{"id":1085,"date":"2022-05-24T14:41:40","date_gmt":"2022-05-24T13:41:40","guid":{"rendered":"https:\/\/ailio.de\/4-important-success-factors-for-data-science-projects-in-your-company\/"},"modified":"2022-11-23T17:27:51","modified_gmt":"2022-11-23T16:27:51","slug":"4-important-success-factors-for-data-science-projects-in-your-company","status":"publish","type":"post","link":"https:\/\/ailio.de\/en\/4-important-success-factors-for-data-science-projects-in-your-company\/","title":{"rendered":"4 important success factors for data science projects in your company"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1085\" class=\"elementor elementor-1085 elementor-868\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3d36a9e2 elementor-section-full_width elementor-section-height-min-height elementor-section-items-stretch elementor-hidden-mobile elementor-section-height-default\" data-id=\"3d36a9e2\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;background_motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;background_motion_fx_opacity_effect&quot;:&quot;yes&quot;,&quot;background_motion_fx_opacity_range&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:5,&quot;end&quot;:5}},&quot;background_motion_fx_range&quot;:&quot;page&quot;,&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_effects_offset&quot;:50,&quot;background_motion_fx_opacity_direction&quot;:&quot;out-in&quot;,&quot;background_motion_fx_opacity_level&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;background_motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_offset&quot;:0,&quot;sticky_anchor_link_offset&quot;:0}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-2c62a895\" data-id=\"2c62a895\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_range&quot;:&quot;page&quot;,&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&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-77897b0f logo elementor-invisible elementor-widget elementor-widget-image\" data-id=\"77897b0f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;,&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_effects_offset&quot;:50,&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_offset&quot;:0,&quot;sticky_anchor_link_offset&quot;:0}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/ailio.de\/en\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/ailio.de\/wp-content\/uploads\/2020\/05\/Logo_Ailio_hoch_w.png\" title=\"Logo_Ailio_hoch_w\" alt=\"Logo_Ailio_hoch_w\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-5f3e1a25\" data-id=\"5f3e1a25\" 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-49de7e11 elementor-widget elementor-widget-menu-anchor\" data-id=\"49de7e11\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"home\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b3edceb elementor-nav-menu__align-end elementor-nav-menu--dropdown-mobile elementor-nav-menu__text-align-aside elementor-nav-menu--toggle elementor-nav-menu--burger elementor-invisible elementor-widget elementor-widget-global elementor-global-1609 elementor-global-1420 elementor-widget-nav-menu\" data-id=\"6b3edceb\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;,&quot;submenu_icon&quot;:{&quot;value&quot;:&quot;fas 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menu-item-1660\"><a href=\"https:\/\/ailio.de\/en\/?page_id=1405\" class=\"elementor-sub-item\">Services<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2174\"><a href=\"https:\/\/ailio.de\/en\/ai-use-cases-overview\/\" class=\"elementor-sub-item\">AI use cases overview<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2175\"><a href=\"https:\/\/ailio.de\/en\/business-intelligence\/\" class=\"elementor-sub-item\">Business Intelligence<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-2176\"><a href=\"#\" class=\"elementor-sub-item elementor-item-anchor\">Technologien<\/a>\n\t<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2177\"><a href=\"https:\/\/ailio.de\/en\/microsoft-azure-partnership\/\" class=\"elementor-sub-item\">Microsoft Azure 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menu-item-2182\"><a href=\"#\" class=\"elementor-item elementor-item-anchor\">Azure &#038; Databricks<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2183\"><a href=\"https:\/\/ailio.de\/en\/databricks-partnership\/\" class=\"elementor-sub-item\">Databricks partnership<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2184\"><a href=\"https:\/\/ailio.de\/en\/microsoft-azure-partnership\/\" class=\"elementor-sub-item\">Microsoft Azure partnership<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2185\"><a href=\"https:\/\/ailio.de\/en\/apache-kafka-event-streaming\/\" class=\"elementor-sub-item\">Apache Kafka Event Streaming<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-1677\"><a href=\"https:\/\/ailio.de\/en\/blog\/\" class=\"elementor-item\">Ressources<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1679\"><a href=\"https:\/\/ailio.de\/en\/blog\/\" class=\"elementor-sub-item\">Blog<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1675\"><a href=\"https:\/\/ailio.de\/en\/jobs\/\" class=\"elementor-sub-item\">Jobs<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-1817\"><a href=\"https:\/\/ailio.de\/en\/#contact\" class=\"elementor-item elementor-item-anchor\">> Potential Analysis<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t<div class=\"elementor-menu-toggle\" role=\"button\" tabindex=\"0\" aria-label=\"Menu Toggle\" aria-expanded=\"false\">\n\t\t\t<i aria-hidden=\"true\" role=\"presentation\" class=\"elementor-menu-toggle__icon--open eicon-menu-bar\"><\/i><i aria-hidden=\"true\" role=\"presentation\" 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menu-item-2174\"><a href=\"https:\/\/ailio.de\/en\/ai-use-cases-overview\/\" class=\"elementor-sub-item\" tabindex=\"-1\">AI use cases