{"id":6126,"date":"2025-08-08T14:55:22","date_gmt":"2025-08-08T12:55:22","guid":{"rendered":"https:\/\/onlu.ch\/openshift-ai-secure-and-scalable-ai-for-companies\/"},"modified":"2025-12-04T17:26:12","modified_gmt":"2025-12-04T16:26:12","slug":"openshift-ai-secure-and-scalable-ai-for-companies","status":"publish","type":"post","link":"https:\/\/onlu.ch\/en\/openshift-ai-secure-and-scalable-ai-for-companies\/","title":{"rendered":"OpenShift AI &#8211; Secure and scalable AI for companies"},"content":{"rendered":"\n<p><strong>Artificial intelligence<\/strong> is no longer just a trend, but an integral part of modern corporate strategies. At the same time, the requirements for <strong>security, scalability and compliance<\/strong> are increasing, especially in regulated industries such as banking, insurance and public administration. <\/p>\n\n<p>With <strong>OpenShift AI<\/strong>, Red Hat offers a platform that is specifically designed to operate <strong>AI applications in a production-ready, data protection-compliant and flexible manner<\/strong>. Companies can <strong>run<\/strong> their models <strong>wherever their data is<\/strong>, whether on-premises, in the private cloud or in hybrid architectures, and thus retain full control at all times. <\/p>\n\n<h2 class=\"wp-block-heading\">What is OpenShift AI?<\/h2>\n\n<p>OpenShift AI is an extension of <strong>Red Hat OpenShift<\/strong> that natively integrates <strong>Machine Learning (ML)<\/strong> and <strong>Generative AI<\/strong> into a Kubernetes-based infrastructure. It enables data scientists, ML engineers and developers to work together on AI solutions from the experimentation phase to training and deployment in a productive environment. <\/p>\n\n<h3 class=\"wp-block-heading\">Key features:<\/h3>\n\n<ul class=\"wp-block-list\">\n<li><strong>Integrated MLOps pipelines<\/strong> for continuous training, testing and deployment<\/li>\n\n\n\n<li><strong>GPU-optimized containers<\/strong> for compute-intensive AI workloads<\/li>\n\n\n\n<li><strong>Role &amp; rights concepts<\/strong> for secure multi-tenancy<\/li>\n\n\n\n<li><strong>Open architecture<\/strong> with support for open source and commercial models<\/li>\n\n\n\n<li><strong>Flexible scaling<\/strong> horizontally (more instances) and vertically (more resources)<\/li>\n\n\n\n<li><strong>Monitoring &amp; governance<\/strong> through integrated tools<\/li>\n<\/ul>\n\n<p><strong>Conclusion:<\/strong> OpenShift AI is not a stand-alone solution, but a complete platform that combines the development, security and operation of AI and meets the high requirements of companies.<\/p>\n\n<h2 class=\"wp-block-heading\">Why OpenShift AI is crucial for companies<\/h2>\n\n<p><strong>1. data sovereignty<\/strong><br\/>The platform can be operated entirely within the company&#8217;s own infrastructure. Sensitive data never leaves the company network &#8211; a must in regulated industries. <\/p>\n\n<p><strong>2. scalability &amp; performance<\/strong><br\/>Resources such as GPUs are only allocated when they are needed. This shortens training times and optimizes operating costs. <\/p>\n\n<p><strong>3. production-ready<\/strong><br\/>OpenShift AI is not only intended for proof-of-concepts &#8211; it supports the entire lifecycle of AI applications, including versioning, CI\/CD integration, logging and security policies.<\/p>\n\n<h2 class=\"wp-block-heading\">Practical use cases for OpenShift AI<\/h2>\n\n<p>The strength of OpenShift AI lies in the fact that <strong>very different AI workloads<\/strong> can be operated securely and scalably. Here are three practical examples: <\/p>\n\n<h3 class=\"wp-block-heading\">1. secure translation service &#8211; data protection compliant translations<\/h3>\n\n<p><strong>Challenge:<\/strong><br\/>Companies need to translate texts, emails or documents into other languages without transferring sensitive data such as IBANs, customer numbers or addresses to external services.<\/p>\n\n<p><strong>Solution with OpenShift AI:<\/strong><\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Pre-processing:<\/strong> masking sensitive data using <strong>regex<\/strong> and <strong>Named Entity Recognition (NER)<\/strong> (e.g. spaCy)<\/li>\n\n\n\n<li><strong>Translation:<\/strong> Use of open source models such as <strong>MarianMT<\/strong> or <strong>M2M-100<\/strong> directly on OpenShift AI; optional connection to external APIs (only with customer consent)<\/li>\n\n\n\n<li><strong>Post-processing:<\/strong> Reverse engineering of the original data into the translated text<\/li>\n\n\n\n<li><strong>UI:<\/strong> Web front end (React\/Vue) for easy operation<\/li>\n<\/ul>\n\n<p><strong>Advantages:<\/strong><\/p>\n\n<ul class=\"wp-block-list\">\n<li>No text leaves the OpenShift environment<\/li>\n\n\n\n<li>Auditable processing<\/li>\n\n\n\n<li>Can be used in highly sensitive environments (banks, insurance companies, authorities)<\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\">2. microservice documentation AI &#8211; understanding architecture at a glance<\/h3>\n\n<p><strong>Challenge:<\/strong><br\/>In complex microservice landscapes, it is difficult to keep an eye on dependencies, interfaces and potential risks in the event of changes.