{"id":56524,"date":"2024-09-09T09:13:50","date_gmt":"2024-09-09T09:13:50","guid":{"rendered":"https:\/\/qualityminds.com\/?post_type=case&#038;p=56524"},"modified":"2025-04-08T23:29:26","modified_gmt":"2025-04-08T21:29:26","slug":"test-ml-automotive","status":"publish","type":"case","link":"https:\/\/qualityminds.com\/en\/case\/test-ml-automotive\/","title":{"rendered":"Test Machine Learning &amp; NLP &#8211; Automotive"},"content":{"rendered":"\n<section id=\"block-66508199cb8e9\"  class=\"hero-section template10\">\n\t<div class=\"bg\">\n\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"2560\" height=\"1079\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Software-Engineering-and-Machine-Learning-Consulting-Services.jpg\" class=\"attachment-full size-full\" alt=\"Quality Minds Software Engineering and Machine Learning Consulting Services\" loading=\"eager\" srcset=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Software-Engineering-and-Machine-Learning-Consulting-Services.jpg 2560w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Software-Engineering-and-Machine-Learning-Consulting-Services-300x126.jpg 300w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Software-Engineering-and-Machine-Learning-Consulting-Services-1024x432.jpg 1024w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Software-Engineering-and-Machine-Learning-Consulting-Services-768x324.jpg 768w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Software-Engineering-and-Machine-Learning-Consulting-Services-1536x647.jpg 1536w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Software-Engineering-and-Machine-Learning-Consulting-Services-2048x863.jpg 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\t\t\t<\/div>\n\t<div class=\"container\">\n\t\t<div class=\"hero-section__wrapper flex flex-wrap justify-between\">\n\t\t\t<div class=\"hero-section__description\">\n\t\t\t\t<div class=\"text-element-wrapper\">\n\t\t\t\t\t<div class=\"text-element\">\n\n<h1 class=\"wp-block-heading has-text-align-left\"><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-theme-secondary-color\">Intelligent test automation<\/mark> &#8211; in the automotive sector<\/strong><\/h1>\n\n<\/div>\n\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<div class=\"hero-section__content\">\n\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t<p>Development of a test planning software using Natural Language Processing &amp; Supervised Machine Learning.<\/p>\n\n\t\t\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\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t<\/div>\n\n\t<div class=\"social\">\n\t\t<div class=\"container\">\n\t\t\t<div class=\"social-wrapper flex items-center\">\n\t\t\t\tFollow us\t\t\t\t\t<ul class=\"no-list no-margin social-list\">\n\t\t\t\t\t<li>\n\t\t\t\t<a href=\"https:\/\/www.linkedin.com\/company\/qualityminds-gmbh\/\" target=\"_blank\" aria-label=\"share on social media\" rel=\"noopener\">\n\t\t\t\t\t<img decoding=\"async\" width=\"29\" height=\"29\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/linkedin.svg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t<\/a>\n\t\t\t<\/li>\n\t\t\t\t\t<li>\n\t\t\t\t<a href=\"https:\/\/de-de.facebook.com\/QualityMindsGmbH\/\" target=\"_blank\" aria-label=\"share on social media\" rel=\"noopener\">\n\t\t\t\t\t<img decoding=\"async\" width=\"29\" height=\"29\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/facebook.svg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t<\/a>\n\t\t\t<\/li>\n\t\t\t\t\t<li>\n\t\t\t\t<a href=\"https:\/\/www.xing.com\/pages\/qualitymindsgmbh\" target=\"_blank\" aria-label=\"share on social media\" rel=\"noopener\">\n\t\t\t\t\t<img decoding=\"async\" width=\"29\" height=\"29\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/xing_icon.svg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t<\/a>\n\t\t\t<\/li>\n\t\t\t<\/ul>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n<section id=\"block-66508199cba0d\"  class=\"text-image-section template-2\">\n\t<div class=\"container\">\n\t\t<div class=\"content flex justify-between\">\n\t\t\t<div class=\"text-element-wrapper\">\n\t\t\t\t<div class=\"text-element\">\n\n<h2 class=\"wp-block-heading\">The future<br><strong>of automotive engineering<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A renowned German car manufacturer is a leading manufacturer of premium automobiles. The company operates over 30 production sites worldwide and is pursuing an ambitious electrification strategy with the aim of achieving a 50% sales share of fully electric vehicles by 2030.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The company has strict quality assurance requirements for the software used in its cars. Complex tests that cover all of a vehicle&#8217;s 40 or so control units require a great deal of manual effort, as they were still laboriously selected and planned manually by large teams until the new software was rolled out. The aim was to optimize this time-consuming and cost-intensive test planning by an intelligent software solution.  <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">.<\/p>\n\n<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"image-box default\">\n\t\t\t\t\t\n\t\t\t\t\t<img decoding=\"async\" width=\"505\" height=\"506\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2025\/03\/Testautomatisierung-Auto.jpg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2025\/03\/Testautomatisierung-Auto.jpg 505w, https:\/\/qualityminds.com\/wp-content\/uploads\/2025\/03\/Testautomatisierung-Auto-300x300.jpg 300w, https:\/\/qualityminds.com\/wp-content\/uploads\/2025\/03\/Testautomatisierung-Auto-150x150.jpg 150w\" sizes=\"auto, (max-width: 505px) 100vw, 505px\" \/>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n<section id=\"block-6650837d58dda\"  class=\"left-right-sm-section template-2\">\n\t<div class=\"container\">\n\t\t<div class=\"content\">\n\t\t\t<div class=\"text-element-wrapper\">\n\t\t\t\t<div class=\"text-element\">\n\n<p class=\"brand-subtitle wp-block-paragraph\">The Challenge:<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Automate the test planning and reduce the test effort.<\/h2>\n\n<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"right-element\">\n\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t<p>Testing is carried out at every stage of the software development and process level to ensure that the components function properly. However, frequent multiple tests are inefficient and should be improved through test automation, so that testing is only repeated in the event of innovations or changes. In addition, many different departments are involved in the construction of a vehicle, all of which use different test descriptions, resulting in a large number of test cases. Therefore, higher test levels often do not know whether a function has already been tested at a lower level.<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n<section id=\"block-665086d301289\"  class=\"tabs-section template-2\">\n\t<div class=\"container\">\n\t\t<div class=\"content\">\n\t\t\t<div class=\"heading\">\n\t\t\t\t<div class=\"text-element\">\n\n<p class=\"has-text-align-center brand-subtitle wp-block-paragraph\">The solution:<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\">The rollout of an efficient software thanks to intelligent test automation from QualityMinds<\/h2>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">QualityMinds develops innovative test planning with learning algorithms and automated determination of test coverage.<\/p>\n\n<\/div>\n\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<div class=\"tabs-wrapper\" data-target=\"tabs\">\n\t\t\t\t\t<div role=\"tablist\" aria-label=\"Short title for tabs block\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"tab-wrap\">\n\t\t\t\t\t\t\t\t<button role=\"tab\" aria-selected=\"true\" id=\"0-0\">\n\t\t\t\t\t\t\t\t\tDiscovery Workshop  <br>Usability Studies\t\t\t\t\t\t\t\t<\/button>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"tab-wrap\">\n\t\t\t\t\t\t\t\t<button role=\"tab\" aria-selected=\"false\" id=\"0-1\">\n\t\t\t\t\t\t\t\t\tNatural Language <br>Processing\t\t\t\t\t\t\t\t<\/button>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"tab-wrap\">\n\t\t\t\t\t\t\t\t<button role=\"tab\" aria-selected=\"false\" id=\"0-2\">\n\t\t\t\t\t\t\t\t\tAgile Software <br>Development\t\t\t\t\t\t\t\t<\/button>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"tabs\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"tab \" role=\"tabpanel\" aria-labelledby=\"0-0\">\n\t\t\t\t\t\t\t\t<div class=\"tab-content\">\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t\t\t\t<p>In a discovery workshop, QualityMinds supported the customer in understanding the problem, defining it more precisely and describing it in detail. User stories and usability studies were used to determine the exact needs of the users (in this case, the car manufacturer&#8217;s testers) for the desired software. Within just four months, QualityMinds succeeded in creating a first version of the product, which was continuously optimized through further usability studies and feedback loops and was tailored to the daily work of the testers.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\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\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"tab hidden\" role=\"tabpanel\" aria-labelledby=\"0-1\">\n\t\t\t\t\t\t\t\t<div class=\"tab-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"left-element\">\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"no-margin\"><strong>NLP, statistical methods and machine learning were used in the software development.