      <div class=\"novu-ki-grundlagen-v1__item-icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n        <path d=\"M5 20V12\"><\/path>\r\n        <path d=\"M10 20V8\"><\/path>\r\n        <path d=\"M15 20V4\"><\/path>\r\n        <path d=\"M20 20V10\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <p class=\"novu-ki-grundlagen-v1__item-text\">\r\n        <a href=\"https:\/\/novustat.com\/statistik-blog\/reinforcement-learning-marketing.html\">Reinforcement Learning<\/a>: A system learns by evaluating its decisions and the resulting outcomes.\r\n      <\/p>\r\n\r\n    <\/div>\r\n    <div class=\"novu-ki-grundlagen-v1__item\">\r\n\r\n      <div class=\"novu-ki-grundlagen-v1__item-icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n        <path d=\"M5 20V12\"><\/path>\r\n        <path d=\"M10 20V8\"><\/path>\r\n        <path d=\"M15 20V4\"><\/path>\r\n        <path d=\"M20 20V10\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <p class=\"novu-ki-grundlagen-v1__item-text\">\r\n        The appropriate learning method depends on the <strong>use case, available data, and desired outcome<\/strong>.\r\n      <\/p>\r\n\r\n    <\/div>\r\n    <div class=\"novu-ki-grundlagen-v1__item\">\r\n\r\n      <div class=\"novu-ki-grundlagen-v1__item-icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\">\r\n        <path d=\"M5 20V12\"><\/path>\r\n        <path d=\"M10 20V8\"><\/path>\r\n        <path d=\"M15 20V4\"><\/path>\r\n        <path d=\"M20 20V10\"><\/path>\r\n        <\/svg>\r\n      <\/div>\r\n\r\n      <p class=\"novu-ki-grundlagen-v1__item-text\">\r\n        <strong>Data quality, model selection, training, and validation<\/strong> are essential for reliable models.\r\n      <\/p>\r\n\r\n    <\/div>\r\n\r\n  <\/div>\r\n\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5eb77c5 novu-r15-faq-row e-flex e-con-boxed e-con e-parent\" data-id=\"5eb77c5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-5c0940d e-con-full novu-r15-faq-intro e-flex e-con e-child\" data-id=\"5c0940d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cd7834d elementor-widget elementor-widget-spacer\" data-id=\"cd7834d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\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 class=\"elementor-element elementor-element-df217a1 elementor-widget elementor-widget-image\" data-id=\"df217a1\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;,&quot;_animation_delay&quot;:300}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/Novustat_N_Logo_Weiss_Blau1.o.b.png\" title=\"Novustat_N_Logo_White_Blue1.o.b\" alt=\"Novustat_N_Logo_White_Blue1.o.b\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a7a91a elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"9a7a91a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f20b8ed elementor-widget__width-initial elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"f20b8ed\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Frequently asked questions about AI consulting<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-20977db elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"20977db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c0b7f14 elementor-widget elementor-widget-html\" data-id=\"c0b7f14\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div id=\"novu-hero-buttons-only\">\n  <div class=\"novu-hero-buttons-row\">\n\n    <a class=\"novu-hero-btn novu-hero-btn-request\" href=\"\/en\/get-free-quote.html\">\n      <span class=\"novu-hero-icon\" aria-hidden=\"true\">\n        <svg viewBox=\"0 0 24 24\">\n          <path d=\"M22 2 11 13\"><\/path>\n          <path d=\"M22 2 15 22 11 13 2 9 22 2z\"><\/path>\n      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class=\"novu-header-flag novu-header-flag--ch\"><\/span>\n          <strong>+41 (0) 78 89 11111<\/strong>\n        <\/a>\n\n        <a