{"id":21377,"date":"2024-12-10T11:29:31","date_gmt":"2024-12-10T11:29:31","guid":{"rendered":"https:\/\/dev2.antsolutions.eu\/?page_id=21377"},"modified":"2026-02-12T11:27:56","modified_gmt":"2026-02-12T11:27:56","slug":"%e5%88%b6%e9%80%a0%e4%b8%9a%e5%b7%b2%e4%b8%ba%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e5%81%9a%e5%a5%bd%e5%87%86%e5%a4%87","status":"publish","type":"page","link":"https:\/\/dev2.accevo.com\/zh\/ready-for-ai-ai-in-manufacturing-industry\/","title":{"rendered":"\u4e3a\u4eba\u5de5\u667a\u80fd\u505a\u597d\u51c6\u5907\uff1a\u5236\u9020\u4e1a\u4e2d\u7684\u4eba\u5de5\u667a\u80fd\u00a0"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"21377\" class=\"elementor elementor-21377\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-680219c e-con-full e-flex e-con e-parent\" data-id=\"680219c\" 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-5b6e50d e-flex e-con-boxed e-con e-child\" data-id=\"5b6e50d\" 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-194edb8 e-con-full e-flex e-con e-child\" data-id=\"194edb8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-787c1c7 e-con-full e-flex e-con e-child\" data-id=\"787c1c7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e15edd0 elementor-widget elementor-widget-heading\" data-id=\"e15edd0\" 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\">AI in manufacturing<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e59fd6 elementor-widget elementor-widget-heading\" data-id=\"2e59fd6\" 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\">Be ready to implement your AI tools in factory thanks to \"push interface\" and data preparation.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-493bdb0 elementor-align-left elementor-widget elementor-widget-button\" data-id=\"493bdb0\" 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 elementor-animation-grow\" href=\"#contact\">\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\">Schedule a Demo<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a7251e2 e-flex e-con-boxed e-con e-parent\" data-id=\"a7251e2\" 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-81f874f elementor-widget elementor-widget-text-editor\" data-id=\"81f874f\" 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<ul class=\"wp-block-list\">\n<li><strong>The Growing Role of AI in Industry:<\/strong> Manufacturers, initially slow to adopt digital technologies, are now recognising AI&#8217;s potential in reducing costs, increasing efficiency, and improving products.\u00a0<\/li>\n<!-- \/wp:list-item --><\/ul>\n<p><!-- \/wp:list --><!-- wp:list --><\/p>\n<ul class=\"wp-block-list\"><!-- wp:list-item -->\n<li><strong>AI as a Board-Level Priority:<\/strong> The emergence of tools like ChatGPT has elevated AI to a priority for manufacturing executives. Consulting firms like EY report a surge in enquiries from manufacturing clients about AI implementation.\u00a0<\/li>\n<!-- \/wp:list-item --><\/ul>\n<p><!-- \/wp:list --><!-- wp:list --><\/p>\n<ul class=\"wp-block-list\"><!-- wp:list-item -->\n<li><strong>AI Strategy Linked to Business Goals:<\/strong> Experts recommend aligning AI implementation strategies with a company\u2019s overall digital and business strategies, ensuring each use case has clear business justification.\u00a0<\/li>\n<!-- \/wp:list-item --><\/ul>\n<p><!-- \/wp:list --><!-- wp:list --><\/p>\n<ul class=\"wp-block-list\"><!-- wp:list-item -->\n<li><strong>Be Ready for AI.<\/strong><br \/><strong>A push interface from Accevo <\/strong>is crucial for providing real-time data to AI services. To maximize the potential of AI in industry, it&#8217;s vital to focus on efficient data collection, preparation, and storage in industrial systems.\u00a0<\/li>\n<\/ul>\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-870111e elementor-widget elementor-widget-text-editor\" data-id=\"870111e\" data-element_type=\"widget\" data-e-type=\"widget\" data-no-translation=\"\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>.elementor-element-870111e{display:none !important}<\/style>\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-799fed4 e-flex e-con-boxed e-con e-parent\" data-id=\"799fed4\" 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-1fd04de e-con-full e-flex e-con e-child\" data-id=\"1fd04de\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-633b65c elementor-widget elementor-widget-heading\" data-id=\"633b65c\" 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\">Artificial Intelligence (AI) and Machine Learning (ML) - Definitions and Differences <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d3f0e17 elementor-widget elementor-widget-text-editor\" data-id=\"d3f0e17\" 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>AI (Artificial Intelligence)\u00a0is a broad concept that describes systems designed to perform tasks without explicit programming instructions. This means that instead of programming AI step by step, frameworks are created that allow it to learn on its own based on input data and feedback. The goal of AI is to create models that can solve problems and make decisions similarly to humans.