{"id":14171,"date":"2025-11-26T08:03:49","date_gmt":"2025-11-26T07:03:49","guid":{"rendered":"https:\/\/www.moresophy.com\/?p=14171"},"modified":"2025-12-12T13:46:58","modified_gmt":"2025-12-12T12:46:58","slug":"successful-ai-strategy","status":"publish","type":"post","link":"https:\/\/www.moresophy.com\/en\/blog\/data-driven-business\/successful-ai-strategy","title":{"rendered":"Don\u2019t Ask What You Can Do with AI \u2013 Ask What Problem You Want to Solve"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"14171\" class=\"elementor elementor-14171 elementor-14106\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7058b52 e-flex e-con-boxed e-con e-parent\" data-id=\"7058b52\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2c39722 e-con-full e-flex e-con e-child\" data-id=\"2c39722\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-537fc61 e-con-full e-flex e-con e-child\" data-id=\"537fc61\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-52ae705 elementor-widget elementor-widget-button\" data-id=\"52ae705\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.moresophy.com\/blog\/data-driven-business\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Data-Driven Business<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-113f422 e-con-full e-flex e-con e-child\" data-id=\"113f422\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c4fb190 elementor-widget elementor-widget-text-editor\" data-id=\"c4fb190\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/www.moresophy.com\/en\/heiko-beier\">Prof. Dr. Heiko Beier<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ee953f elementor-widget elementor-widget-text-editor\" data-id=\"2ee953f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>|<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6d07d8e elementor-widget elementor-widget-text-editor\" data-id=\"6d07d8e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tNovember 26, 2025\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f37408 elementor-widget elementor-widget-text-editor\" data-id=\"1f37408\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>|<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0d6864f elementor-widget elementor-widget-text-editor\" data-id=\"0d6864f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"blog-reading-time\">5 min. read<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-53e9048 e-con-full e-flex e-con e-child\" data-id=\"53e9048\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9dbec98 elementor-widget elementor-widget-heading\" data-id=\"9dbec98\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Part 1: Don\u2019t Ask What You Can Do with AI \u2013 Ask What Problem You Want to Solve<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dea69e2 e-con-full elementor-hidden-tablet elementor-hidden-mobile e-flex e-con e-child\" data-id=\"dea69e2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c2bd26e e-flex e-con-boxed e-con e-parent\" data-id=\"c2bd26e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c57242d elementor-widget elementor-widget-button\" data-id=\"c57242d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.moresophy.com\/en\/blog\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg 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aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-envelope\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M502.3 190.8c3.9-3.1 9.7-.2 9.7 4.7V400c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48V195.6c0-5 5.7-7.8 9.7-4.7 22.4 17.4 52.1 39.5 154.1 113.6 21.1 15.4 56.7 47.8 92.2 47.6 35.7.3 72-32.8 92.3-47.6 102-74.1 131.6-96.3 154-113.7zM256 320c23.2.4 56.6-29.2 73.4-41.4 132.7-96.3 142.8-104.7 173.4-128.7 5.8-4.5 9.2-11.5 9.2-18.9v-19c0-26.5-21.5-48-48-48H48C21.5 64 0 85.5 0 112v19c0 7.4 3.4 14.3 9.2 18.9 30.6 23.9 40.7 32.4 173.4 128.7 16.8 12.2 50.2 41.8 73.4 41.4z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-05fb347 e-flex e-con-boxed e-con e-parent\" data-id=\"05fb347\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b3f4143 elementor-widget elementor-widget-text-editor\" data-id=\"b3f4143\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span data-contrast=\"auto\"><a href=\"https:\/\/ai-week-frankfurt.com\/\" target=\"_blank\" rel=\"noopener\">AI Week Frankfurt 2025<\/a> has shown that AI has long since become a key challenge for strategic decision-makers in companies. But while the hype continues unabated, an uncomfortable truth remains: Of the billions of dollars invested in AI projects worldwide, only 5% actually make it into production and generate measurable added value. 95% fail or get stuck in the pilot phase. <\/span><\/p><p><span data-contrast=\"auto\">Why is that? And more importantly, what needs to change for AI initiatives in companies to finally move from hype to reality?<\/span><\/p><p><span data-contrast=\"auto\">The answer lies in a fundamental question. <\/span><\/p><h3 aria-level=\"2\"><span data-contrast=\"none\">The Core Problem: The Wrong Question at the Beginning<\/span><\/h3><p><span data-contrast=\"auto\">The core problem with many failed AI projects lies in the fundamental approach to them. Companies often start by asking themselves: &#8220;What can we use generative AI for?