{"id":8274,"date":"2025-04-30T08:09:36","date_gmt":"2025-04-30T08:09:36","guid":{"rendered":"https:\/\/iamds.com\/?page_id=8274"},"modified":"2025-06-05T12:12:23","modified_gmt":"2025-06-05T12:12:23","slug":"auditing","status":"publish","type":"page","link":"https:\/\/iamds.com\/en\/auditing\/","title":{"rendered":"Auditing"},"content":{"rendered":"<div id=\"video-bg-animation-right\"  data-column-margin=\"default\" data-midnight=\"dark\"  class=\"wpb_row vc_row-fluid vc_row parallax_section top_padding_phone_64px\"  style=\"padding-top: 128px; padding-bottom: 128px; \"><div class=\"row-bg-wrap\" data-bg-animation=\"none\" data-bg-animation-delay=\"\" data-bg-overlay=\"false\"><div class=\"inner-wrap row-bg-layer\" ><div class=\"row-bg viewport-desktop\" data-parallax-speed=\"fast\" style=\"\"><\/div><\/div><\/div>\n\t\t\t<div class=\"video-color-overlay row-bg-layer\" data-color=\"\"><\/div>\n\t\t\t\n\t\t\t<div class=\"nectar-video-wrap row-bg-layer\" data-bg-alignment=\"\">\n\t\t\t\t<div class=\"nectar-video-inner\">\n\t\t\t\t<video class=\"nectar-video-bg\" width=\"1800\" height=\"700\" preload=\"auto\" loop autoplay muted playsinline><source src=\"https:\/\/iamds.com\/wp-content\/uploads\/2024\/02\/IAMDS_Header_Animation_Auditing_and_Assessment.mp4\"  type=\"video\/mp4\"><\/video>    \t\t<\/div>\n\t\t\t <\/div>\n\n\t\t\t<div class=\"row_col_wrap_12 col span_12 dark left\">\n\t<div  class=\"vc_col-sm-12 wpb_column column_container vc_column_container col has-animation no-extra-padding inherit_tablet inherit_phone\"  data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"fade-in\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t<div id=\"fws_69ea4a7f0e405\" data-midnight=\"\" data-column-margin=\"default\" class=\"wpb_row vc_row-fluid vc_row inner_row vc_row-o-equal-height vc_row-flex vc_row-o-content-middle\"  style=\"\"><div class=\"row-bg-wrap\"> <div class=\"row-bg\" ><\/div> <\/div><div class=\"row_col_wrap_12_inner col span_12  left\">\n\t<div  class=\"vc_col-sm-5 vc_col-xs-12 wpb_column column_container vc_column_container col child_column no-extra-padding inherit_tablet inherit_phone\"   data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t\n<div class=\"wpb_text_column wpb_content_element  vc_custom_1746017954416\" >\n\t<div class=\"wpb_wrapper\">\n\t\t<h5 class=\"translation-block\">Technically tested.<br>\n\nStrategically strengthened.<\/h5>\n\t<\/div>\n<\/div>\n\n\n\n<div class=\"nectar-highlighted-text\" data-style=\"half_text\" data-exp=\"default\" data-using-custom-color=\"true\" data-animation-delay=\"false\" data-color=\"#ff1053\" data-color-gradient=\"\" style=\"\"><h2>Comprehensive auditing for your project<\/h2>\n<\/div>\n<div class=\"wpb_text_column wpb_content_element\" style=\" max-width: 550px; display: inline-block;\">\n\t<div class=\"wpb_wrapper\">\n\t\t<div class=\"wpb_text_column wpb_content_element vc_custom_1631675355065\">\n<p class=\"\" data-start=\"202\" data-end=\"507\">Whether software, IT infrastructure, ML \/ AI models, user experience or technical due diligence - our audits provide clarity about risks, optimization potential and future viability. We deliver reliable analyses that combine technical substance with strategic added value.<\/p>\n<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<div class=\"divider-wrap\" data-alignment=\"default\"><div style=\"height: 25px;\" class=\"divider\"><\/div><\/div><a class=\"nectar-button large regular extra-color-1 has-icon  regular-button\"  role=\"button\" style=\"\" target=\"_blank\" href=\"https:\/\/calendly.com\/kontakt-iamds\/30min\" data-color-override=\"false\" data-hover-color-override=\"false\" data-hover-text-color-override=\"#fff\"><span>Request free consultation now<\/span><i  class=\"icon-button-arrow\"><\/i><\/a>\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n\n\t<div  class=\"vc_col-sm-1 vc_hidden-sm vc_hidden-xs wpb_column column_container vc_column_container col child_column no-extra-padding inherit_tablet inherit_phone\"   data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n\n\t<div  class=\"vc_col-sm-6 wpb_column column_container vc_column_container col child_column no-extra-padding inherit_tablet inherit_phone\"   data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n<\/div><\/div>\n\t\t\t<\/div> \n\t\t<\/div>\n\t<\/div> \n<\/div><\/div>\n\t\t<div id=\"fws_69ea4a7f0ebeb\"  data-column-margin=\"default\" data-midnight=\"dark\" data-nectar-animated-gradient-settings=\"{&quot;color_1&quot;:&quot;#3f59ff&quot;,&quot;color_2&quot;:&quot;#2b45de&quot;,&quot;speed&quot;:&quot;1300&quot;,&quot;blending_mode&quot;:&quot;linear&quot;}\"  class=\"wpb_row vc_row-fluid vc_row full-width-section\"  style=\"padding-top: 64px; padding-bottom: 64px; \"><div class=\"row-bg-wrap has-animated-gradient\" data-bg-animation=\"none\" data-bg-animation-delay=\"\" data-bg-overlay=\"false\"><div class=\"inner-wrap row-bg-layer\" ><div class=\"row-bg viewport-desktop using-bg-color\"  style=\"background-color: #3f59ff; \"><\/div><\/div><\/div><div class=\"row_col_wrap_12 col span_12 dark left\">\n\t<div  class=\"vc_col-sm-8 wpb_column column_container vc_column_container col no-extra-padding inherit_tablet inherit_phone\"  data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t<div class=\"nectar-highlighted-text\" data-style=\"half_text\" data-exp=\"default\" data-using-custom-color=\"true\" data-animation-delay=\"false\" data-color=\"#ff1053\" data-color-gradient=\"\" style=\"\"><h2><span style=\"color: #ffffff\">How do we conduct an audit?<\/span><\/h2>\n<\/div>\n<div class=\"wpb_text_column wpb_content_element\" style=\" max-width: 900px; display: inline-block;\">\n\t<div class=\"wpb_wrapper\">\n\t\t<div class=\"wpb_text_column wpb_content_element vc_custom_1631675355065\">\n<p class=\"\" data-start=\"198\" data-end=\"505\"><span style=\"color: #ffffff;\">Every audit starts with a non-binding initial meeting in which we define your goals, systems and the appropriate audit framework together. Our experts then analyze your software, infrastructure or AI solutions using proven tools and methods - independently, in-depth and practical.