\u00a0<\/p>\n<p><strong>Generative AI (GenAI)<\/strong>\u00a0is a specialized branch of AI focused on creating new content, such as text, images, audio, and more, based on the data it has been trained on. Unlike traditional AI, which may focus on analyzing or predicting data, Generative AI actively produces original outputs that can mimic human creativity. Examples of GenAI include language models like GPT, image generators like DALL-E, and music composition tools. The primary objective of GenAI is to generate content that is not only coherent and contextually relevant but also innovative and creative. GenAI is based on Large Language Model (LLM) algorithmic technic.<\/p>\n<p><strong>ML (Machine Learning)<\/strong>\u00a0is a subset of AI that focuses on algorithms that learn from input data and feedback to improve their performance. In ML, these algorithms receive input data and feedback, then adjust their parameters (weights and biases) to become better at performing a given task.\u00a0<\/p>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f79756c e-flex e-con-boxed e-con e-parent\" data-id=\"f79756c\" 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-dd54518 elementor-widget elementor-widget-heading\" data-id=\"dd54518\" 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\">Difference between AI and ML:\u00a0<\/h3>\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-6dd5f91 e-flex e-con-boxed e-con e-parent\" data-id=\"6dd5f91\" 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-5662769 e-con-full e-flex e-con e-child\" data-id=\"5662769\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fb9b6cb elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"fb9b6cb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"151\" height=\"151\" src=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Detailed-Batch-Reporting-1.png\" class=\"attachment-full size-full wp-image-21085\" alt=\"\" title=\"\" srcset=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Detailed-Batch-Reporting-1.png 151w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Detailed-Batch-Reporting-1-12x12.png 12w\" sizes=\"(max-width: 151px) 100vw, 151px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Scope<\/h3><p class=\"elementor-image-box-description\">AI is a broader concept that encompasses various techniques, including ML and GenAI. GenAI is a specialized AI that concentrates on generating new content.\u200b<\/p><\/div><\/div>\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-7b57328 e-con-full e-flex e-con e-child\" data-id=\"7b57328\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8ee004a elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"8ee004a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"151\" height=\"151\" src=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Automatic-Error-Elimination-1.png\" class=\"attachment-full size-full wp-image-21086\" alt=\"\" title=\"\" srcset=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Automatic-Error-Elimination-1.png 151w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Automatic-Error-Elimination-1-12x12.png 12w\" sizes=\"(max-width: 151px) 100vw, 151px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Method of Operation<\/h3><p class=\"elementor-image-box-description\">AI can operate based on different principles, whereas ML focuses on algorithms that learn from data. GenAI employs advanced ML techniques, such as deep learning, to create novel content based on learned data patterns.\u200b<\/p><\/div><\/div>\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-5d7beee e-con-full e-flex e-con e-child\" data-id=\"5d7beee\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c4404c3 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"c4404c3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"151\" height=\"151\" src=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Asset-30.png\" class=\"attachment-full size-full wp-image-20918\" alt=\"\" title=\"\" srcset=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Asset-30.png 151w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Asset-30-12x12.png 12w\" sizes=\"(max-width: 151px) 100vw, 151px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Goal<\/h3><p class=\"elementor-image-box-description\">AI and GenAI aims to create systems that mimic human intelligence and creativity, while ML concentrates on developing systems that learn and improve their performance based on data. \n<\/p><\/div><\/div>\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-faf60cf e-flex e-con-boxed e-con e-parent\" data-id=\"faf60cf\" 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-8773c80 elementor-widget elementor-widget-image\" data-id=\"8773c80\" 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\t<a href=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/AI-ML-01.