&#8221; But this is the wrong starting point &#8211; and therefore the beginning of the end for many AI projects. <\/span><\/p><p><span data-contrast=\"auto\">This is because value creation is not created simply by using AI. Added value is created by using AI intelligently to do what you do today more productively: with fewer staff, higher throughput or to open up completely new opportunities, products and business models. <\/span><\/p><p><span data-contrast=\"auto\">AI is a tool. Nothing more and nothing less. <\/span> <br \/><span data-contrast=\"auto\">And &#8211; this is crucial &#8211; it is not the tool for every problem.<\/span><\/p><h3 aria-level=\"2\"><span data-contrast=\"none\">The Right Logic: Problem \u2794 Algorithm \u2794 Data<\/span><\/h3><p><span data-contrast=\"auto\">This is why managers in companies should ask themselves the following three questions &#8211; in precisely this order:<\/span><\/p><ol><li><span data-contrast=\"auto\"> Where do we have specific challenges or problems?<\/span><br \/><span data-contrast=\"auto\">More precisely: Which manual processes cost us the most time? Where do the most frequent errors occur? Where are we currently wasting resources? Or: Where do we lack resources? <\/span><\/li><li><span data-contrast=\"auto\"> For which of these tasks can automation bring real added value?<\/span><br \/><span data-contrast=\"auto\">And: Which technology fits this problem? Is it AI or would a simpler solution suffice? <\/span><\/li><li><span data-contrast=\"auto\"> Is our data suitable in terms of scope, variety and quality? <\/span><span data-contrast=\"auto\">Can we really solve the problem with this?<\/span><\/li><\/ol><p><span data-contrast=\"auto\">It sounds trivial, but it is fundamental. Because this reversal means that I first understand my problem. Then I choose the right algorithm &#8211; and this is not automatically generative AI. Then I check whether my data is suitable. <\/span><\/p><p><span data-contrast=\"auto\">Those who take this path will not fall into the trap.<\/span><\/p><h3 aria-level=\"2\"><span data-contrast=\"none\">Why the Hype Is So Dangerous<\/span><\/h3><p><span data-contrast=\"auto\">One of the reasons why the hype surrounding generative AI is so dangerous? It is driven by big tech capital. The message is: &#8220;AI can do anything, and it&#8217;s so easy.&#8221;. Tools are springing up like mushrooms and actually make it supposedly easy to click together your AI agents as an application.<\/span><\/p><p><i><span data-contrast=\"auto\">But simplicity does not necessarily bring success. I would even go so far as to say that this form of simplicity rarely brings companies the desired success in the long term. <\/span><\/i><\/p><p><span data-contrast=\"auto\">The reality of the big LLMs is different. They are freemium business models. The <\/span><span data-contrast=\"auto\">financial <\/span><span data-contrast=\"auto\">stakes are huge. And there is a big bet behind this: after the relocation of data to the cloud, our intelligence is now being outsourced to other hands. In combination with throughput-oriented pricing models, this is a dangerous development for companies. <\/span><\/p><h3 aria-level=\"2\"><span data-contrast=\"none\">The Economic Reality: Costs That Are Exploding<\/span><\/h3><p><span data-contrast=\"auto\">Let&#8217;s take a look at the cost structure: with traditional IT, you pay for infrastructure and software. With generative AI, you pay per transaction &#8211; and the transactions scale with usage. This is not simply a different pricing model &#8211; it is a structural problem. <\/span><\/p><p><span data-contrast=\"auto\">What&#8217;s more, generative AI lacks reproducibility. The same input does not deliver the same output. This leads to endless iterations in testing and operation. That&#8217;s not innovation, it&#8217;s a waste of resources. <\/span><\/p><p><span data-contrast=\"auto\">The result: this is becoming an inflationary danger for companies. And for Big Tech? The business models will not work out mathematically. That is foreseeable &#8211; a self-fulfilling prophecy. The deal between Oracle and OpenAI is de facto a zero-sum game. But the stock market still believes it. <\/span><\/p><p><span data-contrast=\"auto\">The further evidence is obvious: OpenAI, Perplexity and others are now launching their own devices and browsers on the market. Why? Because the real value is not in the AI &#8211; that&#8217;s just the tool. The value is in the data. In your data. <\/span><span data-contrast=\"auto\">.<\/span><\/p><h3 aria-level=\"2\"><span data-contrast=\"none\">Recommendation for Action: The Right Strategy<\/span><\/h3><p><span data-contrast=\"auto\">For decision-makers, this means: Don&#8217;t start with AI. Start with your problem. Really understand it. Then choose the right algorithm &#8211; this can be analytical AI, classic machine learning or generative AI. And then check: Do I have the data for it? <\/span><\/p><p><span data-contrast=\"auto\">If you take this route, you won&#8217;t fall into the 95% failure rate trap.