href=\"tel:+18885233685\">\n          <span class=\"novu-header-flag novu-header-flag--us\" style=\"background-image:url(https:\/\/novustat.com\/wp-content\/uploads\/2026\/10\/novustat-united-states-flag.png)!important\"><\/span>\n          <strong>+1 (888) 5233685<\/strong>\n        <\/a>\n      <\/div>\n    <\/div>\n\n  <\/div>\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c8ffe53 e-con-full e-flex e-con e-child\" data-id=\"c8ffe53\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e214225 elementor-widget elementor-widget-html\" data-id=\"e214225\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div id=\"novu-faq-ki-beratung-v1\" class=\"novu-faq-ki-beratung-v1\">\r\n\r\n  <details class=\"novu-faq-ki-beratung-v1__item\" open>\r\n    <summary class=\"novu-faq-ki-beratung-v1__question\">\r\n      <h3 class=\"novu-faq-ki-beratung-v1__question-text\">\r\n        Which companies benefit from AI consulting?\r\n      <\/h3>\r\n      <span class=\"novu-faq-ki-beratung-v1__icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\"><path d=\"m7 10 5 5 5-5\"><\/path><\/svg>\r\n      <\/span>\r\n    <\/summary>\r\n    <div class=\"novu-faq-ki-beratung-v1__answer\">\r\n      <p>\r\n        AI consulting is suitable for companies that want to identify concrete opportunities for artificial intelligence, improve existing processes, or develop new data-driven solutions. This can involve individual use cases as well as a comprehensive AI strategy, pilot projects, or the introduction of new technologies.\r\n      <\/p>\r\n    <\/div>\r\n  <\/details>\r\n\r\n  <details class=\"novu-faq-ki-beratung-v1__item\">\r\n    <summary class=\"novu-faq-ki-beratung-v1__question\">\r\n      <h3 class=\"novu-faq-ki-beratung-v1__question-text\">\r\n        How does an AI consulting engagement with NOVUSTAT begin?\r\n      <\/h3>\r\n      <span class=\"novu-faq-ki-beratung-v1__icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\"><path d=\"m7 10 5 5 5-5\"><\/path><\/svg>\r\n      <\/span>\r\n    <\/summary>\r\n    <div class=\"novu-faq-ki-beratung-v1__answer\">\r\n      <p>\r\n        At the outset, we analyze your objectives, processes, data flows, and technical requirements. An AI potential assessment helps identify suitable use cases and prioritize them by value, feasibility, and effort. Based on this, we agree on the next steps for consulting and implementation.\r\n      <\/p>\r\n    <\/div>\r\n  <\/details>\r\n\r\n  <details class=\"novu-faq-ki-beratung-v1__item\">\r\n    <summary class=\"novu-faq-ki-beratung-v1__question\">\r\n      <h3 class=\"novu-faq-ki-beratung-v1__question-text\">\r\n        Which AI use cases can we advise on?\r\n      <\/h3>\r\n      <span class=\"novu-faq-ki-beratung-v1__icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\"><path d=\"m7 10 5 5 5-5\"><\/path><\/svg>\r\n      <\/span>\r\n    <\/summary>\r\n    <div class=\"novu-faq-ki-beratung-v1__answer\">\r\n      <p>\r\n        Typical use cases include process automation, document processing, forecasting, customer service, back-office operations, customer analytics, and intelligent assistance systems. The right solution depends on your data, processes, objectives, and existing technology architecture.\r\n      <\/p>\r\n    <\/div>\r\n  <\/details>\r\n\r\n  <details class=\"novu-faq-ki-beratung-v1__item\">\r\n    <summary class=\"novu-faq-ki-beratung-v1__question\">\r\n      <h3 class=\"novu-faq-ki-beratung-v1__question-text\">\r\n        What role do data quality and data flows play?\r\n      <\/h3>\r\n      <span class=\"novu-faq-ki-beratung-v1__icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\"><path d=\"m7 10 5 5 5-5\"><\/path><\/svg>\r\n      <\/span>\r\n    <\/summary>\r\n    <div class=\"novu-faq-ki-beratung-v1__answer\">\r\n      <p>\r\n        Data quality and stable data flows are key requirements for reliable AI solutions. We therefore assess which data is available, how it is structured, and whether it is suitable for the intended use case. If necessary, this can be complemented by <a href=\"https:\/\/novustat.com\/en\/statistical-consulting.html\">statistical consulting<\/a>.