{"id":6962,"date":"2025-05-22T09:51:21","date_gmt":"2025-05-22T09:51:21","guid":{"rendered":"https:\/\/www.novotek.com\/co-uk\/?p=6962"},"modified":"2025-05-23T08:19:33","modified_gmt":"2025-05-23T08:19:33","slug":"guide-is-your-industrial-data-ready-for-ai","status":"publish","type":"post","link":"https:\/\/www.novotek.com\/co-uk\/news\/guide-is-your-industrial-data-ready-for-ai\/","title":{"rendered":"Guide: Is your industrial data ready for AI?"},"content":{"rendered":"<div class=\"container-md paragraph  \">\n<p>Gartner has identified <a href=\"https:\/\/www.gartner.com\/en\/articles\/top-technology-trends-2025\"><strong>AI as the most critical strategic technology for 2025.<\/strong><\/a> But before you can harness AI&#8217;s potential, you need to ask yourself a critical question: \u201cIs your industrial data ready for AI?\u201d<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>In this guide, Martin (Head of Industrial Data Science), will explore the key considerations for preparing your industrial data for AI and the steps you can take to maximize its value.<\/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 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\/co-uk\/wp-content\/uploads\/sites\/7\/Martin-profilepicture-circle-border-smaller.jpg\" alt=\"\" class=\"wp-image-6976\" style=\"object-fit:cover;width:75px;height:75px\" srcset=\"https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Martin-profilepicture-circle-border-smaller.jpg 200w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Martin-profilepicture-circle-border-smaller-150x150.jpg 150w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/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 heading  \">\n<h2 class=\"wp-block-heading\"><strong>Why do AI need high-quality industrial data?<\/strong><\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Let&#8217;s start from the beginning! AI models require structured and clean data including context information to generate meaningful insights. Poor data quality can lead to a number of problems, like biased models, incorrect predictions, made up facts, and limited usage. Here\u2019s why data readiness matters:<\/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>Accuracy and reliability:<\/strong> AI algorithms perform best when you feed them with complete, consistent, and high-integrity data.<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Efficiency in decision-making:<\/strong> Well-organized data allows AI to generate real-time insights for smarter decision-making and process automation.<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Interoperability across systems:<\/strong> AI thrives on integrated data sources from IoT devices, ERP systems, and production databases.<\/li>\n<\/div><\/ul>\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\"><div class=\"wp-block-media-text__content\"><div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\"><strong>Checklist: Assess your industrial data maturity<\/strong><\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>1. Data Collection<\/strong><\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Are you capturing the right data with the right frequency from IoT sensors, production equipment, and ERP systems?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Is your data collected in a structured and standardized manner?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Is your data collection scalable?<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>2. Data Storage<\/strong><\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Is your data stored in separate silos, making AI adoption difficult?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Can your data be accessed and processed across different departments seamlessly?<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>3. Data quality, preparation &amp; cleaning<\/strong><\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Are there gaps, inconsistencies, or redundant data in your records?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Have you implemented data cleaning processes to ensure accuracy?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Does your data include context? Do you have a strategy to add it?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Can you easily transform the data to the required format?<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>4. Real-time vs. Historical data<\/strong><\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Does your system support real-time data streaming for predictive insights?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Is your historical data properly archived and retrievable for trend analysis?<\/li>\n<\/div><\/ul>\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-red-background-color has-background wp-element-button\" href=\"https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Interactive-Checklist_AI-readiness.pdf\">Download your interactive checklist here!<\/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\/co-uk\/wp-content\/uploads\/sites\/7\/Checklist-mockup-jpg.jpg\" alt=\"\" class=\"wp-image-6970 size-full\" srcset=\"https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Checklist-mockup-jpg.jpg 900w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Checklist-mockup-jpg-293x300.jpg 293w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Checklist-mockup-jpg-768x786.jpg 768w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Checklist-mockup-jpg-84x86.jpg 84w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Checklist-mockup-jpg-306x313.jpg 306w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Checklist-mockup-jpg-636x651.jpg 636w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/figure><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\"><strong>AI adoption: Common challenges and how to overcome them<\/strong><\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Prepare for the most typical challenges when it comes to data readiness:<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Data silos and lack of interoperability <\/strong><strong>\u27a1\ufe0f<\/strong><strong> Solution:<\/strong> Deploy an integrated data management platform that consolidates multiple sources.