overview<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2175\"><a href=\"https:\/\/ailio.de\/en\/business-intelligence\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Business Intelligence<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-2176\"><a href=\"#\" class=\"elementor-sub-item elementor-item-anchor\" tabindex=\"-1\">Technologien<\/a>\n\t<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2177\"><a href=\"https:\/\/ailio.de\/en\/microsoft-azure-partnership\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Microsoft Azure partnership<\/a><\/li>\n\t\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2178\"><a href=\"https:\/\/ailio.de\/en\/databricks-partnership\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Databricks partnership<\/a><\/li>\n\t\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2179\"><a href=\"https:\/\/ailio.de\/en\/apache-kafka-event-streaming\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Apache Kafka Event Streaming<\/a><\/li>\n\t\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2180\"><a href=\"https:\/\/ailio.de\/en\/tech-stack-overview\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Tech stack overview<\/a><\/li>\n\t<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2181\"><a href=\"https:\/\/ailio.de\/en\/success-stories\/\" class=\"elementor-item\" tabindex=\"-1\">Success stories<\/a><\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-2182\"><a href=\"#\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">Azure &#038; Databricks<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2183\"><a href=\"https:\/\/ailio.de\/en\/databricks-partnership\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Databricks partnership<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2184\"><a href=\"https:\/\/ailio.de\/en\/microsoft-azure-partnership\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Microsoft Azure partnership<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2185\"><a href=\"https:\/\/ailio.de\/en\/apache-kafka-event-streaming\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Apache Kafka Event Streaming<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-1677\"><a href=\"https:\/\/ailio.de\/en\/blog\/\" class=\"elementor-item\" tabindex=\"-1\">Ressources<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1679\"><a href=\"https:\/\/ailio.de\/en\/blog\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Blog<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1675\"><a href=\"https:\/\/ailio.de\/en\/jobs\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Jobs<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-1817\"><a href=\"https:\/\/ailio.de\/en\/#contact\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">> Potential Analysis<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-232d0f67 elementor-section-full_width elementor-hidden-desktop elementor-hidden-tablet elementor-section-height-min-height elementor-section-height-default elementor-section-items-middle\" data-id=\"232d0f67\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;background_motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;background_motion_fx_opacity_effect&quot;:&quot;yes&quot;,&quot;background_motion_fx_opacity_range&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:10,&quot;end&quot;:10}},&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_effects_offset_mobile&quot;:50,&quot;background_motion_fx_opacity_direction&quot;:&quot;out-in&quot;,&quot;background_motion_fx_opacity_level&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;background_motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_offset&quot;:0,&quot;sticky_effects_offset&quot;:0,&quot;sticky_anchor_link_offset&quot;:0}\">\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-4ef4f4cd\" data-id=\"4ef4f4cd\" 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-22435821 elementor-widget elementor-widget-shortcode\" data-id=\"22435821\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<header data-elementor-type=\"header\" data-elementor-id=\"1596\" class=\"elementor elementor-1596 elementor-431\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-393e3d4 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"393e3d4\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-f6d5e8b\" data-id=\"f6d5e8b\" 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-046e347 elementor-widget-mobile__width-auto elementor-invisible elementor-widget elementor-widget-image\" data-id=\"046e347\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/ailio.de\/en\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"97\" height=\"51\" src=\"https:\/\/ailio.de\/wp-content\/uploads\/2020\/05\/Logo_Ailio_mobil.png\" class=\"attachment-medium size-medium wp-image-984\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-a7f5721\" data-id=\"a7f5721\" 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-d824420 elementor-nav-menu__align-end elementor-nav-menu--stretch elementor-nav-menu--dropdown-tablet elementor-nav-menu__text-align-aside elementor-nav-menu--toggle elementor-nav-menu--burger elementor-invisible elementor-widget elementor-widget-nav-menu\" data-id=\"d824420\" data-element_type=\"widget\" data-e-type=\"widget\" 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href=\"https:\/\/ailio.de\/en\/success-stories\/\" class=\"elementor-item\" tabindex=\"-1\">Success stories<\/a><\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-2182\"><a href=\"#\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">Azure &#038; Databricks<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2183\"><a href=\"https:\/\/ailio.de\/en\/databricks-partnership\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Databricks partnership<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2184\"><a