{"id":11678,"date":"2021-03-23T13:24:00","date_gmt":"2021-03-23T12:24:00","guid":{"rendered":"https:\/\/www.polygran.de\/blog\/test-automation-with-artificial-intelligence\/"},"modified":"2024-05-16T16:43:03","modified_gmt":"2024-05-16T14:43:03","slug":"test-automation-with-artificial-intelligence","status":"publish","type":"post","link":"https:\/\/www.polygran.de\/en\/blog\/test-automation-with-artificial-intelligence\/","title":{"rendered":"Test automation with artificial intelligence"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"11678\" class=\"elementor elementor-11678 elementor-9479\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-12a84f1 e-con-full bottom-shadow e-flex e-con e-parent\" data-id=\"12a84f1\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-e531873 e-flex e-con-boxed e-con e-child\" data-id=\"e531873\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-084ae5f elementor-widget elementor-widget-heading\" data-id=\"084ae5f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">The future of test automation in software development<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9043a0f elementor-widget elementor-widget-heading\" data-id=\"9043a0f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Test automation with artificial intelligence<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-13b65af e-flex e-con-boxed e-con e-parent\" data-id=\"13b65af\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-3a4b17a e-con-full e-flex e-con e-child\" data-id=\"3a4b17a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4a36e4c variation-medium-bold elementor-align-right elementor-widget elementor-widget-post-info\" data-id=\"4a36e4c\" data-element_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-a615d0b 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<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"22\" height=\"25\" viewBox=\"0 0 22 25\" fill=\"none\"><path d=\"M10.75 13.754H16.5833V19.5874H10.75V13.754ZM18.9167 3.25405H17.75V0.920715H15.4167V3.25405H6.08333V0.920715H3.75V3.25405H2.58333C1.3 3.25405 0.25 4.30405 0.25 5.58738V21.9207C0.25 23.2041 1.3 24.2541 2.58333 24.2541H18.9167C20.2 24.2541 21.25 23.2041 21.25 21.9207V5.58738C21.25 4.30405 20.2 3.25405 18.9167 3.25405ZM18.9167 5.58738V7.92072H2.58333V5.58738H18.9167ZM2.58333 21.9207V10.254H18.9167V21.9207H2.58333Z\" fill=\"#B5B5B5\"><\/path><\/svg>\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>23. March 2021<\/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-0c8416f elementor-widget elementor-widget-text-editor\" data-id=\"0c8416f\" data-element_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>Amazon Web Services deploys code on average every 11.7 seconds and Netflix deploys code thousands of times a day. Big bang releases that are worked on for months or years, that go live with a big bang all at once, no longer meet the demands of today&#8217;s world. The ever-shortening release cycles make it clear that constant, rapid updates are the new normal for software applications, and that any company that can&#8217;t keep up risks losing out. In the end, this affects not only the giants, but also smaller organizations.<\/p>\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-7573aa6 elementor-widget elementor-widget-image\" data-id=\"7573aa6\" data-element_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=\"1466\" height=\"891\" src=\"https:\/\/www.polygran.de\/wp-content\/uploads\/Vorschaubild-kuenstliche-Intelligenz.png?wsr\" class=\"attachment-full size-full wp-image-19957\" alt=\"\" srcset=\"https:\/\/www.polygran.de\/wp-content\/uploads\/Vorschaubild-kuenstliche-Intelligenz.png 1466w, https:\/\/www.polygran.de\/wp-content\/uploads\/Vorschaubild-kuenstliche-Intelligenz-300x182.png 300w, https:\/\/www.polygran.de\/wp-content\/uploads\/Vorschaubild-kuenstliche-Intelligenz-1024x622.png 1024w, https:\/\/www.polygran.de\/wp-content\/uploads\/Vorschaubild-kuenstliche-Intelligenz-150x91.png 150w, https:\/\/www.polygran.de\/wp-content\/uploads\/Vorschaubild-kuenstliche-Intelligenz-768x467.png 