<\/span><\/p><p><span data-contrast=\"auto\"><a href=\"https:\/\/www.moresophy.com\/en\/blog\/data-driven-business\/reliable-ai-systems\">In the next part of this series<\/a>, we will show you how to make AI systems truly reliable &#8211; and why generative AI alone cannot be the answer.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b9b0a41 elementor-widget elementor-widget-spacer\" data-id=\"b9b0a41\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-68dc645 e-flex e-con-boxed e-con e-parent\" data-id=\"68dc645\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-58b22d9 e-con-full e-flex e-con e-child\" data-id=\"58b22d9\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-f07a0d8 e-con-full e-flex e-con e-child\" data-id=\"f07a0d8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5663dbf elementor-widget elementor-widget-image\" data-id=\"5663dbf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"879\" height=\"879\" src=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2024\/11\/heiko_beier_portrait.webp\" class=\"attachment-large size-large wp-image-5017\" alt=\"Portrait von Prof. Dr. Heiko Beier\" srcset=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2024\/11\/heiko_beier_portrait.webp 879w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2024\/11\/heiko_beier_portrait-300x300.webp 300w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2024\/11\/heiko_beier_portrait-150x150.webp 150w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2024\/11\/heiko_beier_portrait-768x768.webp 768w\" sizes=\"(max-width: 879px) 100vw, 879px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c27354c e-con-full e-flex e-con e-child\" data-id=\"c27354c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fb4392d elementor-widget elementor-widget-heading\" data-id=\"fb4392d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.moresophy.com\/autor\/heiko-beier\">Prof. Dr. Heiko Beier<\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6afec2a elementor-widget elementor-widget-heading\" data-id=\"6afec2a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">CEO of MORESOPHY<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a62a206 elementor-widget elementor-widget-spacer\" data-id=\"a62a206\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8270429 elementor-widget elementor-widget-text-editor\" data-id=\"8270429\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Heiko Beier is a professor of artificial intelligence and digital communication and a tech entrepreneur specializing in AI-supported data analytics. As an expert in data-driven transformation, he supports companies in automating knowledge-intensive processes. His expertise includes the application of explainable and trustworthy AI along the entire value chain \u2013 from customer communication to core processes.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e817799 elementor-widget elementor-widget-spacer\" data-id=\"e817799\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c75bad5 elementor-widget elementor-widget-button\" data-id=\"c75bad5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"http:\/\/www.linkedin.com\/in\/heikobeier\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fab-linkedin\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">LinkedIn<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9235ee5 e-flex e-con-boxed e-con e-parent\" data-id=\"9235ee5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-19563ba e-con-full e-flex e-con e-child\" data-id=\"19563ba\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3bbccd6 e-con-full e-flex e-con e-child\" data-id=\"3bbccd6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3f30d83 elementor-widget elementor-widget-button\" data-id=\"3f30d83\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.moresophy.com\/en\/blog\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-left\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M257.5 445.1l-22.2 22.2c-9.4 9.4-24.6 9.4-33.9 0L7 273c-9.4-9.4-9.4-24.6 0-33.9L201.4 44.7c9.4-9.4 24.6-9.4 33.9 0l22.2 22.2c9.5 9.5 9.3 25-.4 34.3L136.6 216H424c13.3 0 24 10.7 24 24v32c0 13.3-10.7 24-24 24H136.6l120.5 114.8c9.8 9.3 10 24.8.4 34.3z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Back to the blog overview<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-22e82a4 elementor-widget elementor-widget-button\" data-id=\"22e82a4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.moresophy.com\/blog\/data-driven-business\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-right\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M190.5 66.9l22.2-22.2c9.4-9.4 24.6-9.4 33.9 0L441 239c9.4 9.4 9.4 24.6 0 33.9L246.6 467.3c-9.4 9.4-24.6 9.4-33.9 0l-22.2-22.2c-9.5-9.5-9.3-25 .4-34.3L311.4 296H24c-13.3 0-24-10.7-24-24v-32c0-13.3 10.7-24 24-24h287.4L190.9 101.2c-9.8-9.3-10-24.8-.4-34.3z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">All