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"AI and ML Applications in Factory Manufacturing\" data-elementor-lightbox-description=\"This diagram presents the various applications of AI and ML in factory manufacturing, such as assembly line optimization, demand forecasting, inventory management, and predictive maintenance, highlighting their potential to boost production.\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MjE0MDUsInVybCI6Imh0dHBzOlwvXC9kZXYyLmFjY2V2by5jb21cL3dwLWNvbnRlbnRcL3VwbG9hZHNcLzIwMjRcLzEyXC9BSS1NTC0wMS5wbmcifQ%3D%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"502\" src=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/AI-ML-01-1024x642.png\" class=\"attachment-large size-large wp-image-21405\" alt=\"Diagram illustrating various applications of AI and ML in factory manufacturing, including assembly line optimization and predictive maintenance.\" srcset=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/AI-ML-01-1024x642.png 1024w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/AI-ML-01-300x188.png 300w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/AI-ML-01-768x481.png 768w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/AI-ML-01-18x12.png 18w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/AI-ML-01.png 1438w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t<\/a>\n\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-50d085dd e-flex e-con-boxed e-con e-parent\" data-id=\"50d085dd\" 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-902b2a7 e-con-full e-flex e-con e-child\" data-id=\"902b2a7\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5ff4d21 elementor-widget elementor-widget-text-editor\" data-id=\"5ff4d21\" 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<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\"><!-- wp:list-item --><\/ul>\n<\/li>\n<\/ul>\n<div><strong><span style=\"color: inherit; font-family: 'General Sans', sans-serif; font-size: 2em; text-align: var(--text-align);\">AI in Manufacturing \u2013 Industry Overview\u00a0<\/span><\/strong><\/div>\n<p><!-- \/wp:heading --><!-- wp:paragraph --><\/p>\n<p>Generative AI is transforming the manufacturing industry, offering innovative solutions to longstanding challenges. With a projected $10.5 billion in added revenue by 2033, its impact is set to be both substantial and far-reaching.<\/p>\n<p><!-- \/wp:paragraph --><!-- wp:paragraph --><\/p>\n<p>Key applications include rapid identification of production issues, faster creation of work instructions, and enhanced coding capabilities for staff. According to McKinsey, GenAI\u2019s potential extends to optimising planning, improving efficiency through predictive root cause analysis, and streamlining delivery with AI-powered customer communication. When combined with technologies like digital twins, GenAI can accelerate warehouse design and production scenarios.<\/p>\n<p><!-- \/wp:paragraph --><!-- wp:paragraph --><\/p>\n<p>While still in its early stages, the manufacturing sector is steadily adopting AI-driven tools, particularly in back-end operations, as they prove their value in boosting efficiency and supporting digital transformation.<\/p>\n<p><!-- \/wp:paragraph --><!-- wp:heading {\"level\":3} --><\/p>\n<h3 class=\"wp-block-heading\"><b>Scaling Traditional Machine Learning<\/b><\/h3>\n<p><!-- \/wp:heading --><!-- wp:paragraph --><\/p>\n<p>Traditional ML models like machine vision and graph-based natural language processing are scaling up. As ROI from AI tools grows, technologies mature, and digital transformation strategies accelerate, these models are increasingly deployed across back-end and operational use cases.<\/p>\n<p><!-- \/wp:paragraph --><!-- wp:heading --><\/p>\n<p><!