768w\" sizes=\"(max-width: 1466px) 100vw, 1466px\" \/>\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-a5a78db elementor-widget elementor-widget-text-editor\" data-id=\"a5a78db\" data-element_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>To accelerate software development and thus increase the frequency of releases, automated processes are needed that save resources while ensuring quality. Test automation tools are already used in the software testing phase. Test automation in software development takes place in various areas in application technology. Depending on the technology, there are specific tools for test automation. Even within the respective technology, the tests are not platform-independent. Different tests may need to be developed for different environments.<\/p>\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-29012ff elementor-widget elementor-widget-heading\" data-id=\"29012ff\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Simple, better and faster<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea56e8c elementor-widget elementor-widget-text-editor\" data-id=\"ea56e8c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>In practice, standardized test management without artificial intelligence often involves a large amount of maintenance. Test management usually requires experienced individuals for test development. In the process, everyday and recurring tasks can be taken over by an artificial intelligence (AI).<\/p>\n<p>Intelligent test automation simplifies and improves test creation, execution, and maintenance through AI-powered automation. AI-based machine learning and advanced OCR provide advanced object recognition. Combined with AI-based mockup identification, recording, text matching, and image-based automation, teams can reduce test creation and maintenance time and increase test coverage, resilience, and testing resources.<\/p>\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-14afb90 elementor-widget elementor-widget-text-editor\" data-id=\"14afb90\" data-element_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><b>Advantages of test automation with artificial intelligence<\/b><\/p>\n<ul>\n<li><b>Intuitive test scripts<\/b><\/li>\n<li><b>Technology-independent tests<\/b><\/li>\n<li><b>Visual object recognition<\/b><\/li>\n<li><b>Easier maintenance of the tests<\/b><\/li>\n<li><b>One test for all platforms<\/b><\/li>\n<li><b>No need for programming skills<\/b><\/li>\n<\/ul>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a5bd12e e-flex e-con-boxed e-con e-child\" data-id=\"a5bd12e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-50aa2d7 e-con-full e-flex e-con e-child\" data-id=\"50aa2d7\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9707311 elementor-widget elementor-widget-heading\" data-id=\"9707311\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">UFT One - The Tool for Test Automation with Artificial Intelligence<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-63c6e54 elementor-widget elementor-widget-text-editor\" data-id=\"63c6e54\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The tool <a href=\"https:\/\/www.microfocus.com\/en-us\/products\/uft-one\/overview\"><br \/>\n  <u>UFT One<\/u><br \/>\n<\/a> from Micro Focus is used for these purposes. Within this tool, tests based on artificial intelligence can be recorded, repeated and maintained. Test maintenance is easy because an object that changes location, UI framework, or even shape will not damage the test script as long as the object remains visually similar or its purpose remains clear. The resilient tests reduce the overall test maintenance effort. In addition, test automation with UFT One is designed intuitively, so no programming knowledge is required.