{"id":56368,"date":"2026-10-02T09:45:00","date_gmt":"2026-10-02T07:45:00","guid":{"rendered":"https:\/\/www.accompio.com\/?post_type=blog&#038;p=56368"},"modified":"2026-10-02T09:45:01","modified_gmt":"2026-10-02T07:45:01","slug":"automated-testing-with-machine-learning","status":"publish","type":"blog","link":"https:\/\/www.accompio.com\/en\/blog\/ki-gestuetzte-testautomatisierung\/","title":{"rendered":"AI-based test automation: How to turn manual test cases into usable code"},"content":{"rendered":"<p class=\"wp-block-paragraph\">This is exactly where it starts <strong>AI-based test automation<\/strong> Instead of having to describe test cases in a rigid syntax or with detailed technical specifications, AI should generate executable and at the same time maintainable test code from professionally formulated test steps.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Daniel Horn has been working for many years in quality assurance and test automation. As a product owner, he is responsible for the development of accompio. <strong>QAptain<\/strong>, a tool that is intended to bridge the gap between manual test cases and automated test code.<\/p>\n\n\n\n<h2 id=\"h-das-wichtigste-in-kurze\" class=\"wp-block-heading\">The most important points briefly<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI can be used to <strong>Automated test code described in technical terms for test cases<\/strong> generate.<\/li>\n\n\n\n<li>Technical knowledge about UI elements, locators, and their implementation no longer has to be transferred completely manually.<\/li>\n\n\n\n<li>The generated code must still be <strong>readable, maintainable and reusable<\/strong> be it.<\/li>\n\n\n\n<li>Established concepts such as the <strong>Page Object Pattern<\/strong> they create the necessary abstraction.<\/li>\n\n\n\n<li>A <strong>Human in the Loop<\/strong> What remains crucial: AI-generated code is reviewed before it is incorporated into existing processes.<\/li>\n\n\n\n<li>The goal is not to completely replace human testers, but <strong>To accelerate technical code creation<\/strong> and to create more time for professional quality assurance.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<div class=\"wp-block-columns has-background is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\" style=\"background-color:#e0ebef\">\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Testing AI code safely: How QAptain\u00ae supports developers during testing | accompio expert interview\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/3DXuZsZIQCs?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 id=\"h-ki-gestutzte-testautomatisierung-experteninterview-mit-daniel-horn\" class=\"wp-block-heading\">AI-based test automation: Expert interview with Daniel Horn<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In the full expert interview speaks <strong>Daniel Horn<\/strong> about QAptain and how AI can bridge the gap between technical test cases and maintainable test code.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.youtube.com\/watch?v=3DXuZsZIQCs\" target=\"_blank\" rel=\"noreferrer noopener\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-white-color\">Watch video<\/mark><\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n<\/div>\n\n\n\n<h2 id=\"h-von-der-manuellen-beschreibung-zum-automatisierten-test\" class=\"wp-block-heading\">From manual description to automated testing<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In a classic case <a href=\"https:\/\/www.accompio.com\/en\/service\/dev-ops\/test-automation\/\" data-type=\"link\" data-id=\"https:\/\/www.accompio.com\/de\/service\/dev-ops\/testautomatisierung\/\">Test automation<\/a> A technical test description often isn\u2019t enough. A test automation engineer must figure out for each individual step which element is being addressed, how it is technically identified, and what code is needed for that.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">With longer end-to-end tests, this effort can become significant.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI can serve as a bridge here: The test case is still described in technical terms \u2013 for example, that a user should log in and then open the shopping cart. The AI then takes over part of the translation and integrates it into the technical test automation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The goal is explicitly stated <strong>no<\/strong>, replacing the technical description with a new technical syntax. Instead, natural language should be brought closer to the executable test.<\/p>\n\n\n\n<h2 id=\"h-warum-ki-generierter-testcode-trotzdem-qualitat-braucht\" class=\"wp-block-heading\">Why AI-generated test code still needs quality<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Automatically generated code is not automatically good code. Test automation code must also be maintainable in the long term. Therefore, similar requirements apply to Daniel Horn as to conventional software code: <strong>Readability, clear structures, reusability, and meaningful abstraction<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The Page Object Pattern plays an important role in this context. Technical details such as the precise identification of a login field are stored centrally. The actual test can therefore be formulated at a higher technical level. Instead of simply representing individual technical clicks, the test can, for example, simply invoke the process of \u201elogging in with these data\u201c.