<\/span><\/p>\n<p class=\"\" data-start=\"507\" data-end=\"876\"><span style=\"color: #ffffff;\">Based on the analysis, you receive a structured report with all the results, clearly prioritized risks and concrete recommendations for action - understandable for technology and management. In a final meeting, we explain the key findings and support you in deriving the next steps - from quick wins to a strategic roadmap.<\/span><\/p>\n<\/div>\n\t<\/div>\n<\/div>\n\n\n\n\n\t\t\t<\/div> \n\t\t<\/div>\n\t<\/div> \n\n\t<div  class=\"vc_col-sm-4 wpb_column column_container vc_column_container col no-extra-padding inherit_tablet inherit_phone\"  data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t<div class=\"img-with-aniamtion-wrap  custom-size\" data-max-width=\"100%\" data-max-width-mobile=\"default\" data-shadow=\"none\" data-animation=\"none\" >\n      <div class=\"inner\">\n        <div class=\"hover-wrap\"> \n          <div class=\"hover-wrap-inner\">\n            <img loading=\"lazy\" decoding=\"async\" class=\"img-with-animation skip-lazy\" data-delay=\"0\" height=\"895\" width=\"768\" data-animation=\"none\" src=\"https:\/\/iamds.com\/wp-content\/uploads\/2025\/05\/assessment_mockup-768x895.png\" alt=\"\" srcset=\"https:\/\/iamds.com\/wp-content\/uploads\/2025\/05\/assessment_mockup-768x895.png 768w, https:\/\/iamds.com\/wp-content\/uploads\/2025\/05\/assessment_mockup-258x300.png 258w, https:\/\/iamds.com\/wp-content\/uploads\/2025\/05\/assessment_mockup-879x1024.png 879w, https:\/\/iamds.com\/wp-content\/uploads\/2025\/05\/assessment_mockup-10x12.png 10w, https:\/\/iamds.com\/wp-content\/uploads\/2025\/05\/assessment_mockup.png 1000w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n\t\t\t<\/div> \n\t\t<\/div>\n\t<\/div> \n<\/div><\/div>\n\t\t<div id=\"infos\"  data-column-margin=\"default\" data-midnight=\"dark\"  class=\"wpb_row vc_row-fluid vc_row full-width-section\"  style=\"padding-top: 64px; padding-bottom: 64px; \"><div class=\"row-bg-wrap\" data-bg-animation=\"none\" data-bg-animation-delay=\"\" data-bg-overlay=\"false\"><div class=\"inner-wrap row-bg-layer\" ><div class=\"row-bg viewport-desktop using-bg-color\"  style=\"background-color: #ffffff; \"><\/div><\/div><\/div><div class=\"row_col_wrap_12 col span_12 dark left\">\n\t<div  class=\"vc_col-sm-12 wpb_column column_container vc_column_container col no-extra-padding inherit_tablet inherit_phone\"  data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\n\t<div class=\"wpb_content_element\" data-interval=\"0\">\n\t\t<div class=\"wpb_wrapper tabbed clearfix\" data-style=\"vertical_modern\" data-animation=\"\" data-spacing=\"\" data-icon-size=\"24\" data-full-width-line=\"\" data-color-scheme=\"accent-color\" data-alignment=\"left\">\n\t\t\t<ul class=\"wpb_tabs_nav ui-tabs-nav clearfix\"><li class=\"tab-item active-tab\"><a role=\"button\" href=\"#tab-1749124424152-1\" class=\"active-tab\"><span>Software-Audit<\/span><\/a><\/li><li class=\"tab-item\"><a role=\"button\" href=\"#tab-1749124424180-6\" ><span>IT infrastructure audit<\/span><\/a><\/li><li class=\"tab-item\"><a role=\"button\" href=\"#tab-1749124424194-4\" ><span>ML\/AI-Audit<\/span><\/a><\/li><li class=\"tab-item\"><a role=\"button\" href=\"#tab-1749124424216-0\" ><span>M&amp;A technical due diligence<\/span><\/a><\/li><li class=\"tab-item\"><a role=\"button\" href=\"#tab-1749124424232-3\" ><span>UX audit<\/span><\/a><\/li><li class=\"tab-item\"><a role=\"button\" href=\"#tab-1749124466913-0\" ><span>Data Audit<\/span><\/a><\/li><\/ul>\n\n\t\t\t\n\t\t\t<div id=\"tab-software-audit\" data-tab-icon=\"iconsmind-Pencil-Ruler\" class=\"wpb_tab ui-tabs-panel wpb_ui-tabs-hide clearfix\"><span class=\"im-icon-wrap tab-icon\"><span><svg role=\"presentation\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewbox=\"0 0 32 32\">\n        <path d=\"M24 32h-6.667c-0.367 0-0.667-0.3-0.667-0.667v-30.667c0-0.368 0.3-0.667 0.667-0.667h6.667c0.367 0 0.667 0.299 0.667 0.667v30.667c0 0.367-0.3 0.667-0.667 0.667zM18 30.667h5.333v-29.333h-5.333v29.333zM20.667 5.333h-2.667c-0.367 0-0.667-0.299-0.667-0.667s0.3-0.667 0.667-0.667h2.667c0.367 0 0.667 0.299 0.667 0.667s-0.3 0.667-0.667 0.667zM19.333 8h-1.333c-0.367 0-0.667-0.299-0.667-0.667s0.3-0.667 0.667-0.667h1.333c0.367 0 0.667 0.299 0.667 0.667s-0.3 0.667-0.667 0.667zM20.667 10.667h-2.667c-0.367 0-0.667-0.299-0.667-0.667s0.3-0.667 0.667-0.667h2.667c0.367 0 0.667 0.299 0.667 0.667s-0.3 0.667-0.667 0.667zM19.333 13.333h-1.333c-0.367 0-0.667-0.299-0.667-0.667s0.3-0.667 0.667-0.667h1.333c0.367 0 0.667 0.299 0.667 0.667s-0.3 0.667-0.667 0.667zM20.667 16h-2.667c-0.367 0-0.667-0.299-0.667-0.667s0.3-0.667 0.667-0.667h2.667c0.367 0 0.667 0.299 0.667 0.667s-0.3 0.667-0.667 0.667zM19.333 18.667h-1.333c-0.367 0-0.667-0.3-0.667-0.667s0.3-0.667 0.667-0.667h1.333c0.367 0 0.667 0.3 0.667 0.667s-0.3 0.667-0.667 0.667zM20.667 21.333h-2.667c-0.367 0-0.667-0.3-0.667-0.667s0.3-0.667 0.667-0.667h2.667c0.367 0 0.667 0.3 0.667 0.667s-0.3 0.667-0.667 0.667zM19.333 24h-1.333c-0.367 0-0.667-0.3-0.667-0.667s0.3-0.667 0.667-0.667h1.333c0.367 0 0.667 0.3 0.667 0.667s-0.3 0.667-0.667 0.667zM20.667 26.667h-2.667c-0.367 0-0.667-0.3-0.667-0.667s0.3-0.667 0.667-0.667h2.667c0.367 0 0.667 0.3 0.667 0.667s-0.3 0.667-0.667 0.667zM19.333 29.333h-1.333c-0.367 0-0.667-0.3-0.667-0.667s0.3-0.667 0.667-0.667h1.333c0.367 0 0.667 0.3 0.667 0.667s-0.3 0.667-0.667 0.667zM12.667 31.133c-0.297 0-0.555-0.195-0.639-0.473l-2-6.725c-0.020-0.065-0.028-0.129-0.028-0.195v-20.183c0-1.913 1.145-3.357 2.667-3.357s2.667 1.444 2.667 3.357v20.183c0 0.065-0.009 0.131-0.028 0.195l-2 6.725c-0.084 0.279-0.341 0.473-0.639 0.473zM11.333 23.643l1.333 4.481 1.333-4.481v-20.085c0-1.135-0.585-2.024-1.333-2.024s-1.333 0.889-1.333 2.024v20.085zM11.333 