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7b13def e-con-full e-flex e-con e-child\" data-id=\"7b13def\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2564867 elementor-absolute e-transform elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"2564867\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;,&quot;_transform_translateX_effect&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:-50,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect_tablet&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect_mobile&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:-50,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect_tablet&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect_mobile&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"fas fa-info-circle\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bbdfe7c elementor-widget elementor-widget-heading\" data-id=\"bbdfe7c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Case Study<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-13b2aec elementor-widget elementor-widget-text-editor\" data-id=\"13b2aec\" data-element_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>With UFT One and UFT Mobile, the testing effort could be reduced by <b>more than 35%.<\/b> <\/p>\n<p>Download the case study <a href=\"https:\/\/www.microfocus.com\/media\/case-study\/independent-health-leveraging-ai-cs.pdf\">here<\/a>.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a1867cc elementor-widget elementor-widget-heading\" data-id=\"a1867cc\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What we can expect in the future<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-36569af elementor-widget elementor-widget-text-editor\" data-id=\"36569af\" data-element_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>So far, only mobile or web applications can be tested with artificial intelligence in UFT One. Because of all the positive impact Artificial Intelligence has on test automation, we are convinced that in the future the majority of automated test cases will be based on AI technology and more and more desktop applications will be supported.<\/p>\n<p>The general requirements, for AI-based web and mobile testing with UFT One can be found here.<\/p>\n<p><em>This post was co-authored with Nikolay Peshev, one of our technical consultants for Micro Focus products.<\/em><\/p>\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-b6c6385 elementor-grid-mobile-0 elementor-share-buttons--align-right elementor-share-buttons-mobile--align-left elementor-hidden-tablet elementor-hidden-mobile elementor-share-buttons--view-icon-text elementor-share-buttons--skin-gradient elementor-share-buttons--shape-square elementor-grid-0 elementor-share-buttons--color-official elementor-widget elementor-widget-share-buttons\" data-id=\"b6c6385\" data-element_type=\"widget\" data-widget_type=\"share-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-grid\" role=\"list\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_linkedin\" role=\"button\" tabindex=\"0\" aria-label=\"Share on linkedin\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-linkedin\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-share-btn__text\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__title\">\n\t\t\t\t\t\t\t\t\t\tLinkedIn\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div 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aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-share-btn__text\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__title\">\n\t\t\t\t\t\t\t\t\t\tFacebook\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_email\" role=\"button\" tabindex=\"0\" aria-label=\"Share on email\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fas fa-envelope\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-share-btn__text\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__title\">\n\t\t\t\t\t\t\t\t\t\tEmail\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5075eed elementor-grid-mobile-0 elementor-share-buttons--align-right elementor-share-buttons-mobile--align-left elementor-share-buttons--view-icon elementor-share-buttons-tablet--align-left elementor-hidden-desktop