about data-driven business<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1100473 e-flex e-con-boxed e-con e-parent\" data-id=\"1100473\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0b4cbe8 elementor-widget elementor-widget-heading\" data-id=\"0b4cbe8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">More articles from Data-Driven Business<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e810d3e elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-widget elementor-widget-loop-grid\" data-id=\"e810d3e\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;template_id&quot;:8430,&quot;columns&quot;:3,&quot;_skin&quot;:&quot;post&quot;,&quot;columns_tablet&quot;:&quot;2&quot;,&quot;columns_mobile&quot;:&quot;1&quot;,&quot;edit_handle_selector&quot;:&quot;[data-elementor-type=\\&quot;loop-item\\&quot;]&quot;,&quot;row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" 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--e-global-typography-9d2a5b8-letter-spacing );word-spacing:var( --e-global-typography-9d2a5b8-word-spacing );color:var( --e-global-color-primary );}@media(max-width:1024px){.elementor-8430 .elementor-element.elementor-element-974de56{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-3369b30{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-28de411{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-d3ef939{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-65343d3{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-98718ca .elementor-button{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-90d7801 .elementor-heading-title{font-size:var( --e-global-typography-9d2a5b8-font-size );line-height:var( --e-global-typography-9d2a5b8-line-height );letter-spacing:var( --e-global-typography-9d2a5b8-letter-spacing );word-spacing:var( --e-global-typography-9d2a5b8-word-spacing );}}@media(max-width:767px){.elementor-8430 .elementor-element.elementor-element-0731158{--padding-top:2rem;--padding-bottom:2rem;--padding-left:2rem;--padding-right:2rem;}.elementor-8430 .elementor-element.elementor-element-974de56{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-3369b30{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-28de411{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-d3ef939{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-65343d3{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-98718ca .elementor-button{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-90d7801 .elementor-heading-title{font-size:var( --e-global-typography-9d2a5b8-font-size );line-height:var( --e-global-typography-9d2a5b8-line-height );letter-spacing:var( --e-global-typography-9d2a5b8-letter-spacing );word-spacing:var( --e-global-typography-9d2a5b8-word-spacing );}}<\/style>\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"8430\" class=\"elementor elementor-8430 elementor-7642 elementor-7642 e-loop-item e-loop-item-14190 post-14190 post type-post status-publish format-standard has-post-thumbnail hentry category-data-driven-business tag-ai tag-ai-regulation tag-competitive-advantage tag-compliance tag-data-quality tag-data-driven-companies tag-regulation tag-reliability\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-95fbe56 e-flex e-con-boxed e-con e-parent\" data-id=\"95fbe56\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5240d1f elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"5240d1f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"772\" src=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/12\/beitragsbild_3-1024x772.webp\" class=\"attachment-large size-large wp-image-14155\" alt=\"Regulierung KI Hammer\" srcset=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/12\/beitragsbild_3-1024x772.webp 1024w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/12\/beitragsbild_3-300x226.webp 300w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/12\/beitragsbild_3-768x579.webp 768w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/12\/beitragsbild_3-1536x1159.webp 1536w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/12\/beitragsbild_3-2048x1545.webp 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0731158 e-con-full e-flex e-con e-child\" data-id=\"0731158\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-27129ce e-con-full e-flex e-con e-child\" data-id=\"27129ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-974de56 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"974de56\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tProf. Dr. Heiko Beier\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3369b30 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"3369b30\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0f67422 elementor-widget elementor-widget-text-editor\" data-id=\"0f67422\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<p>|<\/p>\n<\/div>\n<\/div>\n<div class=\"elementor-element elementor-element-6a3884d elementor-widget elementor-widget-text-editor\" data-id=\"6a3884d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"> <\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-28de411 