22.667h2.667v1.333h-2.667v-1.333zM8 16.667c-0.367 0-0.667-0.299-0.667-0.667v-8.667c0-0.368 0.3-0.667 0.667-0.667h7.333c0.367 0 0.667 0.299 0.667 0.667s-0.3 0.667-0.667 0.667h-6.667v8c0 0.368-0.3 0.667-0.667 0.667z\"><\/path>\n        <\/svg><\/span><\/span>\n\t\t\t\t<div id=\"fws_69ea4a7f102a0\" data-midnight=\"\" data-column-margin=\"default\" class=\"wpb_row vc_row-fluid vc_row inner_row\"  style=\"\"><div class=\"row-bg-wrap\"> <div class=\"row-bg\" ><\/div> <\/div><div class=\"row_col_wrap_12_inner col span_12  left\">\n\t<div  class=\"vc_col-sm-8 wpb_column column_container vc_column_container col child_column no-extra-padding inherit_tablet inherit_phone\"   data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h2 style=\"font-size: 40px;line-height: 50px;text-align: left\" class=\"vc_custom_heading vc_do_custom_heading\" >Software-Audit<\/h2>\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n\n\t<div  class=\"vc_col-sm-4 wpb_column column_container vc_column_container col child_column no-extra-padding inherit_tablet inherit_phone\"   data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n<\/div><\/div><div id=\"fws_69ea4a7f10792\" data-midnight=\"\" data-column-margin=\"default\" class=\"wpb_row vc_row-fluid vc_row inner_row\"  style=\"\"><div class=\"row-bg-wrap\"> <div class=\"row-bg\" ><\/div> <\/div><div class=\"row_col_wrap_12_inner col span_12  left\">\n\t<div  class=\"vc_col-sm-12 wpb_column column_container vc_column_container col child_column has-animation padding-3-percent inherit_tablet inherit_phone\"   data-padding-pos=\"top-bottom\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"fade-in-from-bottom\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t\n<div class=\"wpb_text_column wpb_content_element  vc_custom_1749125481438\" >\n\t<div class=\"wpb_wrapper\">\n\t\t<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"17\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Code quality<\/span><\/b><span data-contrast=\"none\">:<br \/>\nCheck for readability, maintainability, modularity and compliance with best practices and coding standards.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"17\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Security<\/span><\/b><span data-contrast=\"none\">:<br \/>\nIdentification of security vulnerabilities in the source code, evaluation of authentication and authorization mechanisms and testing for vulnerabilities such as SQL injection, XSS or insecure data processing.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"17\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Architecture<\/span><\/b><span data-contrast=\"none\">:<br \/>\nAnalysis of the software architecture for stability, modularity, expandability and technological sustainability.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"17\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Scalability<\/span><\/b><span data-contrast=\"none\">:<br \/>\nEvaluation of whether the application is designed for growing user numbers and increasing data volumes, including recommendations for optimization.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"17\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"6\" data-aria-level=\"1\"><span data-contrast=\"none\"><strong>Maintainability:<\/strong><br \/>\nInvestigation of how easily and efficiently the software can be maintained, adapted and expanded during operation, including documentation quality and test coverage.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n\t<\/div>\n<\/div>\n\n\n\n\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n<\/div><\/div>\n\t\t\t<\/div> \n\t\t\t<div id=\"tab-it-infrastruktur-audit\" data-tab-icon=\"iconsmind-Code-Window\" class=\"wpb_tab ui-tabs-panel wpb_ui-tabs-hide clearfix\"><span class=\"im-icon-wrap tab-icon\"><span><svg role=\"presentation\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewbox=\"0 0 32 32\">\n        <path d=\"M31.333 29.333h-30.667c-0.368 0-0.667-0.3-0.667-0.667v-25.333c0-0.367 0.299-0.667 0.667-0.667h30.667c0.367 0 0.667 0.3 0.667 0.667v25.333c0 0.367-0.3 0.667-0.667 0.667zM1.333 28h29.333v-24h-29.333v24zM30.667 9.333h-29.333c-0.368 0-0.667-0.3-0.667-0.667s0.299-0.667 0.667-0.667h29.333c0.367 0 0.667 0.3 0.667 0.667s-0.3 0.667-0.667 0.667zM10.723 25.945c-0.221 0-0.439-0.109-0.565-0.309l-4.056-6.445c-0.145-0.235-0.135-0.528 0.028-0.751l4.056-5.5c0.219-0.3 0.635-0.361 0.932-0.137 0.296 0.219 0.36 0.636 0.14 0.932l-3.785 5.135 3.813 6.060c0.196 0.311 0.103 0.724-0.209 0.917-0.108 0.068-0.232 0.099-0.353 0.099zM21.333 25.945c-0.121 0-0.245-0.031-0.355-0.103-0.312-0.195-0.407-0.607-0.209-0.917l3.813-6.060-3.787-5.136c-0.219-0.297-0.156-0.713 0.14-0.932 0.296-0.22 0.713-0.156 0.932 0.14l4.055 5.5c0.164 0.221 0.175 0.519 0.028 0.751l-4.056 6.445c-0.124 0.203-0.34 0.312-0.561 0.312zM13.333 24.724c-0.111 0-0.221-0.028-0.325-0.084-0.321-0.18-0.436-0.585-0.256-0.912l5.277-9.445c0.18-0.323 0.584-0.439 0.909-0.252 0.32 0.18 0.435 0.584 0.255 0.908l-5.277 9.445c-0.123 0.217-0.349 0.34-0.583 0.34zM4 6c0 0.368-0.299 0.667-0.667 0.667s-0.667-0.299-0.667-0.667c0-0.368 0.299-0.667 0.667-0.667s0.667 0.299 0.667 0.667zM6.667 6c0 0.368-0.299 0.667-0.667 0.667s-0.667-0.299-0.667-0.667c0-0.368 0.299-0.667 0.667-0.667s0.667 0.299 0.667 0.667zM9.333 6c0 0.368-0.299 0.667-0.667 0.667s-0.667-0.299-0.667-0.667c0-0.368 0.299-0.667 0.667-0.667s0.667 0.299 0.667 0.667z\"><\/path>\n        <\/svg><\/span><\/span>\n\t\t\t\t<div id=\"fws_69ea4a7f10eee\" data-midnight=\"\" data-column-margin=\"default\" class=\"wpb_row vc_row-fluid vc_row inner_row\"  style=\"\"><div class=\"row-bg-wrap\"> <div class=\"row-bg\" ><\/div> <\/div><div class=\"row_col_wrap_12_inner col span_12  left\">\n\t<div  class=\"vc_col-sm-8 wpb_column column_container vc_column_container col child_column no-extra-padding inherit_tablet inherit_phone\"   data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h2 style=\"font-size: 40px;line-height: 50px;text-align: left\" class=\"vc_custom_heading vc_do_custom_heading\" >IT infrastructure audit (cloud readiness check)<\/h2>\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n\n\t<div  class=\"vc_col-sm-4 wpb_column column_container vc_column_container col child_column no-extra-padding inherit_tablet inherit_phone\"   data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n<\/div><\/div><div id=\"fws_69ea4a7f110de\" data-midnight=\"\" data-column-margin=\"default\" class=\"wpb_row vc_row-fluid vc_row inner_row\"  style=\"\"><div class=\"row-bg-wrap\"> <div class=\"row-bg\" ><\/div> <\/div><div class=\"row_col_wrap_12_inner col span_12  left\">\n\t<div  class=\"vc_col-sm-12 wpb_column column_container vc_column_container col child_column has-animation padding-3-percent inherit_tablet inherit_phone\"   data-padding-pos=\"top-bottom\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"fade-in-from-bottom\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t\n<div class=\"wpb_text_column wpb_content_element  vc_custom_1749125514565\" >\n\t<div class=\"wpb_wrapper\">\n\t\t<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"18\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">On-Prem<\/span><\/b><span data-contrast=\"none\">:<br \/>\nAnalysis of the existing physical infrastructure, server landscapes, networks and their efficiency, security and degree of modernization.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"18\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Cloud<\/span><\/b><span data-contrast=\"none\">:<br \/>\nEvaluation of current cloud environments (e.g. AWS, Azure, GCP) or planning and preparation for migration to the cloud (\u201ccloud readiness\u201d), including cost forecasts and risk analyses.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"18\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"none\">DevOps architectures<\/span><\/b><span data-contrast=\"none\">:<br \/>\nReview of the DevOps tools used, CI\/CD processes, degree of automation and security and efficiency of development and operational processes.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n\t<\/div>\n<\/div>\n\n\n\n\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n<\/div><\/div>\n\t\t\t<\/div> \n\t\t\t<div id=\"tab-ml-ai-audit\" data-tab-icon=\"iconsmind-Sidebar-Window\" class=\"wpb_tab ui-tabs-panel wpb_ui-tabs-hide clearfix\"><span class=\"im-icon-wrap tab-icon\"><span><svg role=\"presentation\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewbox=\"0 0 32 32\">\n        <path d=\"M31.333 29.333h-30.667c-0.368 0-0.667-0.3-0.667-0.667v-25.333c0-0.367 0.299-0.667 0.667-0.667h30.667c0.367 0 0.667 0.3 0.667 0.667v25.333c0 0.367-0.3 0.667-0.667 0.667zM1.333 28h29.333v-24h-29.333v24zM30.667 9.333h-29.333c-0.368 0-0.667-0.3-0.667-0.667s0.299-0.667 0.667-0.667h29.333c0.367 0 0.667 0.3 0.667 0.667s-0.3 0.667-0.667 0.667zM22 28.667c-0.367 0-0.667-0.3-0.667-0.667v-18.667c0-0.367 0.3-0.667 0.667-0.667s0.667 0.3 0.667 0.667v18.667c0 0.367-0.3 0.667-0.667 0.667zM28 14.667h-2.667c-0.367 0-0.667-0.3-0.667-0.667s0.3-0.667 0.667-0.667h2.667c0.367 0 0.667 0.3 0.667 0.667s-0.3 0.667-0.667 0.667zM28 17.333h-2.667c-0.367 0-0.667-0.3-0.667-0.667s0.3-0.667 0.667-0.667h2.667c0.367 0 0.667 0.3 0.667 0.667s-0.3 0.667-0.667 0.667zM28 20h-2.667c-0.367 0-0.667-0.3-0.667-0.667s0.3-0.667 0.667-0.667h2.667c0.367 0 0.667 0.3 0.667 0.667s-0.3 0.667-0.667 0.667zM28 22.667h-2.667c-0.367 0-0.667-0.3-0.667-0.667s0.3-0.667 0.667-0.667h2.667c0.367 0 0.667 0.3 0.667 0.667s-0.3 0.667-0.667 0.667zM28 25.333h-2.667c-0.367 0-0.667-0.3-0.667-0.667s0.3-0.667 0.667-0.667h2.667c0.367 0 0.667 0.3 0.667 0.667s-0.3 0.667-0.667 0.667zM4 6c0 0.368-0.299 0.667-0.667 0.667s-0.667-0.299-0.667-0.667c0-0.368 0.299-0.667 0.667-0.667s0.667 0.299 0.667 0.667zM6.667 6c0 0.368-0.299 0.667-0.667 0.667s-0.667-0.299-0.667-0.667c0-0.368 0.299-0.667 0.667-0.667s0.667 0.299 0.667 0.667zM9.333 6c0 0.368-0.299 0.667-0.667 0.667s-0.667-0.299-0.667-0.667c0-0.368 0.299-0.667 0.667-0.667s0.667 0.299 0.667 0.667z\"><\/path>\n        <\/svg><\/span><\/span>\n\t\t\t\t<div id=\"fws_69ea4a7f117c0\" data-midnight=\"\" data-column-margin=\"default\" class=\"wpb_row vc_row-fluid vc_row inner_row\"  style=\"\"><div class=\"row-bg-wrap\"> <div class=\"row-bg\" ><\/div> <\/div><div class=\"row_col_wrap_12_inner col span_12  left\">\n\t<div  class=\"vc_col-sm-8 wpb_column column_container vc_column_container col child_column no-extra-padding inherit_tablet inherit_phone\"   data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h2 style=\"font-size: 40px;line-height: 50px;text-align: left\" class=\"vc_custom_heading vc_do_custom_heading\" >ML\/AI-Audit<\/h2>\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n\n\t<div  class=\"vc_col-sm-4 wpb_column column_container vc_column_container col child_column no-extra-padding inherit_tablet inherit_phone\"   data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n<\/div><\/div><div id=\"fws_69ea4a7f11998\" data-midnight=\"\" data-column-margin=\"default\" class=\"wpb_row vc_row-fluid vc_row inner_row\"  style=\"\"><div class=\"row-bg-wrap\"> <div class=\"row-bg\" ><\/div> <\/div><div class=\"row_col_wrap_12_inner col span_12  left\">\n\t<div  class=\"vc_col-sm-12 wpb_column column_container vc_column_container col child_column has-animation padding-3-percent inherit_tablet inherit_phone\"   data-padding-pos=\"top-bottom\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"fade-in-from-bottom\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t\n<div class=\"wpb_text_column wpb_content_element  vc_custom_1749125529922\" >\n\t<div class=\"wpb_wrapper\">\n\t\t<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"19\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Model quality<\/span><\/b><span data-contrast=\"none\">:<br \/>\nChecking the model quality using established metrics (e.g. accuracy, precision, recall, F1 score) and robustness against unknown or noisy inputs.