elementor-share-buttons--skin-gradient elementor-share-buttons--shape-square elementor-grid-0 elementor-share-buttons--color-official elementor-widget elementor-widget-share-buttons\" data-id=\"5075eed\" data-element_type=\"widget\" data-widget_type=\"share-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-grid\" role=\"list\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_linkedin\" role=\"button\" tabindex=\"0\" aria-label=\"Share on linkedin\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-linkedin\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_xing\" role=\"button\" tabindex=\"0\" aria-label=\"Share on xing\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-xing\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_facebook\" role=\"button\" tabindex=\"0\" aria-label=\"Share on facebook\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-facebook\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_email\" role=\"button\" tabindex=\"0\" aria-label=\"Share on email\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fas fa-envelope\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f31c856 e-flex e-con-boxed e-con e-parent\" data-id=\"f31c856\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-695f191 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"695f191\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Related articles<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b62cc65 elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-widget elementor-widget-loop-grid\" data-id=\"b62cc65\" data-element_type=\"widget\" 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7.27235 4.61025 7.3327 4.91667 7.3327C5.22308 7.3327 5.5265 7.27235 5.80959 7.15509C6.09269 7.03783 6.34991 6.86595 6.56658 6.64929C6.78325 6.43262 6.95512 6.17539 7.07239 5.8923C7.18965 5.6092 7.25 5.30579 7.25 4.99937C7.25 4.69295 7.18965 4.38953 7.07239 4.10644C6.95512 3.82335 6.78325 3.56612 6.56658 3.34945C6.34991 3.13278 6.09269 2.96091 5.80959 2.84365C5.5265 2.72639 5.22308 2.66604 4.91667 2.66604ZM11.9167 1.49937C11.9167 0.855037 12.439 0.332703 13.0833 0.332703H20.0833C20.7277 0.332703 21.25 0.855037 21.25 1.49937V8.49937C21.25 9.1437 20.7277 9.66604 20.0833 9.66604H13.0833C12.439 9.66604 11.9167 9.1437 11.9167 8.49937V1.49937ZM14.25 2.66604V7.3327H18.9167V2.66604H14.25ZM0.25 13.166C0.25 12.5217 0.772334 11.9994 1.41667 11.9994H8.41667C9.061 11.9994 9.58333 12.5217 9.58333 13.166V20.166C9.58333 20.8104 9.061 21.3327 8.41667 21.3327H1.41667C0.772334 21.3327 0.25 20.8104 0.25 20.166V13.166ZM2.58333 14.3327V18.9994H7.25V14.3327H2.58333ZM13.2835 13.3662C14.1587 12.491 15.3457 11.9994 16.5833 11.9994C17.821 11.9994 19.008 12.491 19.8832 13.3662C20.7583 14.2414 21.25 15.4284 21.25 16.666C21.25 17.9037 20.7583 19.0907 19.8832 19.9659C19.008 20.841 17.821 21.3327 16.5833 21.3327C15.3457 21.3327 14.1587 20.841 13.2835 19.9659C12.4083 19.0907 11.9167 17.9037 11.9167 16.666C11.9167 15.4284 12.4083 14.2414 13.2835 13.3662ZM16.5833 14.3327C15.9645 14.3327 15.371 14.5785 14.9334 15.0161C14.4958 15.4537 14.25 16.0472 14.25 16.666C14.25 17.2849 14.4958 17.8784 14.9334 18.316C15.371 18.7535 15.9645 18.9994 16.5833 18.9994C17.2022 18.9994 17.7957 18.7535 18.2332 18.316C18.6708 17.8784 18.9167 17.2849 18.9167 16.666C18.9167 16.0472 18.6708 15.4537 18.2332 15.0161C17.7957 14.5785 17.2022 14.3327 16.5833 14.3327Z\" fill=\"#228848\"><\/path><\/svg>\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-terms\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-post-info__terms-list\">\n\t\t\t\t<a href=\"https:\/\/www.polygran.de\/en\/blog\/category\/bi-service\/\" class=\"elementor-post-info__terms-list-item\">BI Service<\/a>\t\t\t\t<\/span>\n\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65e4227 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"65e4227\" data-element_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<h3 class=\"elementor-heading-title elementor-size-default\">Why Power BI is better than Excel \u2013 A detailed comparison for modern businesses<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d42984b elementor-widget elementor-widget-theme-post-excerpt\" data-id=\"d42984b\" data-element_type=\"widget\" data-widget_type=\"theme-post-excerpt.