-- \/wp:paragraph --><\/p>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e073a1d e-flex e-con-boxed e-con e-parent\" data-id=\"e073a1d\" 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-21c33a6 elementor-widget elementor-widget-heading\" data-id=\"21c33a6\" 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\">AI and ML in the Factory: Increasing Production<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0b7e8bf e-con-full e-flex e-con e-child\" data-id=\"0b7e8bf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ed9be45 elementor-widget elementor-widget-text-editor\" data-id=\"ed9be45\" 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>Artificial Intelligence (AI) and Machine Learning (ML) offer numerous opportunities to boost production in a factory. Here are some examples:<\/p>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cf684eb e-flex e-con-boxed e-con e-parent\" data-id=\"cf684eb\" 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-26c3646 e-con-full e-flex e-con e-child\" data-id=\"26c3646\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-9eae417 e-con-full e-flex e-con e-child\" data-id=\"9eae417\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-328682c elementor-widget elementor-widget-heading\" data-id=\"328682c\" 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\">Assembly Line Optimization<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-670606f elementor-widget elementor-widget-text-editor\" data-id=\"670606f\" 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<ul>\n<li>ML algorithms can analyze historical data and real-time sensor data to optimize workflow on the assembly line.<\/li>\n<li>AI can identify and correct errors, as well as predict potential failures.<\/li>\n<li>Intelligent automation allows adjusting production parameters to demand fluctuations, reducing waste and optimizing resource utilization.<br \/><strong><br \/>Example:<\/strong>\u00a0Volkswagen uses AI-based solutions to optimize assembly lines, increasing production efficiency and quality.<\/li>\n<\/ul>\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-0bba5c9 e-con-full e-flex e-con e-child\" data-id=\"0bba5c9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8d40fd0 elementor-widget elementor-widget-heading\" data-id=\"8d40fd0\" 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\">Demand Forecasting<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8950a7f elementor-widget elementor-widget-text-editor\" data-id=\"8950a7f\" 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<ul>\n<li>AI analyzes historical sales data, market trends, and external factors to accurately predict demand fluctuations.<\/li>\n<li>This allows manufacturers to adjust production, minimizing the risk of stockouts or excess inventory.<br \/><br \/><strong>Example:<\/strong>\u00a0A clothing manufacturer can use AI to analyze social media trends, weather forecasts, and customer preferences to accurately predict demand for various products.<\/li>\n<\/ul>\n<p>\u00a0<\/p>\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-a4e8ec0 e-flex e-con-boxed e-con e-parent\" data-id=\"a4e8ec0\" 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-3430005 e-con-full e-flex e-con e-child\" data-id=\"3430005\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e8cd050 e-con-full e-flex e-con e-child\" data-id=\"e8cd050\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4d29320 elementor-widget elementor-widget-heading\" data-id=\"4d29320\" 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\">Inventory Management<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6750d7e elementor-widget elementor-widget-text-editor\" data-id=\"6750d7e\" 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<ul>\n<li>ML algorithms analyze historical data, current inventory levels, and market trends to accurately forecast demand patterns.<\/li>\n<li>This enables optimizing inventory levels, reducing storage costs, and ensuring product availability.<br \/><br \/><\/li>\n<\/ul>\n<p><strong>Example:<\/strong>\u00a0An automotive parts manufacturer can use ML models to forecast demand for spare parts, allowing them to optimize inventory levels and reduce costs.<\/p>\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-7dbd799 e-con-full e-flex e-con e-child\" data-id=\"7dbd799\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a32e735 elementor-widget elementor-widget-heading\" data-id=\"a32e735\" 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\">Predictive Maintenance<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-027fc68 elementor-widget elementor-widget-text-editor\" data-id=\"027fc68\" 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<ul>\n<li>AI analyzes data from sensors and machines to predict failures and establish optimal maintenance schedules.<\/li>\n<li>This helps minimize downtime and ensures the availability of resources and spare parts for quick repairs.<br \/><br \/><\/li>\n<\/ul>\n<p><strong>Example:<\/strong>\u00a0Companies like Pepsi and Colgate use technology developed by the startup Augury to detect issues with production machines before they lead to failures.