href=\"https:\/\/ailio.de\/en\/microsoft-azure-partnership\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Microsoft Azure partnership<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2185\"><a href=\"https:\/\/ailio.de\/en\/apache-kafka-event-streaming\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Apache Kafka Event Streaming<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-1677\"><a href=\"https:\/\/ailio.de\/en\/blog\/\" class=\"elementor-item\" tabindex=\"-1\">Ressources<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1679\"><a href=\"https:\/\/ailio.de\/en\/blog\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Blog<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1675\"><a href=\"https:\/\/ailio.de\/en\/jobs\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Jobs<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-1817\"><a href=\"https:\/\/ailio.de\/en\/#contact\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">> Potential Analysis<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d162869 elementor-widget elementor-widget-menu-anchor\" data-id=\"d162869\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"totop\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/header>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<header class=\"elementor-section elementor-top-section elementor-element elementor-element-148f34c8 elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"148f34c8\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;,&quot;shape_divider_bottom&quot;:&quot;pyramids&quot;,&quot;animation&quot;:&quot;none&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M761.9,44.1L643.1,27.2L333.8,98L0,3.8V0l1000,0v3.9\"\/>\n<\/svg>\t\t<\/div>\n\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-52843546\" data-id=\"52843546\" 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-9e78891 elementor-widget elementor-widget-post-info\" data-id=\"9e78891\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-c40290d elementor-inline-item\" itemprop=\"author\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-user-alt\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-author\">\n\t\t\t\t\t\t\t\t\t\tAleksander Fegel\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-51fc0a2 elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-calendar-check\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>24\/05\/2022<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-767f47b6 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"767f47b6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">4 important success factors for data science projects in your company<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/header>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-493fbacc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"493fbacc\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4bbe4a1a\" data-id=\"4bbe4a1a\" 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-76f44ab elementor-widget elementor-widget-image\" data-id=\"76f44ab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"451\" height=\"451\" src=\"https:\/\/ailio.de\/wp-content\/uploads\/2020\/05\/DataScience.png\" class=\"attachment-full size-full wp-image-973\" alt=\"\" srcset=\"https:\/\/ailio.de\/wp-content\/uploads\/2020\/05\/DataScience.png 451w, https:\/\/ailio.de\/wp-content\/uploads\/2020\/05\/DataScience-300x300.png 300w, https:\/\/ailio.de\/wp-content\/uploads\/2020\/05\/DataScience-150x150.png 150w\" sizes=\"(max-width: 451px) 100vw, 451px\" \/>\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<div class=\"elementor-element elementor-element-53c4b6fd elementor-widget elementor-widget-text-editor\" data-id=\"53c4b6fd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"MsoNormal\">Data science projects can be very challenging. The basic challenge is often not that they are particularly complex, costly or lengthy, as is the case with most software projects, but rather in the minds of the managers.<\/p>\n<p class=\"MsoNormal\">As a service provider whose mission is to bring data science and artificial intelligence to medium-sized companies and to exploit the untapped potential, we on the Ailio side are often faced with a very specific challenge:<br>&#8220;We&#8217;re developing something with technologies that are abstract to you where we can&#8217;t promise you the exact outcome and whether the challenge is even solvable.&#8221;<\/p>\n<p class=\"MsoNormal\">This doesn&#8217;t sound like a very management-friendly pitch at first, and of course we&#8217;ll do our best to make it sexier and more comprehensible.<\/p>\n<p class=\"MsoNormal\">In essence, however, the statement is true &#8211; Data Science projects always have a Research and Development (R&amp;D) character. Every company is different &#8211; even if they come from the same industry and have a similar data and IT strategy. The quality, quantity and form of the data is always different and has a massive impact on approach, effort as well as success.<\/p>\n<p class=\"MsoNormal\">In short, you usually just don&#8217;t know beforehand and you just have to do it. As a rule, good results can be achieved with a manageable amount of effort, the amount of data available to an SME is completely sufficient for most use cases, and with a good evaluation, the use case usually does not fundamentally fail.  <br>But you just don&#8217;t know beforehand &#8230; and false promises have a taint as they would say in southern Germany.<\/p>\n<p class=\"MsoNormal\">So how can we ensure that projects are a success and make the investment decision as attractive as possible?<\/p>\n<h2 class=\"MsoListParagraph\" style=\"text-indent: -18.0pt; mso-list: l0 level1 lfo1;\">1.