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\tStill relying on Excel for business intelligence? It\u2019s time for an upgrade. Discover why Power BI outperforms Excel in speed, scalability, visualization, and collaboration\u2014and how Polygran helps you make the switch seamlessly.\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e46dea8 variation-bold elementor-widget elementor-widget-button\" data-id=\"e46dea8\" data-element_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=\"https:\/\/www.polygran.de\/en\/blog\/bi-service-solutions-vs-excel\/\">\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\">More<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"11566\" class=\"elementor elementor-11566 elementor-9164 e-loop-item e-loop-item-21778 post-21778 post type-post status-publish format-standard has-post-thumbnail hentry category-catena-x-en\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-7e90bb2 e-flex e-con-boxed e-con e-parent\" data-id=\"7e90bb2\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d79a2d8 ratio object-fit-cover elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"d79a2d8\" data-element_type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1466\" height=\"891\" src=\"https:\/\/www.polygran.de\/wp-content\/uploads\/Blog-Vorschaubild-4.png?wsr\" class=\"attachment-full size-full wp-image-21782\" alt=\"BI Service Data Partner\" srcset=\"https:\/\/www.polygran.de\/wp-content\/uploads\/Blog-Vorschaubild-4.png 1466w, https:\/\/www.polygran.de\/wp-content\/uploads\/Blog-Vorschaubild-4-300x182.png 300w, https:\/\/www.polygran.de\/wp-content\/uploads\/Blog-Vorschaubild-4-1024x622.png 1024w, https:\/\/www.polygran.de\/wp-content\/uploads\/Blog-Vorschaubild-4-150x91.png 150w, https:\/\/www.polygran.de\/wp-content\/uploads\/Blog-Vorschaubild-4-768x467.png 768w\" sizes=\"(max-width: 1466px) 100vw, 1466px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8955800 e-flex e-con-boxed e-con e-child\" data-id=\"8955800\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-93e2055 e-flex e-con-boxed e-con e-child\" data-id=\"93e2055\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5e1821d variation-medium-bold elementor-widget elementor-widget-post-info\" data-id=\"5e1821d\" data-element_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-a615d0b 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<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"22\" height=\"25\" viewBox=\"0 0 22 25\" fill=\"none\"><path d=\"M10.75 13.754H16.5833V19.5874H10.75V13.754ZM18.9167 3.25405H17.75V0.920715H15.4167V3.25405H6.08333V0.920715H3.75V3.25405H2.58333C1.3 3.25405 0.25 4.30405 0.25 5.58738V21.9207C0.25 23.2041 1.3 24.2541 2.58333 24.2541H18.9167C20.2 24.2541 21.25 23.2041 21.25 21.9207V5.58738C21.25 4.30405 20.2 3.25405 18.9167 3.25405ZM18.9167 5.58738V7.92072H2.58333V5.58738H18.9167ZM2.58333 21.9207V10.254H18.9167V21.9207H2.58333Z\" fill=\"#B5B5B5\"><\/path><\/svg>\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>13. March 2025<\/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-597481b variation-medium-bold elementor-widget elementor-widget-post-info\" data-id=\"597481b\" data-element_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-b38a8bb elementor-inline-item\" itemprop=\"about\">\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<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"22\" height=\"22\" viewBox=\"0 0 22 22\" fill=\"none\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M3.13081 0.687931C3.697 0.453409 4.30383 0.332703 4.91667 0.332703C5.5295 0.332703 6.13634 0.453409 6.70252 0.687931C7.26871 0.922453 7.78316 1.2662 8.2165 1.69954C8.64984 2.13288 8.99358 2.64733 9.2281 3.21351C9.46263 3.7797 9.58333 4.38653 9.58333 4.99937C9.58333 5.6122 9.46263 6.21904 9.2281 6.78522C8.99358 7.35141 8.64984 7.86586 8.2165 