<\/p>\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-de54d03 e-flex e-con-boxed e-con e-parent\" data-id=\"de54d03\" 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-a36a45f e-con-full e-flex e-con e-child\" data-id=\"a36a45f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-36c95b8 e-con-full e-flex e-con e-child\" data-id=\"36c95b8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8ecfd3e elementor-widget elementor-widget-heading\" data-id=\"8ecfd3e\" 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\">Cobots (Agents)<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e19ae39 elementor-widget elementor-widget-text-editor\" data-id=\"e19ae39\" 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<ul>\n<li>Collaborative robots (cobots) increase productivity by working alongside operators.<\/li>\n<li>They use AI for navigation and object identification in order fulfillment centers, streamlining picking and packing processes.<\/li>\n<li>GenAI can be used to summarize daily tasks for operators.<br \/><br \/><\/li>\n<\/ul>\n<p><strong>Example:<\/strong>\u00a0Amazon&#8217;s cobots use ML to accelerate order fulfillment and improve logistics.<\/p>\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-156dddf e-con-full e-flex e-con e-child\" data-id=\"156dddf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-08bad7e elementor-widget elementor-widget-heading\" data-id=\"08bad7e\" 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\">Document Automation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f435f32 elementor-widget elementor-widget-text-editor\" data-id=\"f435f32\" 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<ul>\n<li>AI and ML are used to automate paper-based processes such as purchase orders, invoices, and quality control reports.<\/li>\n<li>Intelligent bots with GenAI capabilities can automatically extract data from documents, classify and categorize information, and then enter it into appropriate systems.<br \/><br \/><\/li>\n<\/ul>\n<p><strong>Example:<\/strong>\u00a0Whirlpool uses RPA to automate production processes, including tasks on the assembly line and material handling.<\/p>\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-18825cd e-flex e-con-boxed e-con e-parent\" data-id=\"18825cd\" 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-e8bad83 e-con-full e-flex e-con e-child\" data-id=\"e8bad83\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-86a3653 e-con-full e-flex e-con e-child\" data-id=\"86a3653\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b423e68 elementor-widget elementor-widget-heading\" data-id=\"b423e68\" 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\">Enhancing Employee Efficiency<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-93070f9 elementor-widget elementor-widget-text-editor\" data-id=\"93070f9\" 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<ul>\n<li>AI and ML can automate many manual tasks, freeing employees from tedious work and allowing them to focus on higher-value tasks.<\/li>\n<li>AI tools can help employees find needed information faster and more easily, analyze data, and make decisions.<br \/><br \/><\/li>\n<\/ul>\n<p><strong>Example:<\/strong>\u00a0AI can support financial planning, demand planning, and MRP planning processes, reducing the risk of human errors and increasing efficiency.<\/p>\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-469cbd5 e-con-full e-flex e-con e-child\" data-id=\"469cbd5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ac41430 elementor-widget elementor-widget-heading\" data-id=\"ac41430\" 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\">Robotics<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f413fc3 elementor-widget elementor-widget-text-editor\" data-id=\"f413fc3\" 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<ul>\n<li>Production robots, using AI, can learn and improve their tasks without the need to program each step.<\/li>\n<li>They independently identify problems and optimize production processes.<br \/><br \/><\/li>\n<\/ul>\n<p><strong>Example:<\/strong>\u00a0AI-powered welding robots analyze welding points and adjust their actions to improve quality.<\/p>\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-ce0bc71 e-flex e-con-boxed e-con e-parent\" data-id=\"ce0bc71\" 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-e13a94b elementor-widget elementor-widget-text-editor\" data-id=\"e13a94b\" 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><strong>AI and ML offer numerous opportunities to increase production in a factory.<\/strong>\u00a0From optimizing processes to automating tasks and enhancing human work, these technologies can bring significant benefits to manufacturers.