<span style=\"font-variant-numeric: normal; font-variant-east-asian: normal; font-stretch: normal; font-size: 7pt; line-height: normal; font-family: 'Times New Roman';\">       <\/span>Multi-stage project plan &#8211; from deep dive to PoC to MVP and release<\/h2>\n<p class=\"MsoNormal\">Basically, it is recommended to think in small risk-minimizing steps and not to try to plan the big picture immediately. You have an exciting use case and data for it? First a deep dive into the data to really understand it, get questions answered, see what is missing and needs to be expanded &#8230; this usually takes a week at most and has many tangible benefits. Starting with the company understanding its own data in the first place.<\/p>\n<p class=\"MsoNormal\">After that, a short proof of concept is recommended in which a minimal version is implemented that proves that the basic assumption is correct and feasible. If the deep dive reveals that the data structure and infrastructure first have to-dos to enable the company to execute DS projects &#8230; this is still necessary before PoC as needed.<\/p>\n<p class=\"MsoNormal\">A proof of concept should ideally take between 5 and 20 days, depending on the use case, and thus keep the investment required for it lean.<\/p>\n<p class=\"MsoNormal\">At the end of these phases, you have invested about 15-30 project days, which is a manageable investment for most companies, with the result of having a clear picture of your own data situation, having it transformed and optimized, and knowing exactly what can be implemented with it and to what extent.<\/p>\n<p class=\"MsoNormal\">Based on the PoC findings, a concrete project plan for the MvP can usually be created and more concrete promises can be made &#8230; so we are slowly becoming management-ready. From here on we have a normal software project.<\/p>\n<h2 class=\"MsoListParagraph\" style=\"text-indent: -18.0pt; mso-list: l0 level1 lfo1;\">2.<span style=\"font-variant-numeric: normal; font-variant-east-asian: normal; font-stretch: normal; font-size: 7pt; line-height: normal; font-family: 'Times New Roman';\">       <\/span>Get stakeholders and users on board in advance<\/h2>\n<p class=\"MsoNormal\">Many data science projects are actually doomed before they are even started. Especially in the corporate environment, you wouldn&#8217;t believe how much we have already developed that, although it was successful and would have been very useful to use, never exceeded the PoC phase.<\/p>\n<p class=\"MsoNormal\">Why is that? In the end, data science projects change the daily work of people who are often never consulted or involved in the development. As a result, the initial good idea was never advertised and accepted internally. Here comes the unpleasant surprise at the end, when the person in charge of the department the project is supposed to help is not really behind it and the employees do not understand what it is all about or are even afraid of it.<\/p>\n<h2 class=\"MsoListParagraph\" style=\"text-indent: -18.0pt; mso-list: l0 level1 lfo1;\">3.<span style=\"font-variant-numeric: normal; font-variant-east-asian: normal; font-stretch: normal; font-size: 7pt; line-height: normal; font-family: 'Times New Roman';\">       <\/span>Ensure access and bring technical partners on board<\/h2>\n<p class=\"MsoNormal\">The same game as in point 2, but on a technical level &#8230; a company is able to massively increase the costs for a data science project for itself and at the same time minimize the probability of success by not giving the data science team the access and support it would need due to departmental thinking and a lack of willingness to cooperate on the part of corporate IT. A DS project rarely works by itself. Often the results need to be integrated into the software, API&#8217;s need to be addressed, data needs to be made available and explained, or perhaps captured in the first place.<\/p>\n<h2 class=\"MsoListParagraph\" style=\"text-indent: -18.0pt; mso-list: l0 level1 lfo1;\">4.<span style=\"font-variant-numeric: normal; font-variant-east-asian: normal; font-stretch: normal; font-size: 7pt; line-height: normal; font-family: 'Times New Roman';\">       <\/span>The faith<\/h2>\n<p> <\/p>\n<p class=\"MsoNormal\">Believing in data science is one thing &#8230; you can smile at it or take it seriously. In the end, the goal of data science projects is to make data-driven and fact-based decisions. You develop a software that sees all the data, recognizes it and can make connections that the human brain can never oversee or understand. In the end, the decision how to deal with the results of the software is often still in human hands. In the end, data science has little to do with faith as it is the way away from manual work and gut feeling decision to automation and fact-based approach. Here, there needs to be a shift in thinking at the organizational level to understand &#8211; that even if the results are not calculable and predictable &#8211; they will certainly be more concrete and reliable than pure gut feeling. An understandable thought in itself, but one that nevertheless causes many inexperienced decision-makers in the data science environment a stomachache when making investment decisions.<\/p>\n<div class=\"elementor-element elementor-element-53c4b6fd elementor-widget elementor-widget-text-editor\" data-id=\"53c4b6fd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<div class=\"elementor-text-editor elementor-clearfix\">\n<h2>Do you want to address these issues?<\/h2>\n<p>Ailio GmbH is a Bielefeld-based service provider specializing in data science and artificial intelligence. We advise in both areas and unleash the potential of data that is currently lying fallow in German SMEs. In doing so, we take a cost-optimizing and risk-minimizing approach. If you are interested, please contact us directly!