{"id":599,"date":"2025-10-24T13:09:15","date_gmt":"2025-10-24T11:09:15","guid":{"rendered":"https:\/\/www.elevating-patterns.com\/?p=599"},"modified":"2025-10-24T13:09:15","modified_gmt":"2025-10-24T11:09:15","slug":"20-i-graph","status":"publish","type":"post","link":"https:\/\/www.elevating-patterns.com\/index.php\/en\/2025\/10\/24\/20-i-graph\/","title":{"rendered":"#20 I, graph"},"content":{"rendered":"\n<p>In this episode, Michael and Christian pull back the curtain on the hard truths of applying AI in the industrial domain. It\u2019s not just about flashy demos \u2014 it\u2019s about the messy, practical, and often painful hurdles that trip up even the most ambitious initiatives.<br>We explore five key pain points:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>IP protection<\/strong> \u2014 How do you safeguard proprietary algorithms, data and models when they\u2019re feeding into shared platforms or cloud services?<\/li>\n\n\n\n<li><strong>Hallucinations<\/strong> \u2014 Why does AI still confidently make stuff up, and what risk does that pose when you\u2019re controlling physical assets instead of just chatting?<\/li>\n\n\n\n<li><strong>Reasoning<\/strong> &#8211; how far did we come with AI that is not just memorizing, but actually reasoning?<\/li>\n\n\n\n<li><strong>Costs<\/strong> \u2014 From infrastructure to data preparation to ongoing model governance, the price tag for \u201cjust throwing in AI\u201d is far higher than many expect.<\/li>\n\n\n\n<li><strong>The need for machine-readable data &amp; knowledge graphs<\/strong> \u2014 AI only works when your assets, systems and processes speak a common language. We dig into why building that foundation (a \u2018graph\u2019 of knowledge) is arguably more important than the algorithm itself.<\/li>\n<\/ul>\n\n\n\n<p>Together, Michael and Christian unpack stories from the field, call out common anti-patterns, and suggest what must go right before the next generation of industrial AI can deliver real value. Whether you\u2019re an executive, a system engineer, or just curious how AI actually scales in manufacturing, this episode gives you a lens on the un-glamourized part of the journey.<\/p>\n\n\n\n<p>Tune in and ask yourself: is your data ready to speak graph? Are your IP walls strong enough? And do you really know what your AI is doing when it \u201cthinks\u201d?<\/p>\n<div class=\"powerpress_player\" id=\"powerpress_player_89\"><audio class=\"wp-audio-shortcode\" id=\"audio-599-1\" preload=\"none\" style=\"width: 100%;\" controls=\"controls\"><source type=\"audio\/mpeg\" src=\"https:\/\/www.elevating-patterns.com\/wp-content\/uploads\/2025\/10\/020_I-graph.m4a?_=1\" \/><a href=\"https:\/\/www.elevating-patterns.com\/wp-content\/uploads\/2025\/10\/020_I-graph.m4a\">https:\/\/www.elevating-patterns.com\/wp-content\/uploads\/2025\/10\/020_I-graph.m4a<\/a><\/audio><\/div><p class=\"powerpress_links powerpress_links_m4a\" style=\"margin-bottom: 1px !important;\">Podcast: <a href=\"https:\/\/www.elevating-patterns.com\/wp-content\/uploads\/2025\/10\/020_I-graph.m4a\" class=\"powerpress_link_pinw\" target=\"_blank\" title=\"Play in new window\" onclick=\"return powerpress_pinw('https:\/\/www.elevating-patterns.com\/?powerpress_pinw=599-podcast');\" rel=\"nofollow\">Play in new window<\/a> | <a href=\"https:\/\/www.elevating-patterns.com\/wp-content\/uploads\/2025\/10\/020_I-graph.m4a\" class=\"powerpress_link_d\" title=\"Download\" rel=\"nofollow\" download=\"020_I-graph.m4a\">Download<\/a> (44.3MB)<\/p>","protected":false},"excerpt":{"rendered":"<p>In this episode, Michael and Christian pull back the curtain on the hard truths of applying AI in the industrial domain. It\u2019s not just about flashy demos \u2014 it\u2019s about the messy, practical, and often painful hurdles that trip up even the most ambitious initiatives.We explore five key pain points: [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":601,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_themeisle_gutenberg_block_has_review":false,"footnotes":""},"categories":[20],"tags":[],"class_list":["post-599","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-antipatternpodcast"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>#20 I, graph - Elevating Patterns<\/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:\/\/www.elevating-patterns.com\/index.php\/en\/2025\/10\/24\/20-i-graph\/\" \/>\n<meta property=\"og:locale\" content=\"de_DE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"#20 I, graph - Elevating Patterns\" \/>\n<meta property=\"og:description\" content=\"In this episode, Michael and Christian pull back the curtain on the hard truths of applying AI in the industrial domain. 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