<\/p>\t\t\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-da8a83a e-flex e-con-boxed e-con e-parent\" data-id=\"da8a83a\" 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-bfe72fb e-con-full e-flex e-con e-child\" data-id=\"bfe72fb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-aec2c47 e-con-full e-flex e-con e-child\" data-id=\"aec2c47\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6f208b2 elementor-widget elementor-widget-heading\" data-id=\"6f208b2\" 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\">Five GenAI Use Cases from Google<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cf974ed elementor-widget elementor-widget-text-editor\" data-id=\"cf974ed\" 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>Generative AI is revolutionising the manufacturing industry, addressing challenges like labour shortages and supply chain disruptions. Google highlights five key applications: monitoring machine events, automating customer service, streamlining document searches and synthesis, enhancing product catalogue searches, and optimising supply chain operations. These use cases showcase how GenAI can boost efficiency and transform industrial processes.<\/p>\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-7a5744d elementor-widget elementor-widget-image\" data-id=\"7a5744d\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"497\" src=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/1_5fH5Iz4.max-2000x2000-1-768x497.jpg\" class=\"attachment-medium_large size-medium_large wp-image-21419\" alt=\"Bar chart showing the perceived value of AI integration in various business processes, including machine event monitoring and customer service.\" srcset=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/1_5fH5Iz4.max-2000x2000-1-768x497.jpg 768w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/1_5fH5Iz4.max-2000x2000-1-300x194.jpg 300w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/1_5fH5Iz4.max-2000x2000-1-1024x663.jpg 1024w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/1_5fH5Iz4.max-2000x2000-1-1536x995.jpg 1536w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/1_5fH5Iz4.max-2000x2000-1-18x12.jpg 18w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/1_5fH5Iz4.max-2000x2000-1.jpg 2000w\" sizes=\"(max-width: 768px) 100vw, 768px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">https:\/\/cloud.google.com\/blog\/topics\/manufacturing\/five-generative-ai-use-cases-for-manufacturing<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-26cb812 e-flex e-con-boxed e-con e-parent\" data-id=\"26cb812\" 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-466b50f elementor-widget elementor-widget-heading\" data-id=\"466b50f\" 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\">Challenges in AI Implementation in Industry\u00a0<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-452ee79 elementor-widget elementor-widget-text-editor\" data-id=\"452ee79\" 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<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\">\n<li><strong>Data Quality:<\/strong> Like in any sector, better data management is crucial to power AI and empower teams. AI requires terabytes of data from diverse sources, including enterprise systems, machine sensors, connectivity infrastructure, and human operators. Leading companies in AI adoption invest in building robust data foundations, giving them a competitive edge.\u00a0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><!-- \/wp:list-item --><\/p>\n<p><!-- \/wp:list --><!-- wp:list --><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\"><!-- wp:list-item --><\/ul>\n<\/li>\n<\/ul>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\">\n<li><strong>Operational Risks:<\/strong> Reece Hayden of ABI Research highlights operational risks as the biggest challenge for AI in industry, especially generative AI. Manufacturing operations are mission-critical, demanding accuracy, reliability, safety, privacy, availability, and low latency. Generative AI models are still immature, generalised, and limited in accuracy, making them unsuitable for many applications. Their size and memory demands also make edge deployment challenging, though Hayden predicts eventual scaling of GenAI for edge applications.\u00a0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><!-- \/wp:list-item --><\/p>\n<p><!-- \/wp:list --><!