<\/p>\n<\/div>\n<\/div>\n<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7081a2e elementor-post-navigation-borders-yes elementor-widget elementor-widget-post-navigation\" data-id=\"7081a2e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-navigation.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-post-navigation\" role=\"navigation\" aria-label=\"Post Navigation\">\n\t\t\t<div class=\"elementor-post-navigation__prev elementor-post-navigation__link\">\n\t\t\t\t<a href=\"https:\/\/ailio.de\/en\/4-ai-trends-that-will-shape-digital-roadmaps-in-2022\/\" rel=\"prev\"><span class=\"elementor-post-navigation__link__prev\"><span class=\"post-navigation__prev--label\">back<\/span><span class=\"post-navigation__prev--title\">4 AI trends that will shape digital roadmaps in 2022<\/span><\/span><\/a>\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-post-navigation__separator-wrapper\">\n\t\t\t\t\t<div class=\"elementor-post-navigation__separator\"><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-post-navigation__next elementor-post-navigation__link\">\n\t\t\t\t<a href=\"https:\/\/ailio.de\/en\/3-modern-ways-to-automate-business-processes\/\" rel=\"next\"><span class=\"elementor-post-navigation__link__next\"><span class=\"post-navigation__next--label\">more<\/span><span class=\"post-navigation__next--title\">3 modern ways to automate business processes<\/span><\/span><\/a>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1235a8d elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"1235a8d\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8454abe\" data-id=\"8454abe\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&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-ff048b5 elementor-posts--align-left elementor-grid-tablet-1 elementor-grid-3 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-posts--show-avatar elementor-card-shadow-yes elementor-posts__hover-gradient elementor-widget elementor-widget-posts\" data-id=\"ff048b5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;cards_columns_tablet&quot;:&quot;1&quot;,&quot;cards_columns&quot;:&quot;3&quot;,&quot;cards_columns_mobile&quot;:&quot;1&quot;,&quot;cards_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:35,&quot;sizes&quot;:[]},&quot;cards_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;cards_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.cards\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-cards elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-2300 post type-post status-publish format-standard has-post-thumbnail hentry category-azure-en category-data-science-applications\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/ailio.de\/en\/the-achilles-heel-of-rag-systems-how-prompts-are-smuggled-in-and-how-to-protect-yourself\/\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/security-in-rag-systemen-300x169.png\" class=\"attachment-medium size-medium wp-image-2299\" alt=\"\" srcset=\"https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/security-in-rag-systemen-300x169.png 300w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/security-in-rag-systemen-1024x576.png 1024w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/security-in-rag-systemen-768x432.png 768w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/security-in-rag-systemen-1536x864.png 1536w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/security-in-rag-systemen-2048x1152.png 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__avatar\">\n\t\t\t<img alt='Aleksander Fegel' src='https:\/\/secure.gravatar.com\/avatar\/e4d2d1345eb759c01f494bfa4e3f34e1b2b0bdcfc6dd43a0241eef44fd5c9309?s=128&#038;d=wp_user_avatar&#038;r=g' srcset='https:\/\/secure.gravatar.com\/avatar\/e4d2d1345eb759c01f494bfa4e3f34e1b2b0bdcfc6dd43a0241eef44fd5c9309?s=256&#038;d=wp_user_avatar&#038;r=g 2x' class='avatar avatar-128 photo' height='128' width='128' \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/ailio.de\/en\/the-achilles-heel-of-rag-systems-how-prompts-are-smuggled-in-and-how-to-protect-yourself\/\" >\n\t\t\t\tThe security Achilles heel of RAG systems: How prompts are smuggled in (and how to protect yourself)\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Retrieval Augmented Generation (RAG) systems are revolutionizing how we interact with information. By combining Large Language Models (LLMs) with external knowledge databases, they provide more<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/ailio.de\/en\/the-achilles-heel-of-rag-systems-how-prompts-are-smuggled-in-and-how-to-protect-yourself\/\" aria-label=\"Read more about The security Achilles heel of RAG systems: How prompts are smuggled in (and how to protect yourself)\" tabindex=\"-1\" >\n\t\t\tread more &gt;\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tAleksander Fegel\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tMay 6, 2025\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-2296 post type-post status-publish format-standard has-post-thumbnail hentry category-data-science-applications category-databricks-en tag-ai-use-cases-industry tag-artificial-intelligence-manufacturing-examples tag-data-lakehouse-en tag-databricks-en tag-generative-design tag-industrial-ai-en tag-industry-4-0 tag-machine-learning-en tag-predictive-maintenance-en tag-production-optimization tag-quality-control tag-supply-chain-optimization\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/ailio.de\/en\/industrial-ai-the-top-5-ai-use-cases-that-will-revolutionize-your-manufacturing-with-databricks-lakehouse-power\/\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/industrial-ai-usecases-databricks-300x169.png\" class=\"attachment-medium size-medium wp-image-2295\" alt=\"\" srcset=\"https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/industrial-ai-usecases-databricks-300x169.png 300w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/industrial-ai-usecases-databricks-1024x576.png 