{"id":33121,"date":"2025-03-13T15:23:40","date_gmt":"2025-03-13T14:23:40","guid":{"rendered":"https:\/\/risc.web-email.at\/?post_type=key-aspect&#038;p=33121"},"modified":"2026-02-16T11:35:20","modified_gmt":"2026-02-16T10:35:20","slug":"data-intelligence","status":"publish","type":"key-aspect","link":"https:\/\/risc.web-email.at\/en\/focus-areas\/data-intelligence\/","title":{"rendered":"Data Intelligence"},"content":{"rendered":"\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-section-space\"><\/div>\n\n<h3 class=\"wp-block-heading\"><strong>Data is the key to innovation<\/strong><\/h3>\n\n<p>In an increasingly digitalized world, it is no longer just about collecting and storing information &#8211; the focus is much more on intelligent use. RISC Software GmbH develops state-of-the-art data preparation, analysis and integration solutions that help companies to recognize hidden patterns, make precise predictions and react quickly to changes. Valuable insights are generated from raw data using methods from the fields of <strong>artificial intelligence, machine learning and big data<\/strong>.<\/p>\n\n<h3 class=\"wp-block-heading\"><strong>Data preparation and management: the basis for intelligent analyses<\/strong><\/h3>\n\n<p>Successful analyses start with high-quality data. Our technologies optimize <strong>data integration, cleansing and structuring<\/strong> from heterogeneous sources &#8211; from structured company data to unstructured sensor, image or text data. Powerful data pipelines ensure that information can be processed efficiently and used for further analysis.<\/p>\n\n<h3 class=\"wp-block-heading\"><strong>Innovative analysis methods for diverse data<\/strong><\/h3>\n\n<ul class=\"wp-block-list\">\n<li>Time series analysis: Identification of trends, patterns and anomalies in continuous data streams &#8211; essential for forecasting, monitoring and optimization.<\/li>\n\n\n\n<li>Image and video processing: State-of-the-art neural networks enable <strong>object recognition, segmentation and classification<\/strong>, including for quality assurance and automation in industry.<\/li>\n\n\n\n<li><strong>Text and language processing<\/strong>: By using <strong>Natural Language Processing (NLP) and Large Language Models (LLMs)<\/strong>, texts can be analyzed in a structured way, information extracted and documents processed automatically &#8211; ideal for applications in administration, media or social media monitoring.<\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\"><strong>Scientific excellence meets practice-oriented implementation<\/strong><\/h3>\n\n<p>Our solutions combine <strong>scientific expertise with practical application<\/strong>. Close cooperation with partners from industry, research and the public sector results in innovative technologies that cover the entire development cycle &#8211; from brainstorming to implementation and system integration.<\/p>\n\n<p>Whether <strong>production, energy, mobility or digital administration<\/strong> &#8211; data-driven decisions are the basis for sustainable innovations. Let&#8217;s shape the future together with intelligent data solutions.<\/p>\n<div class=\"wp-block-group-container alignfull \">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading\"><br\/><strong>Reference projects<\/strong><\/h2>\n\n\n<div class=\"key-aspect-posts py-4 md:py-6 lg:py-8\">\n    <div class=\"blog-posts grid sm:grid-cols-2 lg:grid-cols-3 pb-2 gap-3\">\n                                    <a href=\"https:\/\/risc.web-email.at\/en\/referenceprojects\/kiwi-ai-and-science-ai-workshops-for-educational-institutions\/\" class=\"blog-post-teaser mb-1 lg:mb-3\">\n                                            <div class=\"blog-image\">\n                                                                    <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2026\/02\/risc_software_rural_backgorund_outside_photorealistic_image_o_7a12dc26-1605-471c-883b-1d54746983fb_2-e1770227666144-360x214.webp\" alt=\"KIWi &#8211; AI and science: AI workshops for educational institutions\">\n                                        <\/picture>\n                        <\/div>\n                                        <div class=\"blog-content px-2 py-3 xl:px-4 lg:py-5\">\n                        <h3>KIWi &amp;#8211; AI and science: AI workshops for educational institutions<\/h3>\n                        <p>KIWi brings artificial intelligence into schools in a way that is suitable for children. The project promotes critical thinking and awakens enthusiasm for research and technology. <\/p>\n                    <\/div>\n                <\/a>\n                            <a href=\"https:\/\/risc.web-email.at\/en\/referenceprojects\/process-mining-and-real-time-bi-in-medical-technology\/\" class=\"blog-post-teaser mb-1 lg:mb-3\">\n                                            <div class=\"blog-image\">\n                                                                    <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2026\/02\/image2025-10-16_13-18-42-360x214.webp\" alt=\"Process mining and real-time BI in medical technology\">\n                                        <\/picture>\n                        <\/div>\n                                        <div class=\"blog-content px-2 py-3 xl:px-4 lg:py-5\">\n                        <h3>Process mining and real-time BI in medical technology<\/h3>\n                        <p>RISC Software GmbH developed a customized data warehousing solution for CADS GmbH that serves as the basis for process mining and optimizes business intelligence activities.  <\/p>\n                    <\/div>\n                <\/a>\n                            <a href=\"https:\/\/risc.web-email.at\/en\/referenceprojects\/veritas-image-based-road-inspection-through-survey-ai-and-evaluation\/\" class=\"blog-post-teaser mb-1 lg:mb-3\">\n                                            <div class=\"blog-image\">\n                                                                    <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2025\/10\/cstaub_Smart_city_control_room_monitoring_roads_multiple_scre_ad4e5428-a8b8-4969-bcf3-aee7e6058caf_0-360x214.webp\" alt=\"VERITAS: Image-based road inspection through survey, AI and evaluation\">\n                                        <\/picture>\n                        <\/div>\n                                        <div class=\"blog-content px-2 py-3 xl:px-4 lg:py-5\">\n                        <h3>VERITAS: Image-based road inspection through survey, AI and evaluation<\/h3>\n                        <p>VERITAS is an innovative research and development project that aims to fundamentally improve the maintenance of road infrastructure in Germany, Austria and Switzerland. With the help of modular sensor technology and artificial intelligence, the conditions of road surfaces, road equipment and vegetation are to be recorded &#8211; objectively, regularly and efficiently. <\/p>\n                    <\/div>\n                <\/a>\n                            <a href=\"https:\/\/risc.web-email.at\/en\/referenceprojects\/proof-of-concept-for-monitoring-the-flame-cutting-process\/\" class=\"blog-post-teaser mb-1 lg:mb-3\">\n                                            <div class=\"blog-image\">\n                                                                    <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2025\/01\/cstaub_Flame_cutting_systems_for_the_steel_industry_-ar_11_-_e83fe40a-ef77-4b75-bf58-73f6b949b112_2-360x214.png\" alt=\"Proof of concept for monitoring the flame cutting process\">\n                                        <\/picture>\n                        <\/div>\n                                        <div class=\"blog-content px-2 py-3 xl:px-4 lg:py-5\">\n                        <h3>Proof of concept for monitoring the flame cutting process<\/h3>\n                        <p>In an innovative proof-of-concept project, RISC Software GmbH has developed a solution for the automated detection of nozzle wear in the flame cutting process for framag Industrieanlagenbau GmbH.  <\/p>\n                    <\/div>\n                <\/a>\n                            <a href=\"https:\/\/risc.web-email.at\/en\/referenceprojects\/project-signdetect\/\" class=\"blog-post-teaser mb-1 lg:mb-3\">\n                                            <div class=\"blog-image\">\n                                                            <picture class=\"is-style-overlay\">\n                                                                                <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2025\/03\/paste-6-360x214.avif\" alt=\"SIGNDETECT project: Automated traffic sign recognition in Upper Austria\">\n                                        <\/picture>\n                        <\/div>\n                                        <div class=\"blog-content px-2 py-3 xl:px-4 lg:py-5\">\n                        <h3>SIGNDETECT project: Automated traffic sign recognition in Upper Austria<\/h3>\n                        <p>Automated traffic sign recognition successfully implemented! RISC Software GmbH developed an AI-supported system for the precise recognition and location of traffic signs in Upper Austria.  Efficient use of data optimizes road management and road safety.  <\/p>\n                    <\/div>\n                <\/a>\n                            <a href=\"https:\/\/risc.web-email.at\/en\/referenceprojects\/solar-skies\/\" class=\"blog-post-teaser mb-1 lg:mb-3\">\n                                            <div class=\"blog-image\">\n                                                                    <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2025\/01\/cstaub_production_line_of_solar_panels_with_AI_and_data_flows_2bc2ad80-a424-4022-98b4-9a88bef9804c_1-1-360x214.png\" alt=\"SOLAR-SKIES: AI optimization of CIGS thin-film PV technology\">\n                                        <\/picture>\n                        <\/div>\n                                        <div class=\"blog-content px-2 py-3 xl:px-4 lg:py-5\">\n                        <h3>SOLAR-SKIES: AI optimization of CIGS thin-film PV technology<\/h3>\n                        <p>The FFG-funded SOLAR-SKIES project aims to revolutionize the development of flexible CIGS thin-film solar cells through the use of artificial intelligence and data analysis. SOLAR-SKIES reduces costs, increases efficiency and promotes sustainability through innovative high-throughput screening processes.