{"id":145109,"date":"2024-08-28T07:00:00","date_gmt":"2024-08-28T05:00:00","guid":{"rendered":"http:\/\/e3mag.com\/?p=145109"},"modified":"2024-11-15T11:51:52","modified_gmt":"2024-11-15T10:51:52","slug":"machine-learning-and-ai-revolutionize-erp-testing","status":"publish","type":"post","link":"https:\/\/e3mag.com\/en\/machine-learning-and-ai-revolutionize-erp-testing\/","title":{"rendered":"Machine Learning and AI Revolutionize ERP Testing"},"content":{"rendered":"<p>Artificial intelligence and machine learning can help test, test, and retest. Most organizations today rely on complex IT system architectures to manage the multitude of different tasks. The core is usually a cloud-based SAP S\/4, supplemented by other specific software solutions. This provides SAP customers with powerful IT. However, this also results in numerous interfaces and media disruptions\u2014which means many potential sources of error, for example as a result of unclean data transfer.<\/p>\n\n\n\n<p>In order to ensure cross-system processes, organizations must regularly test their system environments. With frequent updates and upgrades, this is a labor-intensive task. Modern processes based on the use of AI (artificial intelligence) and machine learning concepts can help.<\/p><div id=\"great-2000082692\" class=\"great-fullsize-content-en\" style=\"margin-bottom: 20px;\"><a data-no-instant=\"1\" href=\"https:\/\/www.youtube.com\/watch?v=6yfv7eho3Gc\" rel=\"noopener\" class=\"a2t-link\" target=\"_blank\" aria-label=\"Fullsize\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150.jpg\" alt=\"Fullsize\"  srcset=\"https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150.jpg 1200w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-400x50.jpg 400w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-768x96.jpg 768w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-100x13.jpg 100w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-480x60.jpg 480w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-640x80.jpg 640w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-720x90.jpg 720w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-960x120.jpg 960w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-1168x146.jpg 1168w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-18x2.jpg 18w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-600x75.jpg 600w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" width=\"1200\" height=\"150\"  style=\" max-width: 100%; height: auto;\" \/><\/a><\/div>\n\n\n\n<p>\"Companies have been increasingly focusing on test automation for some time now,\" says Thomas Steirer, a test and AI specialist at digital engineering firm Nagarro, who is currently involved in several research projects in this area. \"But they often don't use the most modern methods\u2014partly because they simply don't have an overview of what is already technically possible.\"<\/p>\n\n\n\n<div class=\"wp-block-stackable-columns stk-block-columns stk-block stk-724ac8d\" data-block-id=\"724ac8d\"><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-724ac8d-column\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-44c853d\" data-v=\"4\" data-block-id=\"44c853d\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-44c853d-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-44c853d-inner-blocks\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"800\" src=\"https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/nagarro_steirer_dusek_web.jpg\" alt=\"\" class=\"wp-image-145112\" srcset=\"https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/nagarro_steirer_dusek_web.jpg 600w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/nagarro_steirer_dusek_web-300x400.jpg 300w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/nagarro_steirer_dusek_web-100x133.jpg 100w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/nagarro_steirer_dusek_web-480x640.jpg 480w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/nagarro_steirer_dusek_web-9x12.jpg 9w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-d7d30f1\" data-v=\"4\" data-block-id=\"d7d30f1\"><style>.stk-d7d30f1{align-self:center !important}.stk-d7d30f1-inner-blocks{align-items:flex-start !important}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-d7d30f1-container stk--no-background stk--no-padding\"><div class=\"stk--column-flex stk-block-content stk-inner-blocks stk-d7d30f1-inner-blocks\">\n<p>\"It is essential for consultants to gain an overview of a company's current processes in the shortest possible time frame.\"<\/p>\n\n\n\n<p><strong>Thomas Steirer<\/strong>,<br>Testing and AI specialist,<br>Nagarro<\/p>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n\n\n<p>This includes, for example, the question of where to apply modern test structures. Thomas Steirer points out that the automatic error analysis of failed test cases in particular can provide useful insights for companies: \"Our practical experience shows that many failed system tests can usually be traced back to just a few causes. Once these are known, IT departments can optimize their test infrastructure in a much more targeted manner. To do this, they need to evaluate and classify failed test log files using machine learning models. Unfortunately, this is often a \"catching-up\" process.<\/p>\n\n\n\n<p>This process is not trivial. In order to achieve a suitable classification, test experts must first train the necessary ML algorithm. They give it the common failure categories and then practice the correct assignment manually using training data.