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"19\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"none\">DeepTest analysis<\/span><\/b><span data-contrast=\"none\">:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\"><br \/>\n&#8211; <\/span><b><span data-contrast=\"none\">Fuzz Testing<\/span><\/b><span data-contrast=\"none\">: Simulation of erroneous, random or extreme inputs to reveal weaknesses and unexpected behavior of the model.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\"><br \/>\n&#8211; <\/span><b><span data-contrast=\"none\">Neural Coverage<\/span><\/b><span data-contrast=\"none\">: Measurement of how extensively different neuron groups of a model are activated by tests, similar to code coverage in software development.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\"><br \/>\n&#8211; <\/span><b><span data-contrast=\"none\">Regression tests<\/span><\/b><span data-contrast=\"none\">: Ensure that model changes do not cause unintended performance degradation.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\"><br \/>\n<\/span><b><span data-contrast=\"none\">- Test coverage in the training code<\/span><\/b><span data-contrast=\"none\">: Check how well the code used for model training is secured.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"19\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Data quality check<\/span><\/b><span data-contrast=\"none\">:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\"><br \/>\n<\/span><span data-contrast=\"none\">- Analysis of the quality and diversity of <\/span><b><span data-contrast=\"none\">training, validation and test data sets<\/span><\/b><span data-contrast=\"none\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\"><br \/>\n<\/span><span data-contrast=\"none\">- Identification of data gaps, overfitting for artifacts or bias in the data sets<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"19\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><b><span data-contrast=\"none\">ML-Ops process analysis<\/span><\/b><span data-contrast=\"none\">:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\"><br \/>\n<\/span>&#8211;<b><span data-contrast=\"none\"> Pipeline quality<\/span><\/b><span data-contrast=\"none\">: Investigation of model training and deployment pipelines (e.g. Airflow, Kubeflow, MLflow) for efficiency, reproducibility and reliability.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\"><br \/>\n<\/span>&#8211;<b><span data-contrast=\"none\">Deployment strategies<\/span><\/b><span data-contrast=\"none\">: Evaluation of the procedures for deploying models (e.g. A\/B tests, canary deployments) for robustness and flexibilty.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\"><br \/>\n<\/span>&#8211;<b><span data-contrast=\"none\"> \u00dcberwachung und Alarmierung<\/span><\/b><span data-contrast=\"none\">: Analysis of the monitoring of model performance in production (e.g. drift detection, anomaly detection) and early warning systems.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\"><br \/>\n<\/span>&#8211;<b><span data-contrast=\"none\"> Retraining &amp; update strategies<\/span><\/b><span data-contrast=\"none\">: Evaluation of how efficiently and securely models are updated, including automated re-training processes and data version control.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n\t<\/div>\n<\/div>\n\n\n\n\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n<\/div><\/div>\n\t\t\t<\/div> \n\t\t\t<div id=\"tab-ma-technische-due-diligence\" data-tab-icon=\"iconsmind-Coding\" class=\"wpb_tab ui-tabs-panel wpb_ui-tabs-hide clearfix\"><span class=\"im-icon-wrap tab-icon\"><span><svg role=\"presentation\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewbox=\"0 0 32 32\">\n        <path d=\"M9.429 24.857c-0.171 0-0.341-0.065-0.472-0.195l-8.189-8.191c-0.26-0.259-0.26-0.684 0-0.943l8.189-8.192c0.26-0.26 0.684-0.26 0.943 0 0.26 0.26 0.26 0.683 0 0.943l-7.719 7.719 7.719 7.719c0.26 0.26 0.26 0.683 0 0.943-0.129 0.132-0.3 0.197-0.471 0.197zM22.572 24.857c-0.171 0-0.341-0.065-0.472-0.195-0.26-0.26-0.26-0.683 0-0.943l7.719-7.72-7.719-7.719c-0.26-0.26-0.26-0.683 0-0.943s0.683-0.26 0.943 0l8.189 8.192c0.26 0.259 0.26 0.684 0 0.943l-8.189 8.191c-0.129 0.128-0.3 0.193-0.471 0.193zM12.763 25.333c-0.081 0-0.161-0.016-0.241-0.044-0.343-0.133-0.515-0.519-0.381-0.861l6.667-17.333c0.132-0.343 0.519-0.515 0.861-0.383 0.343 0.133 0.515 0.519 0.383 0.861l-6.667 17.333c-0.101 0.263-0.353 0.427-0.621 0.427z\"><\/path>\n        <\/svg><\/span><\/span>\n\t\t\t\t<div id=\"fws_69ea4a7f11ca3\" data-midnight=\"\" data-column-margin=\"default\" class=\"wpb_row vc_row-fluid vc_row inner_row\"  style=\"\"><div class=\"row-bg-wrap\"> <div class=\"row-bg\" ><\/div> <\/div><div class=\"row_col_wrap_12_inner col span_12  left\">\n\t<div  class=\"vc_col-sm-8 wpb_column column_container vc_column_container col child_column no-extra-padding inherit_tablet inherit_phone\"   data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h2 style=\"font-size: 40px;line-height: 50px;text-align: left\" class=\"vc_custom_heading vc_do_custom_heading\" >M&amp;A technical due diligence<\/h2>\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n\n\t<div  class=\"vc_col-sm-4 wpb_column column_container vc_column_container col child_column no-extra-padding inherit_tablet inherit_phone\"   data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n<\/div><\/div><div id=\"fws_69ea4a7f11e66\" data-midnight=\"\" data-column-margin=\"default\" class=\"wpb_row vc_row-fluid vc_row inner_row\"  style=\"\"><div class=\"row-bg-wrap\"> <div class=\"row-bg\" ><\/div> <\/div><div class=\"row_col_wrap_12_inner col span_12  left\">\n\t<div  class=\"vc_col-sm-12 wpb_column column_container vc_column_container col child_column has-animation padding-3-percent inherit_tablet inherit_phone\"   data-padding-pos=\"top-bottom\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"fade-in-from-bottom\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t\n<div class=\"wpb_text_column wpb_content_element  vc_custom_1749125540268\" >\n\t<div class=\"wpb_wrapper\">\n\t\t<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"20\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Software evaluation<\/span><\/b><span data-contrast=\"none\">:<br \/>\nAnalysis of the status and quality of the software solutions used, licensing, maintainability and technological future-proofing.