<\/p>\n                    <\/div>\n                <\/a>\n                        <\/div>\n\n<\/div><\/div>\n<\/div><div class=\"wp-block-group-container alignfull \">\n<div class=\"wp-block-group alignwide is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading\">Technical contributions<\/h2>\n\n\n<div class=\"posts-slider-block\" data-aos=\"fade-up\" data-aos-offset=\"0\" data-aos-anchor-placement=\"top-bottom\">\n        <section class=\"splide posts-slider\" aria-label=\"Gallery Slides\">\n            <div class=\"splide__arrows\">\n                <button class=\"splide__arrow splide__arrow--prev\">\n                    <span class=\"sr-only\">Previous<\/span>\n                    <img decoding=\"async\" loading=\"lazy\" width=\"25\" height=\"21\" src=\"https:\/\/risc.web-email.at\/app\/themes\/risc-theme\/public\/images\/icon-arrow.35d2ec.svg\"\n                         alt=\"Previous\">\n                <\/button>\n                <button class=\"splide__arrow splide__arrow--next\">\n                    <span class=\"sr-only\">Next<\/span>\n                    <img decoding=\"async\" loading=\"lazy\" width=\"25\" height=\"21\" src=\"https:\/\/risc.web-email.at\/app\/themes\/risc-theme\/public\/images\/icon-arrow.35d2ec.svg\"\n                         alt=\"Next\">\n                <\/button>\n            <\/div>\n            <div class=\"inner\">\n                <div class=\"splide__track\">\n                    <div class=\"splide__list\">\n\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/technical-article-trust-in-artificial-intelligence\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/shutterstock_1040657359-360x214.jpg\"\n                                                 alt=\"Trust in Artificial Intelligence\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>Trust in Artificial Intelligence<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        In the future, when we create and use AI systems, we need to be aware not only of the opportunities, but also of the risks and challenges of using them. Guidelines can help us create AI systems that are not only efficient, but also ethical, safe, and trustworthy.\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/technical-article-natural-language-processing-1\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/shutterstock_1348453082-360x214.jpg\"\n                                                 alt=\"\u201cOK Google: What is Natural Language Processing?\u201d\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>\u201cOK Google: What is Natural Language Processing?\u201d<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        Natural Language Processing makes it possible to read, decode and understand human language by machine. Speech assistants, spelling correctors, email spam filters &#8211; NLP as a technology is omnipresent and already hides behind many processes and software applications deeply embedded in our everyday lives.\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/technical-article-exploratory-data-analysis-with-time-series\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/shutterstock_1265234572-1-360x214.jpg\"\n                                                 alt=\"Exploratory Data Analysis with Time Series\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>Exploratory Data Analysis with Time Series<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        Time series are central to decision making, but bring many challenges to data analysis.\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/technical-article-mathematical-modelling-of-production-problems\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/2021-02-10_Mathematische-Modellierung_RISC-Software_GmbH-360x214.jpg\"\n                                                 alt=\"Mathematical modelling of production problems\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>Mathematical modelling of production problems<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        Mathematical models are predominantly used in science, especially in the natural sciences. Classic fields of application here are theoretical physics or, currently very prominent, epidemiology.\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/technical-article-graphdatabases-1\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-1194430859-1-360x214.jpg\"\n                                                 alt=\"Data Understanders: Leveraging enterprise data through intelligent Graph Databases\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>Data Understanders: Leveraging enterprise data through intelligent Graph Databases<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        Graph databases enable intuitive mapping of many real-world scenarios such as industrial manufacturing, traffic data analysis or IT infrastructure monitoring. This makes data not only more efficiently stored, but also much more usable.