\r\n      <\/p>\r\n    <\/div>\r\n  <\/details>\r\n\r\n  <details class=\"novu-faq-ki-beratung-v1__item\">\r\n    <summary class=\"novu-faq-ki-beratung-v1__question\">\r\n      <h3 class=\"novu-faq-ki-beratung-v1__question-text\">\r\n        Does NOVUSTAT also support machine learning projects?\r\n      <\/h3>\r\n      <span class=\"novu-faq-ki-beratung-v1__icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\"><path d=\"m7 10 5 5 5-5\"><\/path><\/svg>\r\n      <\/span>\r\n    <\/summary>\r\n    <div class=\"novu-faq-ki-beratung-v1__answer\">\r\n      <p>\r\n        Yes. Depending on the question, we support the selection of suitable models, the development of forecasts, and the evaluation of technical approaches. You can also find an overview of common methods in our article on <a href=\"https:\/\/novustat.com\/statistik-blog\/machine-learning-algorithmen.html\">machine learning algorithms<\/a>.\r\n      <\/p>\r\n    <\/div>\r\n  <\/details>\r\n\r\n  <details class=\"novu-faq-ki-beratung-v1__item\">\r\n    <summary class=\"novu-faq-ki-beratung-v1__question\">\r\n      <h3 class=\"novu-faq-ki-beratung-v1__question-text\">\r\n        What is the difference between a pilot project and implementation?\r\n      <\/h3>\r\n      <span class=\"novu-faq-ki-beratung-v1__icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\"><path d=\"m7 10 5 5 5-5\"><\/path><\/svg>\r\n      <\/span>\r\n    <\/summary>\r\n    <div class=\"novu-faq-ki-beratung-v1__answer\">\r\n      <p>\r\n        A pilot project is used to test a prioritized AI use case under realistic conditions. Implementation in existing processes and systems only follows once the value, model quality, and technical feasibility have been sufficiently validated. This approach helps reduce project risk.\r\n      <\/p>\r\n    <\/div>\r\n  <\/details>\r\n\r\n  <details class=\"novu-faq-ki-beratung-v1__item\">\r\n    <summary class=\"novu-faq-ki-beratung-v1__question\">\r\n      <h3 class=\"novu-faq-ki-beratung-v1__question-text\">\r\n        How are governance, compliance, and protection requirements addressed?\r\n      <\/h3>\r\n      <span class=\"novu-faq-ki-beratung-v1__icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\"><path d=\"m7 10 5 5 5-5\"><\/path><\/svg>\r\n      <\/span>\r\n    <\/summary>\r\n    <div class=\"novu-faq-ki-beratung-v1__answer\">\r\n      <p>\r\n        When introducing AI, we consider governance, compliance, responsibilities, and protection requirements alongside the technical implementation. The goal is an operating model in which the use of technology is governed transparently and AI solutions can be developed and scaled in a controlled manner.\r\n      <\/p>\r\n    <\/div>\r\n  <\/details>\r\n\r\n  <details class=\"novu-faq-ki-beratung-v1__item\">\r\n    <summary class=\"novu-faq-ki-beratung-v1__question\">\r\n      <h3 class=\"novu-faq-ki-beratung-v1__question-text\">\r\n        Can AI also be used in marketing and customer service?\r\n      <\/h3>\r\n      <span class=\"novu-faq-ki-beratung-v1__icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\"><path d=\"m7 10 5 5 5-5\"><\/path><\/svg>\r\n      <\/span>\r\n    <\/summary>\r\n    <div class=\"novu-faq-ki-beratung-v1__answer\">\r\n      <p>\r\n        Yes. AI can support customer inquiries, segment customer groups, analyze behavior, and optimize marketing activities using data. Our article on <a href=\"https:\/\/novustat.com\/statistik-blog\/customer-analytics-crm-kundenanalyse-data-mining.html\">Customer Analytics<\/a>.