8.2992C7.78316 8.73254 7.26871 9.07629 6.70252 9.31081C6.13634 9.54533 5.5295 9.66604 4.91667 9.66604C4.30383 9.66604 3.697 9.54533 3.13081 9.31081C2.56462 9.07629 2.05018 8.73254 1.61684 8.2992C1.18349 7.86586 0.839751 7.35141 0.605229 6.78522C0.370707 6.21904 0.25 5.6122 0.25 4.99937C0.25 4.38653 0.370707 3.7797 0.605229 3.21351C0.839751 2.64733 1.18349 2.13288 1.61684 1.69954C2.05017 1.2662 2.56462 0.922453 3.13081 0.687931ZM4.91667 2.66604C4.61025 2.66604 4.30683 2.72639 4.02374 2.84365C3.74065 2.96091 3.48342 3.13278 3.26675 3.34945C3.05008 3.56612 2.87821 3.82335 2.76095 4.10644C2.64369 4.38953 2.58333 4.69295 2.58333 4.99937C2.58333 5.30579 2.64369 5.6092 2.76095 5.8923C2.87821 6.17539 3.05008 6.43262 3.26675 6.64929C3.48342 6.86596 3.74065 7.03783 4.02374 7.15509C4.30683 7.27235 4.61025 7.3327 4.91667 7.3327C5.22308 7.3327 5.5265 7.27235 5.80959 7.15509C6.09269 7.03783 6.34991 6.86595 6.56658 6.64929C6.78325 6.43262 6.95512 6.17539 7.07239 5.8923C7.18965 5.6092 7.25 5.30579 7.25 4.99937C7.25 4.69295 7.18965 4.38953 7.07239 4.10644C6.95512 3.82335 6.78325 3.56612 6.56658 3.34945C6.34991 3.13278 6.09269 2.96091 5.80959 2.84365C5.5265 2.72639 5.22308 2.66604 4.91667 2.66604ZM11.9167 1.49937C11.9167 0.855037 12.439 0.332703 13.0833 0.332703H20.0833C20.7277 0.332703 21.25 0.855037 21.25 1.49937V8.49937C21.25 9.1437 20.7277 9.66604 20.0833 9.66604H13.0833C12.439 9.66604 11.9167 9.1437 11.9167 8.49937V1.49937ZM14.25 2.66604V7.3327H18.9167V2.66604H14.25ZM0.25 13.166C0.25 12.5217 0.772334 11.9994 1.41667 11.9994H8.41667C9.061 11.9994 9.58333 12.5217 9.58333 13.166V20.166C9.58333 20.8104 9.061 21.3327 8.41667 21.3327H1.41667C0.772334 21.3327 0.25 20.8104 0.25 20.166V13.166ZM2.58333 14.3327V18.9994H7.25V14.3327H2.58333ZM13.2835 13.3662C14.1587 12.491 15.3457 11.9994 16.5833 11.9994C17.821 11.9994 19.008 12.491 19.8832 13.3662C20.7583 14.2414 21.25 15.4284 21.25 16.666C21.25 17.9037 20.7583 19.0907 19.8832 19.9659C19.008 20.841 17.821 21.3327 16.5833 21.3327C15.3457 21.3327 14.1587 20.841 13.2835 19.9659C12.4083 19.0907 11.9167 17.9037 11.9167 16.666C11.9167 15.4284 12.4083 14.2414 13.2835 13.3662ZM16.5833 14.3327C15.9645 14.3327 15.371 14.5785 14.9334 15.0161C14.4958 15.4537 14.25 16.0472 14.25 16.666C14.25 17.2849 14.4958 17.8784 14.9334 18.316C15.371 18.7535 15.9645 18.9994 16.5833 18.9994C17.2022 18.9994 17.7957 18.7535 18.2332 18.316C18.6708 17.8784 18.9167 17.2849 18.9167 16.666C18.9167 16.0472 18.6708 15.4537 18.2332 15.0161C17.7957 14.5785 17.2022 14.3327 16.5833 14.3327Z\" fill=\"#228848\"><\/path><\/svg>\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-terms\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-post-info__terms-list\">\n\t\t\t\t<a href=\"https:\/\/www.polygran.de\/en\/blog\/category\/catena-x-en\/\" class=\"elementor-post-info__terms-list-item\">Catena-X<\/a>\t\t\t\t<\/span>\n\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65e4227 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"65e4227\" data-element_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<h3 class=\"elementor-heading-title elementor-size-default\">Business Intelligence: Unleash your company&#8217;s data potential with a personal trainer<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d42984b elementor-widget elementor-widget-theme-post-excerpt\" data-id=\"d42984b\" data-element_type=\"widget\" data-widget_type=\"theme-post-excerpt.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\tImagine your business as a high-potential athlete\u2014driven, capable, yet lacking direction. Without a coach, even the most talented performers plateau. That\u2019s where Polygran comes in: as your Business Intelligence personal trainer, we turn scattered data into strategic insights that fuel measurable growth.