{"id":26771,"date":"2025-06-23T11:17:09","date_gmt":"2025-06-23T11:17:09","guid":{"rendered":"https:\/\/www.novotek.com\/ch\/?post_type=insights&#038;p=26771"},"modified":"2025-07-21T07:20:19","modified_gmt":"2025-07-21T07:20:19","slug":"leitfaden-industriedaten-bereit-fuer-ki","status":"publish","type":"insights","link":"https:\/\/www.novotek.com\/ch\/insight\/leitfaden-industriedaten-bereit-fuer-ki\/","title":{"rendered":"Leitfaden: Sind Ihre Industriedaten bereit f\u00fcr KI?"},"content":{"rendered":"<div class=\"container-md paragraph  \">\n<p>Gartner hat KI als die <a href=\"https:\/\/www.gartner.com\/en\/articles\/top-technology-trends-2025\" target=\"_blank\" rel=\"noreferrer noopener\">wichtigste strategische Technologie f\u00fcr 2025<\/a> identifiziert. Doch bevor Sie das Potenzial der KI nutzen k\u00f6nnen, m\u00fcssen Sie sich eine entscheidende Frage stellen: &#171;Sind Ihre Industriedaten bereit f\u00fcr KI?&#187;<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>In diesem Leitfaden erl\u00e4utert Martin (Head of Industrial Data Science) die wichtigsten \u00dcberlegungen zur Vorbereitung Ihrer Industriedaten auf KI und die Schritte, die Sie unternehmen k\u00f6nnen, um deren Wert zu maximieren.<\/p>\n<\/div>\n\n<div class=\"container-md separator  \">\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Martin-profilepicture-circle-border-smaller.jpg\" alt=\"\" class=\"wp-image-26772\" style=\"width:100px\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Martin-profilepicture-circle-border-smaller.jpg 200w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Martin-profilepicture-circle-border-smaller-150x150.jpg 150w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Martin-profilepicture-circle-border-smaller-86x86.jpg 86w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Written by:<\/strong> Martin Paczona &#8211; <em>Head of Industrial Data Science<\/em>, Novotek Austria<\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Warum braucht die KI hochwertige Industriedaten?<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Fangen wir ganz von vorne an! KI-Modelle sind nur so gut wie die Daten, mit denen sie trainiert werden. Um verl\u00e4ssliche, kontextbezogene Erkenntnisse zu liefern, brauchen sie strukturierte, saubere und umfassend integrierte Industriedaten. Schlechte Datenqualit\u00e4t f\u00fchrt zu verzerrten Modellen, unpr\u00e4zisen Vorhersagen und eingeschr\u00e4nkter Nutzbarkeit.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Hier sind drei zentrale Gr\u00fcnde, warum hochwertige Daten unverzichtbar sind:<\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li><strong>Genauigkeit und Zuverl\u00e4ssigkeit: <\/strong>KI-Algorithmen erzielen die besten Ergebnisse, wenn sie mit konsistenten, vollst\u00e4ndigen und kontextualisierten Daten versorgt werden.<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Effiziente Entscheidungsfindung:<\/strong> Hochwertige, gut organisierte Daten erm\u00f6glichen es der KI, in Echtzeit pr\u00e4zise Entscheidungen zu treffen und Prozesse automatisiert zu steuern.<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>System\u00fcbergreifende Interoperabilit\u00e4t: <\/strong>Der Mehrwert von KI steigt mit der F\u00e4higkeit, Daten aus verschiedenen Quellen wie IoT-Sensoren, ERP-Systemen und Produktionsdatenbanken zusammenzuf\u00fchren und auszuwerten.<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container media-text  \">\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile is-vertically-aligned-top\" style=\"grid-template-columns:auto 45%\"><div class=\"wp-block-media-text__content\"><div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Checkliste: Bewerten Sie den Reifegrad Ihrer industriellen Daten<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Wie bereit sind Ihre Daten f\u00fcr den produktiven KI-Einsatz? Diese Checkliste hilft Ihnen, den Reifegrad Ihrer industriellen Dateninfrastruktur systematisch zu bewerten:<\/p>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\" style=\"font-size:20px\">1. Data Collection<\/h3>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Erfassen Sie die richtigen Datenpunkte mit der passenden Frequenz \u2010 z.\u202fB. aus IoT-Sensoren, Maschinen und ERP-Systemen?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Erfolgt die Datenerfassung strukturiert und standardisiert?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Ist Ihre Datenerfassung skalierbar, auch bei wachsenden Anforderungen?<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\" style=\"font-size:20px\">2. Data Storage<\/h3>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Sind Ihre Daten in Silos organisiert, die den Datenaustausch und die KI-Integration erschweren?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>K\u00f6nnen Daten system\u00fcbergreifend abgerufen, verarbeitet und zusammengef\u00fchrt werden?<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\" style=\"font-size:20px\">3. Datenqualit\u00e4t, Vorbereitung und Bereinigung<\/h3>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Gibt es L\u00fccken, Inkonsistenzen oder redundante Eintr\u00e4ge in Ihren Datenbest\u00e4nden?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Haben Sie Prozesse zur Datenbereinigung eingef\u00fchrt, um die Genauigkeit zu gew\u00e4hrleisten?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Verf\u00fcgen Ihre Daten \u00fcber ausreichenden Kontext? Haben Sie eine Strategie, um diesen anzureichern?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>K\u00f6nnen Sie die Daten problemlos in das gew\u00fcnschte Format umwandeln?<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\" style=\"font-size:20px\">4. Real-time vs. Historische Daten<\/h3>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Unterst\u00fctzt Ihr System das Streaming von Echtzeitdaten f\u00fcr pr\u00e4diktive Erkenntnisse?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Sind historische Daten sauber archiviert und f\u00fcr Trendanalysen zug\u00e4nglich?<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md buttons  \">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><div class=\"container-md button  \">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-novotek-white-color has-novotek-red-background-color has-text-color has-background has-link-color wp-element-button\" href=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Interactive-Checklist_AI-readiness.