\r\n      <\/p>\r\n    <\/div>\r\n  <\/details>\r\n\r\n  <details class=\"novu-faq-ki-beratung-v1__item\">\r\n    <summary class=\"novu-faq-ki-beratung-v1__question\">\r\n      <h3 class=\"novu-faq-ki-beratung-v1__question-text\">\r\n        When is reinforcement learning appropriate?\r\n      <\/h3>\r\n      <span class=\"novu-faq-ki-beratung-v1__icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\"><path d=\"m7 10 5 5 5-5\"><\/path><\/svg>\r\n      <\/span>\r\n    <\/summary>\r\n    <div class=\"novu-faq-ki-beratung-v1__answer\">\r\n      <p>\r\n        Reinforcement learning can be useful for selected decision problems in which a system gradually learns a strategy through feedback on its actions. You can find more information in our article on <a href=\"https:\/\/novustat.com\/statistik-blog\/reinforcement-learning-marketing.html\">Reinforcement Learning<\/a>.\r\n      <\/p>\r\n    <\/div>\r\n  <\/details>\r\n\r\n  <details class=\"novu-faq-ki-beratung-v1__item\">\r\n    <summary class=\"novu-faq-ki-beratung-v1__question\">\r\n      <h3 class=\"novu-faq-ki-beratung-v1__question-text\">\r\n        How much does AI consulting cost?\r\n      <\/h3>\r\n      <span class=\"novu-faq-ki-beratung-v1__icon\" aria-hidden=\"true\">\r\n        <svg viewBox=\"0 0 24 24\"><path d=\"m7 10 5 5 5-5\"><\/path><\/svg>\r\n      <\/span>\r\n    <\/summary>\r\n    <div class=\"novu-faq-ki-beratung-v1__answer\">\r\n      <p>\r\n        Costs depend on the scope, complexity of the use cases, and the level of support required. A potential assessment involves a different effort than developing an AI strategy or supporting a pilot project through implementation. Before the project starts, you receive an individually tailored and transparent proposal.\r\n      <\/p>\r\n    <\/div>\r\n  <\/details>\r\n\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Artificial intelligence as a component of data science is gaining ground at a particularly rapid pace and is becoming an integral part of our everyday lives. AI is also becoming increasingly important in the corporate context, as its potential for optimizing operational decisions, creating forecasts and determining potential for improvement in your company is enormous. [&hellip;]<\/p>\n","protected":false},"author":17,"featured_media":0,"parent":15216,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_uag_custom_page_level_css":"","footnotes":""},"class_list":["post-19703","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI Consulting for Businesses | NOVUSTAT Statistics Consulting<\/title>\n<meta name=\"description\" content=\"AI consulting for companies - Our experts in the field of artificial intelligence provide you with comprehensive &amp; professional support!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/novustat.com\/en\/data-science-consulting\/ai-consulting.html\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI Consulting for Businesses | NOVUSTAT Statistics Consulting\" \/>\n<meta property=\"og:description\" content=\"AI consulting for companies - Our experts in the field of artificial intelligence provide you with comprehensive &amp; 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using artificial intelligence for your purposes"}]},{"@type":"WebSite","@id":"https:\/\/novustat.com\/en#website","url":"https:\/\/novustat.com\/en","name":"Statistik Service","description":"NOVUSTAT.COM","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/novustat.com\/en?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en"}]}},"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false},"uagb_author_info":{"display_name":"Markus Buchheit","author_link":"https:\/\/novustat.com\/en\/statistik-blog\/author\/markus-buchheit"},"uagb_comment_info":0,"uagb_excerpt":"Artificial intelligence as a component of data science is gaining ground at a particularly rapid pace and is becoming an integral part of our everyday lives. 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