<\/strong><\/h3>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t\t\t\t<p>Natural Language Processing (NLP) was used to compare test cases from different test levels in order to identify superfluous tests and recognize additional requirements. The technique of vector space embedding was used, which determined semantically similar words for the respective components in a text analysis of the test cases. A co-occurrence matrix (frequency matrix of common occurrences) was then used to calculate the statistical frequency of these words.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\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\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"tab hidden\" role=\"tabpanel\" aria-labelledby=\"0-2\">\n\t\t\t\t\t\t\t\t<div class=\"tab-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"left-element\">\n\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"no-margin\"><strong>Agile software development according to Kanban and Scrum: changes in customer requirements can always be adapted flexibly. <\/strong><\/h3>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t\t\t\t<p>QualityMinds then developed software that imported test cases from different test levels into a database and centrally consolidated them. This allowed testers to identify relevant testing needs and determine at which test level a component&#8217;s functionality had already been verified, helping to avoid redundant tests. The test cases were intelligently linked, and based on the underlying data, suitable tests were suggested to the respective departments.<\/p>\n<div id=\"attachment_56498\" style=\"width: 310px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/08\/Referenz-BMW-Test-ML_Grafik_Algorithm_CheatSheet.png\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-56498\" class=\"wp-image-56498 size-medium\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/08\/Referenz-BMW-Test-ML_Grafik_Algorithm_CheatSheet-300x167.png\" alt=\"Test ML Automotive Case_intelligente Algorithmen\" width=\"300\" height=\"167\" srcset=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/08\/Referenz-BMW-Test-ML_Grafik_Algorithm_CheatSheet-300x167.png 300w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/08\/Referenz-BMW-Test-ML_Grafik_Algorithm_CheatSheet-1024x568.png 1024w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/08\/Referenz-BMW-Test-ML_Grafik_Algorithm_CheatSheet-768x426.png 768w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/08\/Referenz-BMW-Test-ML_Grafik_Algorithm_CheatSheet-1536x852.png 1536w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/08\/Referenz-BMW-Test-ML_Grafik_Algorithm_CheatSheet.png 1600w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><p id=\"caption-attachment-56498\" class=\"wp-caption-text\">Cheat Sheet for Selecting an Algorithm<\/p><\/div>\n<p>This accelerated the automobile manufacturer&#8217;s testing process using intelligent algorithms and sustainably improved test planning.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\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\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n<section id=\"block-6650a31ef2fee\"  class=\"content-section template-5\">\n\t<div class=\"container\">\n\n\t\t\n\t\t<div class=\"content flex justify-between items-start\">\n\t\t\t<div class=\"text-element-wrapper\">\n\t\t\t\t\n\t\t\t\t<div class=\"text-element\">\n\n<h2 class=\"wp-block-heading\"><strong>Key Facts<\/strong><\/h2>\n\n<\/div>\n\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<div class=\"blocks\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"block\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t<p>Automated selection of test cases reduces test effort and optimizes the test planning<\/p>\n\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\t\t\t\t\t\t<div class=\"block\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t<p>Technologies: Java, Machine Learning, MariaDB, Docker, REST, d3 Library, Bootstrap, Spring Boot, integration of the test environment in Jenkins<\/p>\n\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\t\t\t\t\t\t<div class=\"block\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t<p>Compliance with security requirements has top priority: development at QualityMinds but deployment locally at the customer&#8217;s site via their intranet<\/p>\n\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\t\t\t\t\t\t<div class=\"block\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t<p>Expertise in agile software development, design thinking and testing from a single source at QualityMinds<\/p>\n\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\t\t\t\t\t\t<div class=\"block\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t<p>Use of the Vector Space Embedding technique and a co-occurrence matrix in the context of NLP: <\/p>\n<ul>\n<li>Vector Space Embedding: Conversion of words into vectors to analyze semantic similarities in test cases<\/li>\n<li>Co-occurence Matrix: Calculation of the frequency of common