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"20\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"none\">IT assessment<\/span><\/b><span data-contrast=\"none\">:<br \/>\nExamination of the entire IT infrastructure for efficiency, security, scalability and integration capability into the purchaser's existing systems.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"20\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Risk identification<\/span><\/b><span data-contrast=\"none\">:<br \/>\nIdentification of technical debts, security risks and investment requirements, which feed into negotiations or strategic decisions.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"20\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Opportunity assessment<\/span><\/b><span data-contrast=\"none\">:<br \/>\nIdentification of technological strengths and innovation potential that can contribute to value enhancement after a takeover.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n\t<\/div>\n<\/div>\n\n\n\n\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n<\/div><\/div>\n\t\t\t<\/div> \n\t\t\t<div id=\"tab-ux-audit\" data-tab-icon=\"iconsmind-Pencil\" class=\"wpb_tab ui-tabs-panel wpb_ui-tabs-hide clearfix\"><span class=\"im-icon-wrap tab-icon\"><span><svg role=\"presentation\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewbox=\"0 0 32 32\">\n        <path d=\"M1.54 31.105c-0.175 0-0.345-0.069-0.472-0.195-0.163-0.161-0.229-0.397-0.179-0.621l2.223-9.761c0.028-0.123 0.089-0.235 0.179-0.323l17.98-17.98c1.531-1.532 3.984-1.787 5.243-0.528l3.771 3.773c0.651 0.649 0.94 1.573 0.815 2.595-0.12 0.96-0.596 1.899-1.344 2.644l-17.979 17.981c-0.088 0.088-0.201 0.149-0.324 0.177l-9.765 2.221c-0.048 0.009-0.097 0.016-0.147 0.016zM4.371 21.011l-1.944 8.543 8.543-1.944 17.845-17.844c0.536-0.537 0.877-1.2 0.961-1.867 0.076-0.607-0.079-1.135-0.432-1.488l-3.771-3.773c-0.372-0.375-0.857-0.452-1.195-0.452-0.74 0-1.547 0.365-2.161 0.979l-17.847 17.847zM26.029 12.575l-7.333-7.331 0.943-0.943 7.333 7.331-0.943 0.943zM23.391 15.567l-7.333-7.329 0.943-0.943 7.333 7.329-0.943 0.943zM11.889 28.303c-4.067 0-8.209-4.141-8.209-8.211h1.333c0 3.343 3.535 6.877 6.876 6.877v1.333zM7.658 25.266l-0.943-0.943 13.082-13.082 0.943 0.943-13.082 13.082z\"><\/path>\n        <\/svg><\/span><\/span>\n\t\t\t\t<div id=\"fws_69ea4a7f120a8\" data-midnight=\"\" data-column-margin=\"default\" class=\"wpb_row vc_row-fluid vc_row inner_row\"  style=\"\"><div class=\"row-bg-wrap\"> <div class=\"row-bg\" ><\/div> <\/div><div class=\"row_col_wrap_12_inner col span_12  left\">\n\t<div  class=\"vc_col-sm-8 wpb_column column_container vc_column_container col child_column no-extra-padding inherit_tablet inherit_phone\"   data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h2 style=\"font-size: 40px;line-height: 50px;text-align: left\" class=\"vc_custom_heading vc_do_custom_heading\" >UX audit<\/h2>\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n\n\t<div  class=\"vc_col-sm-4 wpb_column column_container vc_column_container col child_column no-extra-padding inherit_tablet inherit_phone\"   data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n<\/div><\/div><div id=\"fws_69ea4a7f12259\" data-midnight=\"\" data-column-margin=\"default\" class=\"wpb_row vc_row-fluid vc_row inner_row\"  style=\"\"><div class=\"row-bg-wrap\"> <div class=\"row-bg\" ><\/div> <\/div><div class=\"row_col_wrap_12_inner col span_12  left\">\n\t<div  class=\"vc_col-sm-12 wpb_column column_container vc_column_container col child_column has-animation padding-3-percent inherit_tablet inherit_phone\"   data-padding-pos=\"top-bottom\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"fade-in-from-bottom\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t\n<div class=\"wpb_text_column wpb_content_element  vc_custom_1749124706762\" >\n\t<div class=\"wpb_wrapper\">\n\t\t<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"21\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Usability analysis<\/span><\/b><span data-contrast=\"none\">:<br \/>\nEvaluation of user-friendliness and recognizability of functions based on recognized UX standards and heuristics.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"21\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Interaction design<\/span><\/b><span data-contrast=\"none\">:<br \/>\nAnalysis of user flows and interactions in terms of efficiency, comprehensibility and emotionality.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"21\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"none\">UI design review<\/span><\/b><span data-contrast=\"none\">:<br \/>\nAssessment of layout, aesthetics, visual hierarchy structure and brand adequacy of the user interface design.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"21\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Accessibility<\/span><\/b><span data-contrast=\"none\">:<br \/>\nCheck whether legal requirements (e.g. WCAG) are met and how inclusive the application is designed.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"21\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Conversion and engagement optimization<\/span><\/b><span data-contrast=\"none\">:<br \/>\nIdentification of UX weaknesses that could affect user loyalty, customer acquisition or sales.