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This not only makes automated tests more understandable, but also reduces the workload for maintenance. For example, if the technical ID of an element changes, this adjustment ideally only needs to be made at a central location \u2013 and not in hundreds or thousands of test cases.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u201eTest automation code should meet the same quality requirements as my application code.\u201c<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Daniel Horn, Principal IT Consultant at accompio<\/p>\n<\/blockquote>\n\n\n\n<h2 id=\"h-human-in-the-loop-ki-unterstutzt-der-mensch-pruft\" class=\"wp-block-heading\">Human in the Loop: AI assists while the human checks<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">During the generation of test code, human control remains an important component of the process. The code generated by the AI is initially reviewed and, for example, incorporated into the existing development process via a pull request. Only after this review is it accepted.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The reason is simple: <strong>Code generation can be prone to errors.<\/strong> The person must continue to assess whether the test actually does what is expected from a professional point of view.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This also changes the role of the test automation engineer. Less time is spent on the purely technical creation of individual code lines. Instead, more resources can be invested in developing more meaningful test cases, reviews, and analyzing risks.<\/p>\n\n\n\n<h2 id=\"h-qaptain-die-brucke-zwischen-fachlichkeit-und-technik\" class=\"wp-block-heading\">QAptain: The bridge between professionalism and technology<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">With <a href=\"https:\/\/www.accompio.com\/en\/service\/dev-ops\/qaptain\/\" data-type=\"link\" data-id=\"https:\/\/www.accompio.com\/de\/service\/dev-ops\/qaptain\/\">QAptain<\/a> This very same connection is intended to be created. Technical test cases can still be described in a way that is understandable to a manual tester. The AI then translates this description into the technical structure of an automated test.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The goal is not to replace all test automation with AI. Rather, it aims to <strong>Technical code creation accelerated<\/strong> will be.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In the future, this approach could be even more integrated into the software development process: Test cases and acceptance criteria could already be defined during the requirements analysis or the user story refinement phase. When development subsequently takes place, the corresponding test code could be generated automatically from this process.<\/p>\n\n\n\n<h2 id=\"h-testautomatisierung-wird-teil-der-entwicklung\" class=\"wp-block-heading\">Test automation becomes part of the development process<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In the long run, this will also change the role of quality engineering. The technical implementation of test automation could move more towards the development teams. At the same time, the professional analysis is gaining importance: What requirements exist? What scenarios need to be tested? What risks exist?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Each user story and acceptance criterion can be considered a starting point for a test. The goal is a more integrated process in which <strong>Development and quality assurance no longer operate separately<\/strong>, But tests are part of software development from the very beginning.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<div class=\"wp-block-columns has-background is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\" style=\"background-color:#e0ebef\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.accompio.com\/wp-content\/uploads\/2026\/03\/accompio-dev-ops-1024x1024.jpg\" alt=\"Quality engineering and test automation for modern software development\" class=\"wp-image-52208\" srcset=\"https:\/\/www.accompio.com\/wp-content\/uploads\/2026\/03\/accompio-dev-ops-1024x1024.jpg 1024w, https:\/\/www.accompio.com\/wp-content\/uploads\/2026\/03\/accompio-dev-ops-300x300.jpg 300w, https:\/\/www.accompio.com\/wp-content\/uploads\/2026\/03\/accompio-dev-ops-150x150.jpg 150w, https:\/\/www.accompio.com\/wp-content\/uploads\/2026\/03\/accompio-dev-ops-768x768.jpg 768w, https:\/\/www.accompio.com\/wp-content\/uploads\/2026\/03\/accompio-dev-ops-12x12.jpg 12w, https:\/\/www.accompio.com\/wp-content\/uploads\/2026\/03\/accompio-dev-ops.jpg 1500w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<h2 id=\"h-quality-engineering-mit-losungen-von-accompio\" class=\"wp-block-heading\">Quality Engineering with solutions from accompio<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">accompio supports companies in software testing and offers expertise for the future in AI-based test automation.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.accompio.com\/en\/service\/dev-ops\/\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-white-color\">Our services<\/mark><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<h2 id=\"h-fazit-ki-macht-testautomatisierung-effizienter\" class=\"wp-block-heading\">Conclusion: AI makes test automation more efficient<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI can accelerate a significant portion of the technical work involved in test automation. Automated code can be created from technically described test cases without requiring any manual intermediate steps.