-- wp:heading --><\/p>\t\t\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-3773e53 e-flex e-con-boxed e-con e-parent\" data-id=\"3773e53\" 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-9d691a8 elementor-widget elementor-widget-heading\" data-id=\"9d691a8\" 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\">Be Ready for AI \u2013 Time to prepare you data. \n<\/h2>\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-4556de0 e-flex e-con-boxed e-con e-parent\" data-id=\"4556de0\" 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-c636387 elementor-widget elementor-widget-text-editor\" data-id=\"c636387\" 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>AI\/ML systems are much less efficient when, or in some cases, they can\u2019t read unstructured data that is uploaded to the system. Therefore, many companies first do data cleansing and preparation to fetch them into data warehouses. Huge databases where all the data is sorted out and made readable for machine learning algorithms. How to do it in the first place?\u00a0<\/p>\n<p>\u00a0<\/p>\t\t\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-9a6ba55 e-flex e-con-boxed e-con e-parent\" data-id=\"9a6ba55\" 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-0dcbee8 e-con-full e-flex e-con e-child\" data-id=\"0dcbee8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c994b34 elementor-widget elementor-widget-image\" data-id=\"c994b34\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/data%20warehouse-01.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"PUSH Interface\" data-elementor-lightbox-description=\"This diagram illustrates the architecture for a data warehouse ready for analytics, highlighting data sources, the push interface for API connections, and the integration with various analytical tools like AI, ML, and data science platforms.\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MjE0MDYsInVybCI6Imh0dHBzOlwvXC9kZXYyLmFjY2V2by5jb21cL3dwLWNvbnRlbnRcL3VwbG9hZHNcLzIwMjRcLzEyXC9kYXRhIHdhcmVob3VzZS0wMS5wbmcifQ%3D%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"514\" src=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/data warehouse-01-1024x658.png\" class=\"attachment-large size-large wp-image-21406\" alt=\"graph that represents push interface API\" srcset=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/data%20warehouse-01-1024x658.png 1024w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/data%20warehouse-01-300x193.png 300w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/data%20warehouse-01-768x494.png 768w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/data%20warehouse-01-18x12.png 18w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/12\/data%20warehouse-01.png 1400w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">PUSH Interface provided by Accevo  allows to fetch data from various sources and push it into desired database type. Converting and storing unstructured data is a first step to use AI for analytics.<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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\t\t<div class=\"elementor-element elementor-element-e584a85 elementor-widget elementor-widget-heading\" data-id=\"e584a85\" 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\">\"Push Interface\" for Data and AI in Industry<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f799307 e-con-full e-flex e-con e-child\" data-id=\"f799307\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-705661e e-con-full e-flex e-con e-child\" data-id=\"705661e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-79a6c63 elementor-widget elementor-widget-text-editor\" data-id=\"79a6c63\" 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\u00a0<strong>&#8220;push interface&#8221; that enables data transmission to selected AI services<\/strong>\u00a0is a system that actively sends data to AI-based services instead of waiting for requests from those services.\u00a0<\/p>\n<p><strong>For example, a machine monitoring system in a factory.<\/strong>\u00a0Sensors on machines collect operational data, and the push interface automatically transmits this data to an AI platform. The AI analyses it in real time to detect potential failures and prevent downtime.\u00a0<\/p>\n<h4><strong>Data Acquisition, Preparation, and Warehousing in the AI Context<\/strong>\u00a0<\/h4>\n<p>In manufacturing and AI applications, the processes of data acquisition, preparation, and storage are crucial for success. These steps are described as follows:<\/p>\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-ba26351 e-con-full e-flex e-con e-child\" data-id=\"ba26351\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-8bc63fa e-con-full e-flex e-con e-child\" data-id=\"8bc63fa\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2389096 elementor-widget elementor-widget-text-editor\" data-id=\"2389096\" 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><strong>1. Data Acquisition:<\/strong>\u00a0<\/p>\n<ul>\n<li><strong style=\"background-color: transparent; text-align: var(--text-align);\">Diverse Sources:<\/strong><span style=\"background-color: transparent; text-align: var(--text-align);\">\u00a0Factory data comes from various sources, such as machines, sensors, ERP systems, PLM, and quality control systems.