\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e46dea8 variation-bold elementor-widget elementor-widget-button\" data-id=\"e46dea8\" data-element_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=\"https:\/\/www.polygran.de\/en\/blog\/bi-service-data\/\">\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\">More<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"11566\" class=\"elementor elementor-11566 elementor-9164 e-loop-item e-loop-item-21725 post-21725 post type-post status-publish format-standard has-post-thumbnail hentry category-bi-service\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-7e90bb2 e-flex e-con-boxed e-con e-parent\" data-id=\"7e90bb2\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d79a2d8 ratio object-fit-cover elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"d79a2d8\" data-element_type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1466\" height=\"891\" src=\"https:\/\/www.polygran.de\/wp-content\/uploads\/Blog-Vorschaubild-3.png?wsr\" class=\"attachment-full size-full wp-image-21726\" alt=\"BI Service solutions\" srcset=\"https:\/\/www.polygran.de\/wp-content\/uploads\/Blog-Vorschaubild-3.png 1466w, https:\/\/www.polygran.de\/wp-content\/uploads\/Blog-Vorschaubild-3-300x182.png 300w, https:\/\/www.polygran.de\/wp-content\/uploads\/Blog-Vorschaubild-3-1024x622.png 1024w, https:\/\/www.polygran.de\/wp-content\/uploads\/Blog-Vorschaubild-3-150x91.png 150w, https:\/\/www.polygran.de\/wp-content\/uploads\/Blog-Vorschaubild-3-768x467.png 768w\" sizes=\"(max-width: 1466px) 100vw, 1466px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8955800 e-flex e-con-boxed e-con e-child\" data-id=\"8955800\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-93e2055 e-flex e-con-boxed e-con e-child\" data-id=\"93e2055\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5e1821d variation-medium-bold elementor-widget elementor-widget-post-info\" data-id=\"5e1821d\" data-element_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-a615d0b 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<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"22\" height=\"25\" viewBox=\"0 0 22 25\" fill=\"none\"><path d=\"M10.75 13.754H16.5833V19.5874H10.75V13.754ZM18.9167 3.25405H17.75V0.920715H15.4167V3.25405H6.08333V0.920715H3.75V3.25405H2.58333C1.3 3.25405 0.25 4.30405 0.25 5.58738V21.9207C0.25 23.2041 1.3 24.2541 2.58333 24.2541H18.9167C20.2 24.2541 21.25 23.2041 21.25 21.9207V5.58738C21.25 4.30405 20.2 3.25405 18.9167 3.25405ZM18.9167 5.58738V7.92072H2.58333V5.58738H18.9167ZM2.58333 21.9207V10.254H18.9167V21.9207H2.58333Z\" fill=\"#B5B5B5\"><\/path><\/svg>\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>13. March 2025<\/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-597481b variation-medium-bold elementor-widget elementor-widget-post-info\" data-id=\"597481b\" data-element_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-b38a8bb elementor-inline-item\" itemprop=\"about\">\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<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"22\" height=\"22\" viewBox=\"0 0 22 22\" fill=\"none\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M3.13081 0.687931C3.697 0.453409 4.30383 0.332703 4.91667 0.332703C5.5295 0.332703 6.13634 0.453409 6.70252 0.687931C7.26871 0.922453 7.78316 1.2662 8.2165 1.69954C8.64984 2.13288 8.99358 2.64733 9.2281 3.21351C9.46263 3.7797 9.58333 4.38653 9.58333 4.99937C9.58333 5.6122 9.46263 6.21904 9.2281 6.78522C8.99358 7.35141 8.64984 7.86586 8.2165 8.2992C7.78316 8.73254 7.26871 9.07629 6.70252 9.31081C6.13634 9.54533 5.5295 9.66604 4.91667 9.66604C4.30383 9.66604 3.697 9.54533 3.13081 9.31081C2.56462 9.07629 2.05018 8.73254 1.61684 8.2992C1.18349 7.86586 0.839751 7.35141 0.605229 6.78522C0.370707 6.21904 0.25 5.6122 0.25 4.99937C0.25 4.38653 0.370707 3.7797 0.605229 3.21351C0.839751 2.64733 1.18349 2.13288 1.61684 1.69954C2.05017 1.2662 2.56462 0.922453 3.13081 0.687931ZM4.91667 2.66604C4.61025 2.66604 4.30683 2.72639 4.02374 2.84365C3.74065 2.96091 3.48342 3.13278 3.26675 3.34945C3.05008 3.56612 2.87821 3.82335 2.76095 4.10644C2.64369 4.38953 2.58333 4.69295 2.58333 4.99937C2.58333 5.30579 2.64369 5.6092 2.76095 5.8923C2.87821 6.17539 3.05008 6.43262 3.26675 6.64929C3.48342 6.86596 3.74065 7.03783 