1024w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/industrial-ai-usecases-databricks-768x432.png 768w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/industrial-ai-usecases-databricks-1536x864.png 1536w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/industrial-ai-usecases-databricks-2048x1152.png 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__avatar\">\n\t\t\t<img alt='Aleksander Fegel' src='https:\/\/secure.gravatar.com\/avatar\/e4d2d1345eb759c01f494bfa4e3f34e1b2b0bdcfc6dd43a0241eef44fd5c9309?s=128&#038;d=wp_user_avatar&#038;r=g' srcset='https:\/\/secure.gravatar.com\/avatar\/e4d2d1345eb759c01f494bfa4e3f34e1b2b0bdcfc6dd43a0241eef44fd5c9309?s=256&#038;d=wp_user_avatar&#038;r=g 2x' class='avatar avatar-128 photo' height='128' width='128' \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/ailio.de\/en\/industrial-ai-the-top-5-ai-use-cases-that-will-revolutionize-your-manufacturing-with-databricks-lakehouse-power\/\" >\n\t\t\t\tIndustrial AI: The top 5 AI use cases that will revolutionize your manufacturing (with Databricks &amp; Lakehouse Power)\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>The manufacturing industry is on the threshold of a new era &#8211; driven by the power of artificial intelligence (AI) and the concept of Industry<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/ailio.de\/en\/industrial-ai-the-top-5-ai-use-cases-that-will-revolutionize-your-manufacturing-with-databricks-lakehouse-power\/\" aria-label=\"Read more about Industrial AI: The top 5 AI use cases that will revolutionize your manufacturing (with Databricks &amp; Lakehouse Power)\" tabindex=\"-1\" >\n\t\t\tread more &gt;\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tAleksander Fegel\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tMay 6, 2025\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-2292 post type-post status-publish format-standard has-post-thumbnail hentry category-data-science-applications tag-ai-en tag-artificial-intelligence tag-business-intelligence-en tag-data-analysis tag-decision-making tag-digitization tag-innovation-en tag-machine-learning-explanation tag-predictive-analytics-en tag-reinforcement-learning-en tag-supervised-learning-en tag-what-is-ml\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/ailio.de\/en\/machine-learning-explanation-for-decision-makers-what-your-company-needs-to-know-about-ml\/\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/ailio.de\/wp-content\/uploads\/2025\/04\/machine-learning-einfach-erklaert-fuer-entscheider-300x169.png\" class=\"attachment-medium size-medium wp-image-2290\" alt=\"\" srcset=\"https:\/\/ailio.de\/wp-content\/uploads\/2025\/04\/machine-learning-einfach-erklaert-fuer-entscheider-300x169.png 300w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/04\/machine-learning-einfach-erklaert-fuer-entscheider-1024x576.png 1024w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/04\/machine-learning-einfach-erklaert-fuer-entscheider-768x432.png 768w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/04\/machine-learning-einfach-erklaert-fuer-entscheider-1536x864.png 1536w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/04\/machine-learning-einfach-erklaert-fuer-entscheider.png 1960w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__avatar\">\n\t\t\t<img alt='Aleksander Fegel' src='https:\/\/secure.gravatar.com\/avatar\/e4d2d1345eb759c01f494bfa4e3f34e1b2b0bdcfc6dd43a0241eef44fd5c9309?s=128&#038;d=wp_user_avatar&#038;r=g' srcset='https:\/\/secure.gravatar.com\/avatar\/e4d2d1345eb759c01f494bfa4e3f34e1b2b0bdcfc6dd43a0241eef44fd5c9309?s=256&#038;d=wp_user_avatar&#038;r=g 2x' class='avatar avatar-128 photo' height='128' width='128' \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/ailio.de\/en\/machine-learning-explanation-for-decision-makers-what-your-company-needs-to-know-about-ml\/\" >\n\t\t\t\tMachine learning explanation for decision-makers: What your company needs to know about ML\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Artificial intelligence (AI) and machine learning (ML) are on everyone&#8217;s lips. They promise to revolutionize industries, optimize processes and create completely new business opportunities. But<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/ailio.de\/en\/machine-learning-explanation-for-decision-makers-what-your-company-needs-to-know-about-ml\/\" aria-label=\"Read more about Machine learning explanation for decision-makers: What your company needs to know about ML\" tabindex=\"-1\" >\n\t\t\tread more &gt;\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tAleksander Fegel\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tApril 17, 2025\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d91509b elementor-section-full_width elementor-section-height-default elementor-section-height-default\" 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class=\"fab fa-facebook-f\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-youtube elementor-repeater-item-17a5a77\" href=\"https:\/\/www.youtube.com\/channel\/UCYYIIFE1GFZ0ZBXhv4PObgQ\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Youtube<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fab fa-youtube\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-instagram elementor-repeater-item-e8a0c23\" href=\"https:\/\/www.instagram.com\/ailio_gmbh\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Instagram<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fab fa-instagram\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-2b0627f\" data-id=\"2b0627f\" data-element_type=\"column\" data-e-type=\"column\" id=\"spalte2\">\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-7cbb5dd elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"7cbb5dd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#totop\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">UP<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc60e67 elementor-widget elementor-widget-heading\" data-id=\"fc60e67\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\"><span class=\"elementor-heading-title elementor-size-small elementor-inline-editing pen\" data-elementor-setting-key=\"title\" data-pen-placeholder=\"Eingabe hier...