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, for this approach to work, it takes more than just one AI generator: <strong>Maintainable code structures, established automation concepts, and human quality control remain crucial.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The future of test automation therefore does not lie in completely removing humans from the process. Rather, AI can help reduce technical routine work and give quality engineering teams more time for tasks that require technical understanding and experience.<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"814\" src=\"https:\/\/www.accompio.com\/wp-content\/uploads\/2026\/02\/accompio-team-daniel-horn.jpg\" alt=\"Portrait of Daniel Horn, IT expert at accompio, against a light background.\" class=\"wp-image-49771\" srcset=\"https:\/\/www.accompio.com\/wp-content\/uploads\/2026\/02\/accompio-team-daniel-horn.jpg 900w, https:\/\/www.accompio.com\/wp-content\/uploads\/2026\/02\/accompio-team-daniel-horn-300x271.jpg 300w, https:\/\/www.accompio.com\/wp-content\/uploads\/2026\/02\/accompio-team-daniel-horn-768x695.jpg 768w, https:\/\/www.accompio.com\/wp-content\/uploads\/2026\/02\/accompio-team-daniel-horn-13x12.jpg 13w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><figcaption class=\"wp-element-caption\"><strong>Daniel Horn<\/strong><br>Principal IT Consultant at accompio<\/figcaption><\/figure>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<h2 id=\"h-uber-den-experten\" class=\"wp-block-heading\">About the expert<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Daniel Horn is a Principal IT Consultant at accompio and, as a Product Owner of the in-house developed solution QAptain, he is the contact person for AI-based test automation.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.linkedin.com\/in\/daniel-horn-2a97b3189\/\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-white-color\">LinkedIn<\/mark><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<h2 id=\"h-faq-zur-ki-gestutzten-testautomatisierung\" class=\"wp-block-heading\">FAQ on AI-based test automation<\/h2>\n\n\n\n<h3 id=\"h-was-ist-ki-gestutzte-testautomatisierung\" class=\"wp-block-heading\">What is AI-based test automation?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI-based test automation uses artificial intelligence to generate automated test code from professionally described test cases. This can speed up the technical implementation of test cases.<\/p>\n\n\n\n<h3 id=\"h-kann-ki-automatisch-wartbaren-testcode-erzeugen\" class=\"wp-block-heading\">Can AI automatically generate maintainable test code?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI can generate test code. However, to ensure that it is maintainable in the long term, quality principles such as clear structures, reusability, and appropriate abstractions must be considered. Therefore, human review remains important.<\/p>\n\n\n\n<h3 id=\"h-was-ist-das-page-object-pattern\" class=\"wp-block-heading\">What is the Page Object Pattern?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The Page Object Pattern abstracts technical details of a user interface. Elements and their technical identifiers are managed centrally, while test cases can be formulated at a more technical level.<\/p>\n\n\n\n<h3 id=\"h-ersetzt-ki-den-testautomatisierer\" class=\"wp-block-heading\">Will AI replace the test automation tool?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">No. AI can primarily speed up the technical code development process. Technical testing analysis, review, risk assessment, and verifying whether a test actually ensures the expected quality remain important tasks for Quality Engineering teams.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>","protected":false},"excerpt":{"rendered":"<p>Test automation can ensure software quality and significantly accelerate regression testing. At the same time, creating and maintaining automated tests is time-consuming: From a technical description such as \u201eLog in and then open the shopping cart,\u201c a large number of technical information must first be derived.<\/p>","protected":false},"featured_media":56356,"template":"","meta":{"_acf_changed":false,"content-type":"","_links_to":"","_links_to_target":""},"categories":[124,128,116],"service-kategorie":[],"class_list":["post-56368","blog","type-blog","status-publish","has-post-thumbnail","hentry","category-ai-as-a-service","category-devops","category-featured-homeslider"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.5 (Yoast SEO v28.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>KI-gest\u00fctzte Testautomatisierung: Von Testfall zu Testcode<\/title>\n<meta name=\"description\" content=\"Wie kann KI Testautomatisierung beschleunigen? Daniel Horn erkl\u00e4rt, wie aus manuellen Testf\u00e4llen wartbarer Testcode entsteht.\" \/>\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.accompio.com\/en\/blog\/automated-testing-with-machine-learning\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"KI-gest\u00fctzte Testautomatisierung: Wie aus manuellen Testf\u00e4llen wartbarer Code wird\" \/>\n<meta property=\"og:description\" content=\"Wie kann KI Testautomatisierung beschleunigen? 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