4.02374 7.15509C4.30683 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11.9994 16.5833 11.9994C17.821 11.9994 19.008 12.491 19.8832 13.3662C20.7583 14.2414 21.25 15.4284 21.25 16.666C21.25 17.9037 20.7583 19.0907 19.8832 19.9659C19.008 20.841 17.821 21.3327 16.5833 21.3327C15.3457 21.3327 14.1587 20.841 13.2835 19.9659C12.4083 19.0907 11.9167 17.9037 11.9167 16.666C11.9167 15.4284 12.4083 14.2414 13.2835 13.3662ZM16.5833 14.3327C15.9645 14.3327 15.371 14.5785 14.9334 15.0161C14.4958 15.4537 14.25 16.0472 14.25 16.666C14.25 17.2849 14.4958 17.8784 14.9334 18.316C15.371 18.7535 15.9645 18.9994 16.5833 18.9994C17.2022 18.9994 17.7957 18.7535 18.2332 18.316C18.6708 17.8784 18.9167 17.2849 18.9167 16.666C18.9167 16.0472 18.6708 15.4537 18.2332 15.0161C17.7957 14.5785 17.2022 14.3327 16.5833 14.3327Z\" fill=\"#228848\"><\/path><\/svg>\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-terms\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-post-info__terms-list\">\n\t\t\t\t<a href=\"https:\/\/www.polygran.de\/en\/blog\/category\/bi-service\/\" class=\"elementor-post-info__terms-list-item\">BI Service<\/a>\t\t\t\t<\/span>\n\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65e4227 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"65e4227\" data-element_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<h3 class=\"elementor-heading-title elementor-size-default\">Business Intelligence solutions compared<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d42984b elementor-widget elementor-widget-theme-post-excerpt\" data-id=\"d42984b\" data-element_type=\"widget\" data-widget_type=\"theme-post-excerpt.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\tData is a key strategic asset\u2014when used correctly. But powerful tools alone are not enough. In this in-depth comparison, we explore five leading Business Intelligence platforms: IBM Planning Analytics, Cognos Analytics, Jedox, Microsoft Power BI, and Tableau. Find out which solution best fits your business needs\u2014and why partnering with an\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e46dea8 variation-bold elementor-widget elementor-widget-button\" data-id=\"e46dea8\" data-element_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=\"https:\/\/www.polygran.de\/en\/blog\/bi-service-solutions\/\">\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\">More<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Amazon Web Services deploys code on average every 11.7 seconds and Netflix deploys code thousands of times a day. Big bang releases that are worked on for months or years, that go live with a big bang all at once, no longer meet the demands of today&#8217;s world. The ever-shortening release cycles make it clear that constant, rapid updates are the new normal for software applications, and that any company that can&#8217;t keep up risks losing out. In the end, this affects not only<\/p>\n","protected":false},"author":2,"featured_media":19957,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[79],"tags":[],"class_list":["post-11678","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.9 (Yoast SEO v25.9) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Test automation with artificial intelligence - Polygran GmbH<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.polygran.de\/en\/blog\/test-automation-with-artificial-intelligence\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Test automation with artificial intelligence\" \/>\n<meta property=\"og:description\" content=\"Amazon Web Services deploys code on average every 11.7 seconds and Netflix deploys code thousands of times a day. Big bang releases that are worked on for months or years, that go live with a big bang all at once, no longer meet the demands of today&#039;s world. The ever-shortening release cycles make it clear that constant, rapid updates are the new normal for software applications, and that any company that can&#039;t keep up risks losing out. 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