\">\u00a9 2022 Ailio Ltd.<\/span><\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-15ef4b9 elementor-hidden-desktop elementor-hidden-tablet elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"15ef4b9\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-9fecb1a\" data-id=\"9fecb1a\" 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-b017793 elementor-nav-menu--stretch elementor-nav-menu--dropdown-tablet elementor-nav-menu__text-align-aside elementor-widget elementor-widget-nav-menu\" data-id=\"b017793\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;full_width&quot;:&quot;stretch&quot;,&quot;layout&quot;:&quot;horizontal&quot;,&quot;submenu_icon&quot;:{&quot;value&quot;:&quot;&lt;i class=\\&quot;fas fa-caret-down\\&quot; aria-hidden=\\&quot;true\\&quot;&gt;&lt;\\\/i&gt;&quot;,&quot;library&quot;:&quot;fa-solid&quot;}}\" data-widget_type=\"nav-menu.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<nav aria-label=\"Menu\" class=\"elementor-nav-menu--main elementor-nav-menu__container elementor-nav-menu--layout-horizontal e--pointer-underline e--animation-fade\">\n\t\t\t\t<ul id=\"menu-1-b017793\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1655\"><a href=\"https:\/\/ailio.de\/en\/imprint\/\" class=\"elementor-item\">Imprint<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1657\"><a href=\"https:\/\/ailio.de\/en\/agb\/\" class=\"elementor-item\">AGB<\/a><\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-2211\"><a href=\"http:\/\/Datenschutzerkl\u00e4rung\" class=\"elementor-item\">Data Privacy<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t\t<nav class=\"elementor-nav-menu--dropdown elementor-nav-menu__container\" aria-hidden=\"true\">\n\t\t\t\t<ul id=\"menu-2-b017793\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1655\"><a href=\"https:\/\/ailio.de\/en\/imprint\/\" class=\"elementor-item\" tabindex=\"-1\">Imprint<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1657\"><a href=\"https:\/\/ailio.de\/en\/agb\/\" class=\"elementor-item\" tabindex=\"-1\">AGB<\/a><\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-2211\"><a href=\"http:\/\/Datenschutzerkl\u00e4rung\" class=\"elementor-item\" tabindex=\"-1\">Data Privacy<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-3056820\" data-id=\"3056820\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/footer>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-42a1109 elementor-section-full_width elementor-hidden-phone elementor-section-height-default elementor-section-height-default\" data-id=\"42a1109\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5153108\" data-id=\"5153108\" 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-5c645ab elementor-widget elementor-widget-shortcode\" data-id=\"5c645ab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<footer data-elementor-type=\"footer\" data-elementor-id=\"1592\" class=\"elementor elementor-1592 elementor-327\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-19a7e79 elementor-section-full_width elementor-hidden-phone elementor-section-height-default elementor-section-height-default\" data-id=\"19a7e79\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-a35b907\" data-id=\"a35b907\" 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-c221588 elementor-hidden-phone elementor-widget elementor-widget-image\" data-id=\"c221588\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/ailio.de\/en\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"152\" height=\"80\" src=\"https:\/\/ailio.de\/wp-content\/uploads\/2020\/05\/Logo_Ailio_quer_rgb_footer.png\" class=\"attachment-large size-large wp-image-980\" alt=\"\" srcset=\"https:\/\/ailio.de\/wp-content\/uploads\/2020\/05\/Logo_Ailio_quer_rgb_footer.png 152w, https:\/\/ailio.de\/wp-content\/uploads\/2020\/05\/Logo_Ailio_quer_rgb_footer-150x80.png 150w\" sizes=\"(max-width: 152px) 100vw, 152px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-ef82e76\" data-id=\"ef82e76\" 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-68ec49d elementor-nav-menu__align-end elementor-nav-menu--dropdown-mobile elementor-nav-menu--stretch elementor-nav-menu__text-align-center elementor-nav-menu--toggle elementor-nav-menu--burger elementor-widget elementor-widget-nav-menu\" data-id=\"68ec49d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;full_width&quot;:&quot;stretch&quot;,&quot;layout&quot;:&quot;horizontal&quot;,&quot;submenu_icon&quot;:{&quot;value&quot;:&quot;&lt;i class=\\&quot;fas fa-caret-down\\&quot; aria-hidden=\\&quot;true\\&quot;&gt;&lt;\\\/i&gt;&quot;,&quot;library&quot;:&quot;fa-solid&quot;},&quot;toggle&quot;:&quot;burger&quot;}\" data-widget_type=\"nav-menu.