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n\t<\/div>\n<\/div>\n\n\n\n\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n<\/div><\/div>\n\t\t\t<\/div> \n\t\t\t<div id=\"tab-data-audit\" data-tab-icon=\"iconsmind-Big-Data\" class=\"wpb_tab ui-tabs-panel wpb_ui-tabs-hide clearfix\"><span class=\"im-icon-wrap tab-icon\"><span><svg role=\"presentation\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewbox=\"0 0 32 32\">\n        <path d=\"M28.667 32h-25.333c-2.555 0-3.333-0.779-3.333-3.333v-21.333c0-0.368 0.299-0.667 0.667-0.667h30.667c0.367 0 0.667 0.299 0.667 0.667v21.333c0 2.555-0.779 3.333-3.333 3.333zM1.333 8v20.667c0 1.832 0.168 2 2 2h25.333c1.832 0 2-0.168 2-2v-20.667h-29.333zM6 29.333c-1.103 0-2-0.897-2-2s0.897-2 2-2 2 0.897 2 2-0.897 2-2 2zM6 26.667c-0.368 0-0.667 0.3-0.667 0.667s0.299 0.667 0.667 0.667 0.667-0.3 0.667-0.667-0.299-0.667-0.667-0.667zM6 21.333c-1.103 0-2-0.897-2-2s0.897-2 2-2 2 0.897 2 2-0.897 2-2 2zM6 18.667c-0.368 0-0.667 0.3-0.667 0.667s0.299 0.667 0.667 0.667 0.667-0.3 0.667-0.667-0.299-0.667-0.667-0.667zM30.667 24h-29.333c-0.368 0-0.667-0.3-0.667-0.667s0.299-0.667 0.667-0.667h29.333c0.367 0 0.667 0.3 0.667 0.667s-0.3 0.667-0.667 0.667zM30.667 16h-29.333c-0.368 0-0.667-0.299-0.667-0.667s0.299-0.667 0.667-0.667h29.333c0.367 0 0.667 0.299 0.667 0.667s-0.3 0.667-0.667 0.667zM26.667 28h-6.667c-0.367 0-0.667-0.3-0.667-0.667s0.3-0.667 0.667-0.667h6.667c0.367 0 0.667 0.3 0.667 0.667s-0.3 0.667-0.667 0.667zM26.667 20h-6.667c-0.367 0-0.667-0.3-0.667-0.667s0.3-0.667 0.667-0.667h6.667c0.367 0 0.667 0.3 0.667 0.667s-0.3 0.667-0.667 0.667zM6 13.333c-1.103 0-2-0.897-2-2s0.897-2 2-2 2 0.897 2 2-0.897 2-2 2zM6 10.667c-0.368 0-0.667 0.3-0.667 0.667s0.299 0.667 0.667 0.667 0.667-0.3 0.667-0.667-0.299-0.667-0.667-0.667zM26.667 12h-6.667c-0.367 0-0.667-0.299-0.667-0.667s0.3-0.667 0.667-0.667h6.667c0.367 0 0.667 0.299 0.667 0.667s-0.3 0.667-0.667 0.667zM31.333 8h-30.667c-0.256 0-0.489-0.147-0.601-0.377-0.111-0.231-0.080-0.505 0.080-0.705l5.333-6.667c0.127-0.157 0.319-0.251 0.521-0.251h20c0.203 0 0.393 0.092 0.521 0.251l5.333 6.667c0.16 0.2 0.192 0.475 0.081 0.705-0.113 0.231-0.348 0.377-0.603 0.377zM2.055 6.667h27.892l-4.267-5.333h-19.36l-4.265 5.333z\"><\/path>\n        <\/svg><\/span><\/span>\n\t\t\t\t<div id=\"fws_69ea4a7f127ae\" data-midnight=\"\" data-column-margin=\"default\" class=\"wpb_row vc_row-fluid vc_row inner_row\"  style=\"\"><div class=\"row-bg-wrap\"> <div class=\"row-bg\" ><\/div> <\/div><div class=\"row_col_wrap_12_inner col span_12  left\">\n\t<div  class=\"vc_col-sm-8 wpb_column column_container vc_column_container col child_column no-extra-padding inherit_tablet inherit_phone\"   data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h2 style=\"font-size: 40px;line-height: 50px;text-align: left\" class=\"vc_custom_heading vc_do_custom_heading\" >Data Audit<\/h2>\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n\n\t<div  class=\"vc_col-sm-4 wpb_column column_container vc_column_container col child_column no-extra-padding inherit_tablet inherit_phone\"   data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n<\/div><\/div><div id=\"fws_69ea4a7f12983\" data-midnight=\"\" data-column-margin=\"default\" class=\"wpb_row vc_row-fluid vc_row inner_row\"  style=\"\"><div class=\"row-bg-wrap\"> <div class=\"row-bg\" ><\/div> <\/div><div class=\"row_col_wrap_12_inner col span_12  left\">\n\t<div  class=\"vc_col-sm-12 wpb_column column_container vc_column_container col child_column has-animation padding-3-percent inherit_tablet inherit_phone\"   data-padding-pos=\"top-bottom\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"fade-in-from-bottom\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t\n<div class=\"wpb_text_column wpb_content_element  vc_custom_1749125436466\" >\n\t<div class=\"wpb_wrapper\">\n\t\t<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"21\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\"><strong><span class=\"TextRun SCXW194944839 BCX0\" lang=\"DE-DE\" xml:lang=\"DE-DE\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW194944839 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:&#091;201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;&#093;}\">Data sink analysis<\/span><\/span><\/strong>:<br \/>\n<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\"><span class=\"TextRun SCXW53443101 BCX0\" lang=\"DE-DE\" xml:lang=\"DE-DE\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW53443101 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:&#091;201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;&#093;}\">Identification and categorization of unused or scattered data sources within systems, machines, processes or specialist departments.<\/span><\/span> <\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"21\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"none\"><strong><span class=\"TextRun SCXW176726924 BCX0\" lang=\"DE-DE\" xml:lang=\"DE-DE\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW176726924 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:&#091;201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;&#093;}\">Data architecture &amp; data flows<\/span><\/span><\/strong>:<br \/>\n<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:276}\"><span class=\"TextRun SCXW176726924 BCX0\" lang=\"DE-DE\" xml:lang=\"DE-DE\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW176726924 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:&#091;201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;&#093;}\">Analysis of existing data architectures and data movements to uncover silos, redundancies, inconsistencies or availability bottlenecks.