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"28de411\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tDecember 1, 2025\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d3ef939 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"d3ef939\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0f67422 elementor-widget elementor-widget-text-editor\" data-id=\"0f67422\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<p>|<\/p>\n<\/div>\n<\/div>\n<div class=\"elementor-element elementor-element-6a3884d elementor-widget elementor-widget-text-editor\" data-id=\"6a3884d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"> <\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65343d3 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"65343d3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"blog-reading-time\">6 min. read<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab5fba3 elementor-widget elementor-widget-spacer\" data-id=\"ab5fba3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-98718ca elementor-widget elementor-widget-button\" data-id=\"98718ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-size-sm\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Data-Driven Business\n<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-078a746 elementor-widget elementor-widget-spacer\" data-id=\"078a746\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-90d7801 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"90d7801\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.moresophy.com\/en\/blog\/data-driven-business\/regulation-ki-competitive-advantage\">Regulation Is Your Ally \u2013 Not Your Enemy<\/a><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"8430\" class=\"elementor elementor-8430 elementor-7642 elementor-7642 e-loop-item e-loop-item-14179 post-14179 post type-post status-publish format-standard has-post-thumbnail hentry category-data-driven-business tag-ai tag-ai-agents tag-analytical-ai tag-context-engineering tag-generative-ai tag-generative-ki tag-hybrid-ai tag-reliability tag-reliable-ai-systems\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-95fbe56 e-flex e-con-boxed e-con e-parent\" data-id=\"95fbe56\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5240d1f elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"5240d1f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"559\" src=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/11\/beitragsbild_2-1024x559.webp\" class=\"attachment-large size-large wp-image-14152\" alt=\"verl\u00e4ssliche Daten vs. unverl\u00e4ssliche Daten\" srcset=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/11\/beitragsbild_2-1024x559.webp 1024w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/11\/beitragsbild_2-300x164.webp 300w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/11\/beitragsbild_2-768x419.webp 768w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/11\/beitragsbild_2-1536x838.webp 1536w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/11\/beitragsbild_2-2048x1117.webp 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0731158 e-con-full e-flex e-con e-child\" data-id=\"0731158\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-27129ce e-con-full e-flex e-con e-child\" data-id=\"27129ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-974de56 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"974de56\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tProf. Dr. Heiko Beier\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3369b30 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"3369b30\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0f67422 elementor-widget elementor-widget-text-editor\" data-id=\"0f67422\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<p>|<\/p>\n<\/div>\n<\/div>\n<div class=\"elementor-element elementor-element-6a3884d elementor-widget elementor-widget-text-editor\" data-id=\"6a3884d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"> <\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-28de411 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"28de411\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tNovember 28, 2025\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d3ef939 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"d3ef939\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0f67422 elementor-widget elementor-widget-text-editor\" data-id=\"0f67422\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<p>|<\/p>\n<\/div>\n<\/div>\n<div class=\"elementor-element elementor-element-6a3884d elementor-widget elementor-widget-text-editor\" data-id=\"6a3884d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"> <\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65343d3 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"65343d3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"blog-reading-time\">6 min. read<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab5fba3 elementor-widget elementor-widget-spacer\" data-id=\"ab5fba3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-98718ca