&nbsp;An example is the Industrial DataOps solution HighByte Intelligence Hub.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Poor Data Quality <\/strong><strong>\u27a1\ufe0f<\/strong><strong> Solution:<\/strong> Utilize AI-driven data cleansing tools to eliminate inconsistencies and errors.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Resistance to AI Adoption <\/strong><strong>\u27a1\ufe0f<\/strong><strong> Solution:<\/strong> Educate teams on AI benefits and offer hands-on training to encourage adoption.<\/p>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\"><strong>4 Use cases in Industrial AI:<\/strong><\/h2>\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\/co-uk\/wp-content\/uploads\/sites\/7\/Energy-blue.png\" alt=\"\" class=\"wp-image-6972\" style=\"object-fit:cover;width:50px;height:50px\" srcset=\"https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Energy-blue.png 500w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Energy-blue-300x300.png 300w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Energy-blue-150x150.png 150w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Energy-blue-86x86.png 86w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/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\"><strong>Energy Optimization<\/strong><\/h3>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>AI predicts the heating process to lower the heat consumption by 15%.<\/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=\"500\" height=\"500\" src=\"https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Quality-blue.png\" alt=\"\" class=\"wp-image-6973\" style=\"object-fit:cover;width:50px;height:50px\" srcset=\"https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Quality-blue.png 500w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Quality-blue-300x300.png 300w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Quality-blue-150x150.png 150w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Quality-blue-86x86.png 86w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Quality-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\"><strong>Quality Prediction<\/strong><\/h3>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>AI predicts the quality KPIs of a cable extrusion machine in real-time this allows to reduce the scrap produced on the line<\/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=\"500\" height=\"500\" src=\"https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Sensor-blue.png\" alt=\"\" class=\"wp-image-6974\" style=\"object-fit:cover;width:50px;height:50px\" srcset=\"https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Sensor-blue.png 500w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Sensor-blue-300x300.png 300w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Sensor-blue-150x150.png 150w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Sensor-blue-86x86.png 86w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/Sensor-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\"><strong>Soft-Sensor<\/strong><\/h3>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>AI predicts the aging of sensors in a wastewater treatment plant to increase the maintenance intervals of such plants<\/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=\"500\" height=\"500\" src=\"https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/PM-blue.png\" alt=\"\" class=\"wp-image-6975\" style=\"object-fit:cover;width:50px;height:50px\" srcset=\"https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/PM-blue.png 500w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/PM-blue-300x300.png 300w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/PM-blue-150x150.png 150w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/PM-blue-86x86.png 86w, https:\/\/www.novotek.com\/co-uk\/wp-content\/uploads\/sites\/7\/PM-blue-306x306.png 306w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading\"><strong>Predictive Maintenance<\/strong><\/h4>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>AI detects anomalies at a production robot by analysing process times which reduces the downtime and increases the product quality<\/p>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">AI Data Consultation<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>If you want help with evaluating how ready you are for AI or want to explore different use cases, you can always contact us!<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Either fill out the form or find more detailed information below.<\/p>\n<\/div>\n\n<div class=\"container-md form  \"><script type=\"text\/javascript\">\n\/* <![CDATA[ *\/\nvar gform;gform||(document.addEventListener(\"gform_main_scripts_loaded\",function(){gform.scriptsLoaded=!0}),document.addEventListener(\"gform\/theme\/scripts_loaded\",function(){gform.themeScriptsLoaded=!0}),window.addEventListener(\"DOMContentLoaded\",function(){gform.domLoaded=!0}),gform={domLoaded:!1,scriptsLoaded:!1,themeScriptsLoaded:!1,isFormEditor:()=>\"function\"==typeof InitializeEditor,callIfLoaded:function(o){return!(!gform.domLoaded||!gform.scriptsLoaded||!gform.themeScriptsLoaded&&!gform.isFormEditor()||(gform.isFormEditor()&&console.warn(\"The use of gform.initializeOnLoaded() 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