\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/technical-article-mobility-1\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/07\/iStock-594929584-1-360x214.jpg\"\n                                                 alt=\"We need a mobility revolution!\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>We need a mobility revolution!<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        With which (transport) means do we manage to initiate the mobility revolution together and to change mobility habits towards environmentally friendly alternatives?\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/technical-article-graphdatabases-2\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-1047824676-1-360x214.jpg\"\n                                                 alt=\"Graph databases in practice\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>Graph databases in practice<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        Graph databases enable the mapping of many real-world scenarios such as: Traffic data analysis or IT infrastructure monitoring.\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/technical-article-data-quality\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-1200230502-360x214.jpg\"\n                                                 alt=\"Data quality: From information flow to information content\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>Data quality: From information flow to information content<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        Making decisions is not always easy &#8211; a possible quick win for companies can be derived from company data: future-oriented data quality management, a process that unfortunately often receives far too little attention.\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/technical-article-data-engineering-the-solid-basis-for-effective-data-utilization\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-966899060-1-360x214.jpg\"\n                                                 alt=\"Data Engineering \u2013 the solid basis for effective data utilization\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>Data Engineering \u2013 the solid basis for effective data utilization<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        Data engineering integrates data from a wide variety of sources and makes them effectively usable. This makes it a prerequisite for effective data science, machine learning and artificial intelligence, especially in the big data area.\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/technical-article-transformer-models-conquer-natural-language-processing\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/shutterstock_2066538857-1-360x214.jpg\"\n                                                 alt=\"Transformer models conquer Natural Language Processing\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>Transformer models conquer Natural Language Processing<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        Progress in the field of Natural Language Processing is rapid and seems unstoppable. Between terms like Transformer, Transfer-Learning, BERT and T5 it is not always easy to keep up with the times.\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/technical-article-methods-and-tools-for-data-preparation-in-the-big-data-area\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-1216520813-1-360x214.jpg\"\n                                                 alt=\"Methods and tools for data preparation in the big data area\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>Methods and tools for data preparation in the big data area<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        Die Rolle von Big Data hat in zahlreichen Wirtschaftsbereichen stark an Bedeutung gewonnen. Es werden gro\u00dfe Datenmengen gesammelt, die zur Optimierung herangezogen werden k\u00f6nnen. Hierbei kommen oft Methoden aus den Bereichen k\u00fcnstliche Intelligenz, maschinelles Lernen oder Statistik zum Einsatz.\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/technical-article-explainable-artificial-intelligence\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/07\/iStock-1227226348-1-360x214.jpg\"\n                                                 alt=\"Explainable Artificial Intelligence (XAI): How Machine Learning Predictions Become Interpretable\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>Explainable Artificial Intelligence (XAI): How Machine Learning Predictions Become Interpretable<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        Artificial intelligence is due to artificial neural networks that are modeled on the human brain. In certain situations, it is necessary to be able to explain the decision-making basis of the models from the field of deep learning for predictions.\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/technical-article-revolution-of-language-models-chatgpt\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/AdobeStock_566449319-360x214.jpg\"\n                                                 alt=\"(R)Evolution of Language Models - ChatGPT\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>(R)Evolution of Language Models &#8211; ChatGPT<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        Chat with an Artificial Intelligence &#8211; what the revolutionary language model ChatGPT is all about and what opportunities and risks its use entails.