words in the analysis of test cases<\/li>\n<\/ul>\n\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\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\t\t<\/div>\n<\/section>\n\n\n<section id=\"block-6650965ad3e9d\"  class=\"blockquote-slider-section\">\n\t<div class=\"container\">\n\t\t<div class=\"content\">\n\t\t\t\t\t\t\t<div class=\"swiper\">\n\t\t\t\t\t<div class=\"swiper-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\">\n\t\t\t\t\t\t\t\t<div class=\"inner\">\n\t\t\t\t\t\t\t\t\t<div class=\"blockquote-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element description\">\n\t\t\t\t\t\t\t\t\t\t\t\t<p>&#8220;We developed the software with the help of Kanban tools in an agile manner, continuously gathering feedback from the testers as to whether what we were developing was actually helping them in their daily technical work. When the software went live, it made the testers&#8217; daily work much easier. One of QualityMinds&#8217; strengths is that, thanks to discovery workshops and extensive usability studies during the project, we can precisely understand the needs of the users, quickly implement the client&#8217;s change requests and thus develop first-class software.&#8221;<\/p>\n\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\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"blockquote-person\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"2048\" height=\"2560\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/240522_Quality_Minds_Portraits-46-scaled.jpg\" class=\"attachment-full size-full\" alt=\"Tobias Varlemann, Head of IT &amp; Team Lead R&amp;D, Sofwarequalit\u00e4t\" loading=\"lazy\" srcset=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/240522_Quality_Minds_Portraits-46-scaled.jpg 2048w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/240522_Quality_Minds_Portraits-46-240x300.jpg 240w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/240522_Quality_Minds_Portraits-46-819x1024.jpg 819w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/240522_Quality_Minds_Portraits-46-768x960.jpg 768w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/240522_Quality_Minds_Portraits-46-1229x1536.jpg 1229w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/240522_Quality_Minds_Portraits-46-1638x2048.jpg 1638w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\" \/>\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\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"name\">Tobias Varlemann<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>Project Manager  Head of IT at QualityMinds<\/p>\n\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\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"brand-swiper-buttons justify-between\">\n\t\t\t\t\t\t<button data-target=\"prev\" type=\"button\"><\/button>\n\t\t\t\t\t\t<button data-target=\"next\" type=\"button\"><\/button>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n\n<section id=\"block-66509a9a25453\"  class=\"banner-section template-2\" style=\"--background-image: url(https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/referenzen-banner-img-scaled.jpg);\">\n\t<div class=\"container\">\n\t\t<div class=\"content\">\n\t\t\t\n\t\t\t\t\t\t<div class=\"text-element\">\n\n<h2 class=\"wp-block-heading\"><strong>Get to know more satisfied customers<br>from QualityMinds<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-fe48e5de wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-outline is-style-outline--1\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/qualityminds.com\/en\/references-overview\/\" target=\"_blank\" rel=\"noreferrer noopener\">Learn more<\/a><\/div>\n<\/div>\n\n<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>","protected":false},"excerpt":{"rendered":"<p>Test Machine Learning &#038; NLP &#8211; Automotive<\/p>\n","protected":false},"featured_media":60569,"template":"","tags":[522,516,523],"case_category":[529,527],"class_list":["post-56524","case","type-case","status-publish","has-post-thumbnail","hentry","tag-ki-2","tag-testing-qa","tag-testing-qa-2","case_category-ki","case_category-testing-qa"],"acf":[],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/qualityminds.com\/en\/wp-json\/wp\/v2\/case\/56524","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/qualityminds.com\/en\/wp-json\/wp\/v2\/case"}],"about":[{"href":"https:\/\/qualityminds.com\/en\/wp-json\/wp\/v2\/types\/case"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/qualityminds.com\/en\/wp-json\/wp\/v2\/media\/60569"}],"wp:attachment":[{"href":"https:\/\/qualityminds.com\/en\/wp-json\/wp\/v2\/media?parent=56524"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/qualityminds.com\/en\/wp-json\/wp\/v2\/tags?post=56524"},{"taxonomy":"case_category","embeddable":true,"href":"https:\/\/qualityminds.com\/en\/wp-json\/wp\/v2\/case_category?post=56524"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}