<\/p>\n\n\n\n<div class=\"wp-block-stackable-divider stk-block-divider stk-block stk-bded7ac\" data-block-id=\"bded7ac\"><hr class=\"stk-block-divider__hr\"\/><\/div>\n\n\n\n<p>To the partner entry: <\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><a href=\"https:\/\/e3mag.com\/en\/partners\/nagarro\/\" target=\"_blank\" rel=\"noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"245\" src=\"https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022.jpg\" alt=\"\" class=\"wp-image-140475\" style=\"width:350px\" srcset=\"https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022.jpg 1000w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022-400x98.jpg 400w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022-768x188.jpg 768w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022-100x25.jpg 100w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022-480x118.jpg 480w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022-640x157.jpg 640w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022-720x176.jpg 720w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022-960x235.jpg 960w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022-18x4.jpg 18w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022-600x147.jpg 600w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/a><\/figure>","protected":false},"excerpt":{"rendered":"<p>Companies need a functioning IT landscape. In order to guarantee this, regular tests of the system environments are necessary -<br \/>\nDespite automation, this is often still a small-scale and time-consuming trade.<\/p>","protected":false},"author":2368,"featured_media":145110,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"pmpro_default_level":"","footnotes":""},"categories":[5,43994],"tags":[73],"coauthors":[39720],"class_list":["post-145109","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-it-management","category-manager-magazin-2024","tag-erp","pmpro-has-access"],"acf":[],"featured_image_urls_v2":{"full":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895.jpg",1000,450,false],"thumbnail":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-150x150.jpg",150,150,true],"medium":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-400x180.jpg",400,180,true],"medium_large":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-768x346.jpg",768,346,true],"large":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895.jpg",1000,450,false],"image-100":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-100x45.jpg",100,45,true],"image-480":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-480x216.jpg",480,216,true],"image-640":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-640x288.jpg",640,288,true],"image-720":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-720x324.jpg",720,324,true],"image-960":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-960x432.jpg",960,432,true],"image-1168":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895.jpg",1000,450,false],"image-1440":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895.jpg",1000,450,false],"image-1920":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895.jpg",1000,450,false],"1536x1536":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895.jpg",1000,450,false],"2048x2048":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895.jpg",1000,450,false],"trp-custom-language-flag":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-18x8.jpg",18,8,true],"bricks_large_16x9":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895.jpg",1000,450,false],"bricks_large":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895.jpg",1000,450,false],"bricks_large_square":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895.jpg",1000,450,false],"bricks_medium":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-600x270.jpg",600,270,true],"bricks_medium_square":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-600x450.jpg",600,450,true],"profile_24":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-24x24.jpg",24,24,true],"profile_48":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-48x48.jpg",48,48,true],"profile_96":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-96x96.jpg",96,96,true],"profile_150":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-150x150.jpg",150,150,true],"profile_300":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-300x300.jpg",300,300,true]},"post_excerpt_stackable_v2":"<p>Unternehmen ben\u00f6tigen eine funktionierende IT-Landschaft. Um diese zu gew\u00e4hrleisten, sind regelm\u00e4\u00dfige Tests der Systemumgebungen notwendig \u2013<br \/>\ntrotz Automatisierung ein oft noch kleinteiliges und zeitaufw\u00e4ndiges Handwerk.<\/p>\n","category_list_v2":"<a href=\"https:\/\/e3mag.com\/en\/category\/it-management\/\" rel=\"category tag\">IT-Management<\/a>, <a href=\"https:\/\/e3mag.com\/en\/category\/editions\/manager-magazin-2024\/\" rel=\"category tag\">Manager Magazin 2024<\/a>","author_info_v2":{"name":"E3 Magazine","url":"https:\/\/e3mag.com\/en\/author\/e3_magazin\/"},"comments_num_v2":"0 comments","_links":{"self":[{"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/posts\/145109","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/users\/2368"}],"replies":[{"embeddable":true,"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/comments?post=145109"}],"version-history":[{"count":4,"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/posts\/145109\/revisions"}],"predecessor-version":[{"id":145364,"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/posts\/145109\/revisions\/145364"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/media\/145110"}],"wp:attachment":[{"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/media?parent=145109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/categories?post=145109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/tags?post=145109"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/e3mag.com\/en\/wp-json\/wp\/v2\/coauthors?post=145109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}