\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/technical-article-data-quality-in-practice\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/iStock-494345930-360x214.jpg\"\n                                                 alt=\"Data quality in practice\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>Data quality in practice<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        One of the central goals of data engineering is the preparation of data sets according to the requirements of the users or the subsequent process steps. The use of data can range from model training in the field of machine learning to improved internal company reporting based on an integrated database.\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/wie-die-verkehrsprognose-in-oberoesterreich-funktioniert\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2024\/05\/iStock-157603740-360x214.jpg\"\n                                                 alt=\"How traffic forecasting works in Upper Austria\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>How traffic forecasting works in Upper Austria<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        Haben Sie sich jemals gew\u00fcnscht, den Verkehr vorhersehen zu k\u00f6nnen, bevor Sie Ihr Haus verlassen? In Ober\u00f6sterreich wird dies durch innovative Technologien m\u00f6glich gemacht. \n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/containerization-in-software-revolution-in-deployment-processes\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2024\/04\/iStock-183240308-360x214.jpg\"\n                                                 alt=\"Containerization in software: revolution in deployment processes\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>Containerization in software: revolution in deployment processes<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        How do you deliver a new software solution to customers so that it is easy to use and operate?\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/optimale-automatisierung-von-bestellvorgaengen-im-einzelhandel-ein-schluessel-zum-erfolg\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/shutterstock_1578853621-1-360x214.jpg\"\n                                                 alt=\"Optimal automation of ordering processes in retail: a key to success\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>Optimal automation of ordering processes in retail: a key to success<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        How an Austrian retail company optimizes its order processing and avoids stock shortages using heuristic methods to increase efficiency and customer satisfaction.\n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/referenceprojects\/project-signdetect\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture class=\"is-style-overlay\">\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2025\/03\/paste-6-360x214.avif\"\n                                                 alt=\"SIGNDETECT project: Automated traffic sign recognition in Upper Austria\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>SIGNDETECT project: Automated traffic sign recognition in Upper Austria<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        Automated traffic sign recognition successfully implemented! RISC Software GmbH developed an AI-supported system for the precise recognition and location of traffic signs in Upper Austria.  Efficient use of data optimizes road management and road safety.  \n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                                    <a href=\"https:\/\/risc.web-email.at\/en\/technicalarticles\/the-path-to-a-customized-data-platform\/\" class=\"splide__slide blog-post-teaser mb-1 lg:mb-3\">\n                                <div class=\"blog-image\">\n                                                                                                                                <picture>\n                                                                                        <img decoding=\"async\" src=\"https:\/\/risc.web-email.at\/app\/uploads\/2024\/10\/2024-10_Der-Weg-zu-einer-kundenspezifischen-Datenplattform_RISC_Software_GmbH_generated_with_Midjourney-360x214.png\"\n                                                 alt=\"The path to a customized data platform\">\n                                        <\/picture>\n                                                                    <\/div>\n                                <div class=\"blog-content px-2 py-3 xl:px-4 xl:py-5\">\n                                    <h3>The path to a customized data platform<\/h3>\n                                    <div class=\"blog-post-excerpt mt-2\">\n                                        Efficient production planning: An advanced tabu search solves complex optimization