<\/p>\n\n<p><strong>Solution with OpenShift AI:<\/strong><\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Code &amp; API crawler:<\/strong> Analyzes repositories, OpenAPI specifications and service documentation<\/li>\n\n\n\n<li><strong>Automatic mapping:<\/strong> recognizes dependencies and data flows between services<\/li>\n\n\n\n<li><strong>LLM support:<\/strong> Answers questions such as <em>&#8220;Which systems will be affected if I change service X?&#8221;<\/em><\/li>\n\n\n\n<li><strong>Visualization:<\/strong> Representation of the architecture in interactive diagrams (Mermaid)<\/li>\n<\/ul>\n\n<p><strong>Advantages:<\/strong><\/p>\n\n<ul class=\"wp-block-list\">\n<li>Quick overview for DevOps and architecture teams<\/li>\n\n\n\n<li>Less risk with deployments<\/li>\n\n\n\n<li>Fully usable internally, no dependency on third-party providers<\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\">3. e-mail classification &amp; routing &#8211; automation in the inbox<\/h3>\n\n<p><strong>Challenge:<\/strong><br\/>Support and compliance departments spend hours every day manually categorizing and forwarding incoming emails.<\/p>\n\n<p><strong>Solution with OpenShift AI:<\/strong><\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Preprocessing:<\/strong> Anonymization of personal data before analysis<\/li>\n\n\n\n<li><strong>Fine-tuned classifier:<\/strong> Trained on company-specific categories (&#8220;inquiry&#8221;, &#8220;complaint&#8221;, &#8220;termination&#8221;)<\/li>\n\n\n\n<li><strong>Automatic routing:<\/strong> forwarding to responsible departments via API<\/li>\n\n\n\n<li><strong>Feedback loop:<\/strong> Human-in-the-loop approach to continuous improvement<\/li>\n<\/ul>\n\n<p><strong>Advantages:<\/strong><\/p>\n\n<ul class=\"wp-block-list\">\n<li>GDPR-compliant<\/li>\n\n\n\n<li>Significantly reduced processing times<\/li>\n\n\n\n<li>Adaptable to internal processes<\/li>\n<\/ul>\n\n<h2 class=\"wp-block-heading\">Possible technology stack for implementation<\/h2>\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Level<\/th><th>Technology \/ Tool<\/th><\/tr><\/thead><tbody><tr><td><strong>Platform<\/strong><\/td><td>OpenShift AI, Kubernetes<\/td><\/tr><tr><td><strong>Preprocessing<\/strong><\/td><td>spaCy, Microsoft Presidio, Regex pipelines<\/td><\/tr><tr><td><strong>LLM \/ Models<\/strong><\/td><td>HuggingFace (MarianMT, BERT), Mistral, LLaMA, GPT<\/td><\/tr><tr><td><strong>Visualization<\/strong><\/td><td>Mermaid<\/td><\/tr><tr><td><strong>UI<\/strong><\/td><td>React<\/td><\/tr><\/tbody><\/table><\/figure>\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n<h2 class=\"wp-block-heading\">Conclusion  <\/h2>\n\n<p><strong>OpenShift AI<\/strong> provides companies with an <strong>end-to-end platform<\/strong> for the secure operation of AI applications, from development and training to productive use.<\/p>\n\n<p>The combination of <strong>security, scalability and openness<\/strong> makes OpenShift AI a strategic enabler for industries in which <strong>data protection and compliance<\/strong> have top priority. At the same time, the platform creates the basis for implementing innovations quickly and sustainably. <\/p>\n\n<p><strong>Source:<\/strong><br\/><a class=\"\" href=\"https:\/\/www.redhat.com\/en\/products\/ai\/openshift-ai\">Red Hat OpenShift AI<\/a><\/p>\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Artificial intelligence is no longer just a trend, but an integral part of modern corporate strategies. At the same time, the requirements for security, scalability and compliance are increasing, especially [&hellip;]<\/p>\n","protected":false},"author":15,"featured_media":5591,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-6126","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-nicht-kategorisiert"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>OpenShift AI - Secure and scalable AI for companies - ONLU AG<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/onlu.ch\/en\/openshift-ai-secure-and-scalable-ai-for-companies\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"OpenShift AI - Secure and scalable AI for companies - ONLU AG\" \/>\n<meta property=\"og:description\" content=\"Artificial intelligence is no longer just a trend, but an integral part of modern corporate strategies. 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