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<nav aria-label=\"Menu\" class=\"elementor-nav-menu--main elementor-nav-menu__container elementor-nav-menu--layout-horizontal e--pointer-text e--animation-grow\">\n\t\t\t\t<ul id=\"menu-1-68ec49d\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1694\"><a href=\"https:\/\/ailio.de\/en\/jobs\/\" class=\"elementor-item\">Jobs<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1695\"><a href=\"https:\/\/ailio.de\/en\/blog\/\" class=\"elementor-item\">Blog<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1697\"><a href=\"https:\/\/ailio.de\/en\/?page_id=1197\" class=\"elementor-item\">Location Bielefeld<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1698\"><a href=\"https:\/\/ailio.de\/en\/?page_id=1205\" class=\"elementor-item\">Location Hamburg<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2192\"><a href=\"https:\/\/ailio.de\/en\/?page_id=2072\" class=\"elementor-item\">Databricks User Group Bielefeld<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2193\"><a href=\"https:\/\/ailio.de\/en\/?page_id=1954\" class=\"elementor-item\">Newsletter<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t<div class=\"elementor-menu-toggle\" role=\"button\" tabindex=\"0\" aria-label=\"Menu Toggle\" aria-expanded=\"false\">\n\t\t\t<i aria-hidden=\"true\" role=\"presentation\" class=\"elementor-menu-toggle__icon--open eicon-menu-bar\"><\/i><i aria-hidden=\"true\" role=\"presentation\" class=\"elementor-menu-toggle__icon--close eicon-close\"><\/i>\t\t<\/div>\n\t\t\t\t\t<nav class=\"elementor-nav-menu--dropdown elementor-nav-menu__container\" aria-hidden=\"true\">\n\t\t\t\t<ul id=\"menu-2-68ec49d\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1694\"><a href=\"https:\/\/ailio.de\/en\/jobs\/\" class=\"elementor-item\" tabindex=\"-1\">Jobs<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1695\"><a href=\"https:\/\/ailio.de\/en\/blog\/\" class=\"elementor-item\" tabindex=\"-1\">Blog<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1697\"><a href=\"https:\/\/ailio.de\/en\/?page_id=1197\" class=\"elementor-item\" tabindex=\"-1\">Location Bielefeld<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1698\"><a href=\"https:\/\/ailio.de\/en\/?page_id=1205\" class=\"elementor-item\" tabindex=\"-1\">Location Hamburg<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2192\"><a href=\"https:\/\/ailio.de\/en\/?page_id=2072\" class=\"elementor-item\" tabindex=\"-1\">Databricks User Group Bielefeld<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2193\"><a href=\"https:\/\/ailio.de\/en\/?page_id=1954\" class=\"elementor-item\" tabindex=\"-1\">Newsletter<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2faf660 elementor-section-full_width elementor-hidden-phone elementor-section-height-default elementor-section-height-default\" data-id=\"2faf660\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-af6e0e3\" data-id=\"af6e0e3\" 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-06b60e9 elementor-widget elementor-widget-heading\" data-id=\"06b60e9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">\u00a9 2023 Ailio GmbH<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-2aaf505\" data-id=\"2aaf505\" 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-2c63396 e-grid-align-mobile-center elementor-shape-rounded elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"2c63396\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"social-icons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-social-icons-wrapper elementor-grid\" role=\"list\">\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-linkedin elementor-repeater-item-d3f990b\" href=\"https:\/\/www.linkedin.com\/company\/ailio\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Linkedin<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fab fa-linkedin\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-facebook-f elementor-repeater-item-993ef04\" href=\"https:\/\/www.facebook.com\/ailiogmbh\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Facebook-f<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fab fa-facebook-f\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-youtube elementor-repeater-item-17a5a77\" href=\"https:\/\/www.youtube.com\/channel\/UCYYIIFE1GFZ0ZBXhv4PObgQ\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Youtube<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fab fa-youtube\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-instagram elementor-repeater-item-c88a3a1\" href=\"https:\/\/www.instagram.com\/ailio_gmbh\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Instagram<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fab fa-instagram\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-5278540\" data-id=\"5278540\" 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-9bbf5d4 elementor-nav-menu__align-end elementor-nav-menu--dropdown-mobile elementor-nav-menu--stretch elementor-nav-menu__text-align-center elementor-widget elementor-widget-nav-menu\" data-id=\"9bbf5d4\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;full_width&quot;:&quot;stretch&quot;,&quot;layout&quot;:&quot;horizontal&quot;,&quot;submenu_icon&quot;:{&quot;value&quot;:&quot;&lt;i class=\\&quot;fas fa-caret-down\\&quot; aria-hidden=\\&quot;true\\&quot;&gt;&lt;\\\/i&gt;&quot;,&quot;library&quot;:&quot;fa-solid&quot;}}\" data-widget_type=\"nav-menu.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<nav aria-label=\"Menu\" class=\"elementor-nav-menu--main elementor-nav-menu__container elementor-nav-menu--layout-horizontal e--pointer-none\">\n\t\t\t\t<ul id=\"menu-1-9bbf5d4\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1655\"><a href=\"https:\/\/ailio.de\/en\/imprint\/\" class=\"elementor-item\">Imprint<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1657\"><a href=\"https:\/\/ailio.de\/en\/agb\/\" class=\"elementor-item\">AGB<\/a><\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-2211\"><a href=\"http:\/\/Datenschutzerkl\u00e4rung\" class=\"elementor-item\">Data Privacy<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t\t<nav class=\"elementor-nav-menu--dropdown elementor-nav-menu__container\" aria-hidden=\"true\">\n\t\t\t\t<ul id=\"menu-2-9bbf5d4\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1655\"><a href=\"https:\/\/ailio.de\/en\/imprint\/\" class=\"elementor-item\" tabindex=\"-1\">Imprint<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1657\"><a href=\"https:\/\/ailio.de\/en\/agb\/\" class=\"elementor-item\" tabindex=\"-1\">AGB<\/a><\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-2211\"><a 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