problems. The algorithm identifies promising solution patterns and integrates them into the search process to create optimal production plans faster and more precisely. \n                                    <\/div>\n                                    <span class=\"inline-block mt-2 more\">mehr erfahren <span class=\"ml-1 icon-more\"><\/span><\/span>\n\n                                <\/div>\n                            <\/a>\n                                            <\/div>\n                <\/div>\n            <\/div>\n        <\/section>\n    <\/div>\n<\/div>\n<\/div>\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-section-space\"><\/div>\n\n<h2 class=\"wp-block-heading\">Solutions<\/h2>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div data-aos=\"fade-up\"  data-aos-offset=\"0\" data-aos-anchor-placement=\"top-bottom\" class=\"icon-box is-style-bg-blue\">\n  <div class=\"icon-overlay\">\n          <picture>\n        \n        \n        \n        \n        <img decoding=\"async\"  class=\"\" width=\"44\" height=\"44\"\n             src=\"https:\/\/risc.web-email.at\/app\/uploads\/2024\/09\/paw.png\"\n             alt=\"\">\n      <\/picture>\n      <\/div>\n  \n\n<h5 class=\"wp-block-heading\">KOALA<\/h5>\n\n\n\n<p>Experience KOALA (Knowledge-Oriented AI Language Assistant), the revolutionary AI-powered knowledge platform designed to provide organizations with a powerful and secure solution for context-based information processing.<\/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:\/\/risc.web-email.at\/en\/koala\/\">Learn more<\/a><\/div>\n<\/div>\n\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div data-aos=\"fade-up\"  data-aos-offset=\"0\" data-aos-anchor-placement=\"top-bottom\" class=\"icon-box is-style-bg-blue\">\n  <div class=\"icon-overlay\">\n          <picture>\n        \n        \n        \n        \n        <img decoding=\"async\"  class=\"\" width=\"44\" height=\"44\"\n             src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/circles-solid.png\"\n             alt=\"\">\n      <\/picture>\n      <\/div>\n  \n\n<h5 class=\"wp-block-heading\">AnnaLyze &#8211; Natural Language Processing Solutions<\/h5>\n\n\n\n<p>RISC Software GmbH supports its customers with its many years of practical experience when it comes to developing customized, AI-supported solutions for creating value from unstructured (text) data.<\/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:\/\/risc.web-email.at\/en\/annalyze-natural-language-processing-solutions\/\" target=\"_blank\" rel=\"noreferrer noopener\">Learn more<\/a><\/div>\n<\/div>\n\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div data-aos=\"fade-up\"  data-aos-offset=\"0\" data-aos-anchor-placement=\"top-bottom\" class=\"icon-box is-style-bg-blue\">\n  <div class=\"icon-overlay\">\n          <picture>\n        \n        \n        \n        \n        <img decoding=\"async\"  class=\"\" width=\"44\" height=\"44\"\n             src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/user-doctor-solid.png\"\n             alt=\"\">\n      <\/picture>\n      <\/div>\n  \n\n<h5 class=\"wp-block-heading\">CaTabRa<\/h5>\n\n\n\n<p>Analyze and validate data automatically and use it to train machine learning models<\/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:\/\/risc.web-email.at\/en\/catabra\/\">Learn more<\/a><\/div>\n<\/div>\n\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div data-aos=\"fade-up\"  data-aos-offset=\"0\" data-aos-anchor-placement=\"top-bottom\" class=\"icon-box is-style-bg-blue\">\n  <div class=\"icon-overlay\">\n          <picture>\n        \n        \n        \n        \n        <img decoding=\"async\"  class=\"\" width=\"44\" height=\"44\"\n             src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/check-double-solid.png\"\n             alt=\"\">\n      <\/picture>\n      <\/div>\n  \n\n<h5 class=\"wp-block-heading\">Data check for AI projects<\/h5>\n\n\n\n<p>Maximize the potential of your data and pave the way for the successful use of artificial intelligence &#8211; with a professional AI data check.<\/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:\/\/risc.web-email.at\/en\/data-check-for-ai-projects\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Learn more<\/a><\/div>\n<\/div>\n\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div data-aos=\"fade-up\"  data-aos-offset=\"0\" data-aos-anchor-placement=\"top-bottom\" class=\"icon-box is-style-outline-blue\">\n  <div class=\"icon-overlay\">\n          <picture>\n        \n        \n        \n        \n        <img decoding=\"async\"  class=\"\" width=\"44\" height=\"44\"\n             src=\"https:\/\/risc.web-email.at\/app\/uploads\/2023\/06\/brain-solid.png\"\n             alt=\"\">\n      <\/picture>\n      <\/div>\n  \n\n<h3 class=\"wp-block-heading\">RISC AI Trends<\/h3>\n\n\n\n<p>Our newsletter <em>&#8220;RISC AI Trends&#8221;<\/em> provides you with the latest research results and technologies from the world of AI every two weeks.