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Laden Sie die interaktive Checkliste als PDF herunter <\/a><\/div>\n<\/div><\/div>\n<\/div><\/div><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"921\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Checklist-mockup.jpg\" alt=\"\" class=\"wp-image-26776 size-full\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Checklist-mockup.jpg 900w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Checklist-mockup-293x300.jpg 293w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Checklist-mockup-768x786.jpg 768w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Checklist-mockup-84x86.jpg 84w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Checklist-mockup-306x313.jpg 306w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Checklist-mockup-636x651.jpg 636w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/figure><\/div>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\"><strong>Einf\u00fchrung von KI: Gemeinsame Herausforderungen und wie Sie diese meistern<\/strong><\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Der Weg zur produktiven KI ist oft mit H\u00fcrden verbunden \u2010 insbesondere beim Thema Daten. Wer sich fr\u00fchzeitig mit typischen Stolpersteinen auseinandersetzt, kann gezielt gegensteuern:<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Datensilos &amp; mangelnde Interoperabilit\u00e4t<\/strong><br>\u279d <strong>L\u00f6sung<\/strong>: Setzen Sie auf eine integrierte Datenmanagement-Plattform, die Datenquellen aus OT und IT konsolidiert \u2010 etwa mit einer Industrial DataOps-L\u00f6sung wie dem HighByte Intelligence Hub.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Schlechte Datenqualit\u00e4t<\/strong><br>\u279d <strong>L\u00f6sung<\/strong>: Nutzen Sie KI-gest\u00fctzte Tools zur Datenbereinigung, um Fehlerquellen, Dubletten und Inkonsistenzen systematisch zu eliminieren.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Skepsis gegen\u00fcber KI im Unternehmen<\/strong><br>\u279d <strong>L\u00f6sung: <\/strong>F\u00f6rdern Sie das Verst\u00e4ndnis f\u00fcr KI durch praxisnahe Schulungen und transparente Kommunikation. Zeigen Sie konkrete Mehrwerte auf, um die Akzeptanz zu erh\u00f6hen.<\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\"><strong>4 Anwendungsf\u00e4lle in der industriellen KI:<\/strong><\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Wie sieht KI im industriellen Alltag aus? Hier sind vier konkrete Szenarien, bei denen KI echten Mehrwert liefert:<\/p>\n<\/div>\n\n<div class=\"container-md columns  \">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"500\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Energy-blue.png\" alt=\"\" class=\"wp-image-26792\" style=\"width:100px\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Energy-blue.png 500w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Energy-blue-300x300.png 300w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Energy-blue-150x150.png 150w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Energy-blue-86x86.png 86w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Energy-blue-306x306.png 306w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\">Energie-Optimierung<\/h3>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>KI prognostiziert den optimalen Energieeinsatz im Heizprozess \u2010 mit einem Einsparpotenzial von bis zu 15\u202f% beim W\u00e4rmeverbrauch.<\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Quality-blue-150x150-1.png\" alt=\"\" class=\"wp-image-26788\" style=\"width:100px\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Quality-blue-150x150-1.png 150w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Quality-blue-150x150-1-86x86.png 86w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\">Qualit\u00e4ts-Vorhersage<\/h3>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>KI prognostiziert in Echtzeit die Qualit\u00e4ts-KPIs einer Kabelextrusionsmaschine und tr\u00e4gt dazu bei, den auf der Linie produzierten Ausschuss gezielt zu reduzieren.<\/p>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md columns  \">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Sensor-blue-150x150-1.png\" alt=\"\" class=\"wp-image-26784\" style=\"width:100px\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Sensor-blue-150x150-1.png 150w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Sensor-blue-150x150-1-86x86.png 86w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\">Soft-<br>Sensor<\/h3>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>AI sagt die Alterung von Sensoren in einer Kl\u00e4ranlage voraus, um die Wartungsintervalle solcher Anlagen zu verl\u00e4ngern.<\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/PM-blue-150x150-1.png\" alt=\"\" class=\"wp-image-26780\" style=\"width:100px\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/PM-blue-150x150-1.png 150w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/PM-blue-150x150-1-86x86.png 86w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\">Predictive Maintenance <\/h3>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Durch die Analyse von Prozesszeiten erkennt KI fr\u00fchzeitig Anomalien bei einem Produktionsroboter. Das minimiert Stillstandzeiten und verbessert die Produktqualit\u00e4t.<\/p>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:150px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md columns  alignwide\">\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:500px\"><div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Bereit f\u00fcr KI \u2010 oder noch nicht ganz?<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Sie fragen sich, ob Ihre Daten bereits die Voraussetzungen f\u00fcr den erfolgreichen Einsatz von KI erf\u00fcllen? Oder suchen nach Orientierung, welche Anwendungsf\u00e4lle f\u00fcr Ihr Unternehmen relevant sein k\u00f6nnten?<\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Wir unterst\u00fctzen Sie dabei, die richtigen Fragen zu stellen \u2010 und liefern Impulse, wie Sie Ihre Datenstrategie in Richtung KI weiterentwickeln k\u00f6nnen.<\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>F\u00fcllen Sie einfach das Formular aus.<\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:600px\"><div class=\"container-md form  \"><script type=\"text\/javascript\">\n\/* <![CDATA[ *\/\nvar 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