<\/span><\/span> <\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"21\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"none\"><strong><span class=\"TextRun SCXW3582322 BCX0\" lang=\"DE-DE\" xml:lang=\"DE-DE\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW3582322 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:&#091;201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;&#093;}\">Data quality &amp; accessibility<\/span><\/span><\/strong>:<br \/>\n<span class=\"NormalTextRun SCXW3582322 BCX0\" data-ccp-charstyle=\"normaltextrun\">Evaluation of consistency, completeness, up-to-dateness and relevance of the data as well as checking access paths, authorization models and <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW3582322 BCX0\" data-ccp-charstyle=\"normaltextrun\">Governance<\/span><span class=\"NormalTextRun SCXW3582322 BCX0\" data-ccp-charstyle=\"normaltextrun\">.<\/span><br \/>\n<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"21\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"none\"><strong><span class=\"NormalTextRun SCXW56932643 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:&#091;201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;&#093;}\">Analytics potential &amp; use case mapping<\/span><\/strong>:<br \/>\n<span class=\"TextRun SCXW56932643 BCX0\" lang=\"DE-DE\" xml:lang=\"DE-DE\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW56932643 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:&#091;201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;&#093;}\">Assignment of existing data to relevant business issues and development of specific use cases for analysis, reporting or decision automation.<\/span><\/span><br \/>\n<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"21\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:&#091;8226&#093;,&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\"><span data-contrast=\"none\"><strong><span class=\"TextRun SCXW82138071 BCX0\" lang=\"DE-DE\" xml:lang=\"DE-DE\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW82138071 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:&#091;201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;&#093;}\">Solution approaches &amp; infrastructure proposals<\/span><\/span><\/strong>:<br \/>\n<span class=\"TextRun SCXW82138071 BCX0\" lang=\"DE-DE\" xml:lang=\"DE-DE\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW82138071 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:&#091;201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;&#093;}\">Development of recommendations for action - whether internal data warehouse, self-service BI or external platform solutions - to sustainably increase data potential.<\/span><\/span><br \/>\n<\/span><\/li>\n<\/ul>\n\t<\/div>\n<\/div>\n\n\n\n\n\t\t<\/div> \n\t<\/div>\n\t<\/div> \n<\/div><\/div>\n\t\t\t<\/div> \n\t\t<\/div> \n\t<\/div> \n\t\t\t<\/div> \n\t\t<\/div>\n\t<\/div> \n<\/div><\/div>\n\t\t<div id=\"fws_69ea4a7f12e19\"  data-column-margin=\"default\" data-midnight=\"dark\"  class=\"wpb_row vc_row-fluid vc_row full-width-section\"  style=\"padding-top: 64px; padding-bottom: 128px; \"><div class=\"row-bg-wrap\" data-bg-animation=\"none\" data-bg-animation-delay=\"\" data-bg-overlay=\"false\"><div class=\"inner-wrap row-bg-layer\" ><div class=\"row-bg viewport-desktop using-bg-color\"  style=\"background-color: #dddddd; \"><\/div><\/div><\/div><div class=\"row_col_wrap_12 col span_12 dark left\">\n\t<div  class=\"vc_col-sm-12 wpb_column column_container vc_column_container col no-extra-padding inherit_tablet inherit_phone\"  data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\" >\n\t\t<div class=\"vc_column-inner\" >\n\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t<div class=\"nectar-highlighted-text\" data-style=\"half_text\" data-exp=\"default\" data-using-custom-color=\"true\" data-animation-delay=\"false\" data-color=\"#ff1053\" data-color-gradient=\"\" style=\"\"><h2>For whom are our audits relevant?<\/h2>\n<\/div>\n<div class=\"wpb_text_column wpb_content_element\" style=\" max-width: 900px; display: inline-block;\">\n\t<div class=\"wpb_wrapper\">\n\t\t<div class=\"wpb_text_column wpb_content_element vc_custom_1631675355065\">\n<p>Our audits are aimed at companies that operate their own software or ML\/AI models - from start-ups and SMEs to the enterprise segment. IT teams facing a cloud migration, AI managers in regulated industries such as finance, healthcare or retail and M&amp;A advisors who rely on reliable technical due diligence in takeover processes benefit in particular. IT service providers and cloud providers also rely on our independent analysis to strengthen the quality of their solutions.<\/p>\n<\/div>\n\t<\/div>\n<\/div>\n\n\n\n\n\t\t\t<\/div> \n\t\t<\/div>\n\t<\/div> \n<\/div><\/div>","protected":false},"excerpt":{"rendered":"Technisch gepr\u00fcft. Strategisch gest\u00e4rkt. Umfassendes Auditing f\u00fcr ihr Projekt Ob Software, IT-Infrastruktur, ML-\/KI-Modelle, User Experience oder technische Due Diligence \u2013 unsere Audits schaffen Klarheit \u00fcber Risiken, Optimierungspotenziale und Zukunftsf\u00e4higkeit. Wir...","protected":false},"author":7,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"folder":[44],"class_list":["post-8274","page","type-page","status-publish"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Auditing - IAMDS<\/title>\n<meta name=\"description\" content=\"Unser Beraterteam aus IT-Fachexperten unterst\u00fctzt Sie tatkr\u00e4ftig \u2013 von der Konzeption bis hin zur Markteinf\u00fchrung Ihres Projekts.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/iamds.com\/en\/auditing\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Auditing - IAMDS\" \/>\n<meta property=\"og:description\" content=\"Unser Beraterteam aus IT-Fachexperten unterst\u00fctzt Sie tatkr\u00e4ftig \u2013 von der Konzeption bis hin zur Markteinf\u00fchrung Ihres Projekts.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/iamds.com\/en\/auditing\/\" \/>\n<meta property=\"og:site_name\" content=\"IAMDS\" \/>\n<meta property=\"article:modified_time\" content=\"2025-06-05T12:12:23+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"11 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/iamds.com\\\/auditing\\\/\",\"url\":\"https:\\\/\\\/iamds.com\\\/auditing\\\/\",\"name\":\"Auditing - 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