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Contents:<\/strong> Current insights into AI research, trends and technologies<\/li>\n\n\n\n<li><strong>Language: <\/strong>German<\/li>\n\n\n\n<li><strong>Frequency:<\/strong> Every 14 days, by e-mail<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-risc-grey-color has-risc-blue-background-color has-text-color has-background has-link-color wp-element-button\" 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us<\/h2>\n\n\n\n<div class=\"wp-block-contact-form-7-contact-form-selector\">\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f663-o1\" lang=\"en-US\" dir=\"ltr\" data-wpcf7-id=\"663\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/en\/wp-json\/wp\/v2\/key-aspect\/33121#wpcf7-f663-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Contact form\" novalidate=\"novalidate\" data-status=\"init\">\n<fieldset class=\"hidden-fields-container\"><input type=\"hidden\" name=\"_wpcf7\" value=\"663\" \/><input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.1.5\" \/><input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/><input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f663-o1\" \/><input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/><input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/>\n<\/fieldset>\n<div class=\"form-row\">\n\t<div class=\"form-input\">\n\t\t<p><label class=\"sr-only\" for=\"your-name\">Your name <\/label><br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-name\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" id=\"your-name\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Name\" value=\"\" type=\"text\" name=\"your-name\" \/><\/span>\n\t\t<\/p>\n\t<\/div>\n\t<div class=\"form-input\">\n\t\t<p><label class=\"sr-only\" for=\"your-email\">Your email<\/label><br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-email\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email\" id=\"your-email\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"E-Mail\" value=\"\" type=\"email\" name=\"your-email\" \/><\/span>\n\t\t<\/p>\n\t<\/div>\n<\/div>\n<div class=\"form-row\">\n\t<div class=\"form-input\">\n\t\t<p><label 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aria-invalid=\"false\" placeholder=\"Ihre Nachricht an uns\" name=\"your-message\"><\/textarea><\/span><br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"hcap-cf7\">\t\t<input\n\t\t\t\ttype=\"hidden\"\n\t\t\t\tclass=\"hcaptcha-widget-id\"\n\t\t\t\tname=\"hcaptcha-widget-id\"\n\t\t\t\tvalue=\"eyJzb3VyY2UiOlsiY29udGFjdC1mb3JtLTdcL3dwLWNvbnRhY3QtZm9ybS03LnBocCJdLCJmb3JtX2lkIjo4fQ==-87b48f281889db60dae4720b9dc28d55\">\n\t\t\t\t<span id=\"hcap_cf7-69ddf026d475c0.50705971\" class=\"wpcf7-form-control h-captcha \"\n\t\t\tdata-sitekey=\"3a6a81c1-2b2e-4b2a-b1eb-d9446bc09afb\"\n\t\t\tdata-theme=\"light\"\n\t\t\tdata-size=\"normal\"\n\t\t\tdata-auto=\"false\"\n\t\t\tdata-ajax=\"false\"\n\t\t\tdata-force=\"false\">\n\t\t<\/span>\n\t\t<input type=\"hidden\" id=\"_wpnonce\" name=\"_wpnonce\" value=\"83fc09d92f\" \/><input type=\"hidden\" name=\"_wp_http_referer\" value=\"\/en\/wp-json\/wp\/v2\/key-aspect\/33121\" \/><\/span><input class=\"wpcf7-form-control wpcf7-submit has-spinner btn\" type=\"submit\" value=\"Senden\" \/>\n<\/p><div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div>\n<\/form>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<h2 class=\"wp-block-heading\">Ansprechperson<\/h2>\n\n\n<div class=\"contact-person\">\n      <picture>\n      \n      \n      \n      \n      <img decoding=\"async\" data-aos=\"fade-zoom-in\"\n           data-aos-offset=\"0\" class=\"w-full\" width=\"212\" height=\"293\"\n           src=\"https:\/\/risc.web-email.at\/app\/uploads\/2024\/01\/bfreuden1_2_background-removed.jpg\"\n           alt=\"\">\n    <\/picture>\n    \n\n<h5 class=\"wp-block-heading\">Dr. Bernhard Freudenthaler<\/h5>\n\n\n\n<p>Chief Sales Officer<\/p>\n\n      <div class=\"contact mt-3\">\n              <div>Phone: <a href=\"tel:+436641139254\">+43 664 1139 254<\/a><\/div>\n                    <div>E-Mail: <a href=\"mailto:bernhard.freudenthaler@risc-software.at\">bernhard.freudenthaler@risc-software.at<\/a><\/div>\n          <\/div>\n  <\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Intelligent data solutions for production, energy and mobility<\/p>\n","protected":false},"featured_media":5629,"template":"","class_list":["post-33121","key-aspect","type-key-aspect","status-publish","has-post-thumbnail","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/risc.web-email.at\/en\/wp-json\/wp\/v2\/key-aspect\/33121","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/risc.web-email.at\/en\/wp-json\/wp\/v2\/key-aspect"}],"about":[{"href":"https:\/\/risc.web-email.at\/en\/wp-json\/wp\/v2\/types\/key-aspect"}],"version-history":[{"count":5,"href":"https:\/\/risc.web-email.at\/en\/wp-json\/wp\/v2\/key-aspect\/33121\/revisions"}],"predecessor-version":[{"id":35850,"href":"https:\/\/risc.web-email.at\/en\/wp-json\/wp\/v2\/key-aspect\/33121\/revisions\/35850"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/risc.web-email.at\/en\/wp-json\/wp\/v2\/media\/5629"}],"wp:attachment":[{"href":"https:\/\/risc.web-email.at\/en\/wp-json\/wp\/v2\/media?parent=33121"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}