elementor-widget elementor-widget-button\" data-id=\"98718ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-size-sm\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Data-Driven Business\n<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-078a746 elementor-widget elementor-widget-spacer\" data-id=\"078a746\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-90d7801 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"90d7801\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.moresophy.com\/en\/blog\/data-driven-business\/reliable-ai-systems\">Calculating Instead of Guessing \u2013 What Reliable AI Systems Look Like<\/a><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"8430\" class=\"elementor elementor-8430 elementor-7642 elementor-7642 e-loop-item e-loop-item-14171 post-14171 post type-post status-publish format-standard has-post-thumbnail hentry category-data-driven-business tag-ai tag-ai-costs tag-ai-hype tag-ai-strategy tag-analytical-ai tag-data-quality tag-data-driven-companies tag-generative-ai tag-generative-ki tag-llm-en tag-problem-solution\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-95fbe56 e-flex e-con-boxed e-con e-parent\" data-id=\"95fbe56\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5240d1f elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"5240d1f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"559\" src=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/11\/beitragsbild_1-1024x559.webp\" class=\"attachment-large size-large wp-image-14146\" alt=\"Puzzle richtige KI Strategie finden\" srcset=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/11\/beitragsbild_1-1024x559.webp 1024w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/11\/beitragsbild_1-300x164.webp 300w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/11\/beitragsbild_1-768x419.webp 768w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/11\/beitragsbild_1-1536x838.webp 1536w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/11\/beitragsbild_1-2048x1117.webp 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0731158 e-con-full e-flex e-con e-child\" data-id=\"0731158\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-27129ce e-con-full e-flex e-con e-child\" data-id=\"27129ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-974de56 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"974de56\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tProf. Dr. Heiko Beier\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3369b30 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"3369b30\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0f67422 elementor-widget elementor-widget-text-editor\" data-id=\"0f67422\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<p>|<\/p>\n<\/div>\n<\/div>\n<div class=\"elementor-element elementor-element-6a3884d elementor-widget elementor-widget-text-editor\" data-id=\"6a3884d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"> <\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-28de411 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"28de411\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tNovember 26, 2025\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d3ef939 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"d3ef939\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0f67422 elementor-widget elementor-widget-text-editor\" data-id=\"0f67422\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<p>|<\/p>\n<\/div>\n<\/div>\n<div class=\"elementor-element elementor-element-6a3884d elementor-widget elementor-widget-text-editor\" data-id=\"6a3884d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"> <\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65343d3 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"65343d3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"blog-reading-time\">5 min. read<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab5fba3 elementor-widget elementor-widget-spacer\" data-id=\"ab5fba3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-98718ca elementor-widget elementor-widget-button\" data-id=\"98718ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-size-sm\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Data-Driven Business\n<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-078a746 elementor-widget elementor-widget-spacer\" data-id=\"078a746\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-90d7801 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"90d7801\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.moresophy.com\/en\/blog\/data-driven-business\/successful-ai-strategy\">Don\u2019t Ask What You Can Do with AI \u2013 Ask What Problem You Want to Solve<\/a><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Data-Driven Business Prof. Dr. Heiko Beier | | Part 1: Don\u2019t Ask What You Can Do with AI \u2013 Ask [&hellip;]<\/p>\n","protected":false},"author":9,"featured_media":14146,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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