\u00a0<\/span><\/li>\n<li><strong style=\"background-color: transparent; text-align: var(--text-align);\">System Integration:<\/strong><span style=\"background-color: transparent; text-align: var(--text-align);\">\u00a0Connecting these systems is necessary to gain a comprehensive view of operations.\u00a0<\/span><\/li>\n<li><strong style=\"background-color: transparent; text-align: var(--text-align);\">Integration Methods:<\/strong><span style=\"background-color: transparent; text-align: var(--text-align);\">\u00a0Common methods include ETL (Extract, Transform, Load), ELT (Extract, Load, Transform), data virtualisation, and CDC (Change Data Capture).\u00a0<\/span><\/li>\n<\/ul>\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-7354c88 e-con-full e-flex e-con e-child\" data-id=\"7354c88\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-be9efcd elementor-widget elementor-widget-text-editor\" data-id=\"be9efcd\" 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><strong>2. Data Preparation:<\/strong>\u00a0<\/p>\n<ul>\n<li><strong style=\"background-color: transparent; text-align: var(--text-align);\">Raw Data:<\/strong><span style=\"background-color: transparent; text-align: var(--text-align);\">\u00a0Data collected from various sources is often raw and unstructured.\u00a0<\/span><\/li>\n<li><strong style=\"background-color: transparent; text-align: var(--text-align);\">Preparation Stages:<\/strong><span style=\"background-color: transparent; text-align: var(--text-align);\">\u00a0The preparation process involves data quality assessment, cleaning, enrichment, and transformation.\u00a0<\/span><\/li>\n<li><strong style=\"background-color: transparent; text-align: var(--text-align);\">Data Cleaning:<\/strong><span style=\"background-color: transparent; text-align: var(--text-align);\">\u00a0Removing errors, standardising formats, and eliminating duplicates.\u00a0<\/span><\/li>\n<li><strong style=\"background-color: transparent; text-align: var(--text-align);\">Data Enrichment:<\/strong><span style=\"background-color: transparent; text-align: var(--text-align);\">\u00a0Adding contextual information to enhance data value.\u00a0<\/span><\/li>\n<li><strong style=\"background-color: transparent; text-align: var(--text-align);\">Data Transformation:<\/strong><span style=\"background-color: transparent; text-align: var(--text-align);\">\u00a0Converting data into a format suitable for analysis, such as aggregation, normalisation, and creating new variables.\u00a0<\/span><\/li>\n<\/ul>\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-c524bad e-con-full e-flex e-con e-child\" data-id=\"c524bad\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-979c126 elementor-widget elementor-widget-text-editor\" data-id=\"979c126\" 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><strong style=\"background-color: transparent; text-align: var(--text-align);\">3. Data Warehousing:<\/strong><span style=\"background-color: transparent; text-align: var(--text-align);\">\u00a0<\/span><\/p>\n<ul>\n<li><strong style=\"background-color: transparent; text-align: var(--text-align);\">Central Repository:<\/strong><span style=\"background-color: transparent; text-align: var(--text-align);\">\u00a0A data warehouse serves as a centralised storage location for structured production data, such as production metrics, equipment performance, and inventory levels.\u00a0<\/span><\/li>\n<li><strong style=\"background-color: transparent; text-align: var(--text-align);\">Cloud Solutions:<\/strong><span style=\"background-color: transparent; text-align: var(--text-align);\">\u00a0Cloud-based solutions like Snowflake are popular, offering scalability and flexibility for managing large datasets.\u00a0<\/span><\/li>\n<li><strong style=\"background-color: transparent; text-align: var(--text-align);\">Data Lake:<\/strong><span style=\"background-color: transparent; text-align: var(--text-align);\"> Often, data is first gathered in a &#8220;data lake,&#8221; where it undergoes initial preparation before being moved to a data warehouse.<\/span><\/li>\n<\/ul>\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<div class=\"elementor-element elementor-element-fbd9e58 e-con-full e-flex e-con e-child\" data-id=\"fbd9e58\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d85181e elementor-widget elementor-widget-text-editor\" data-id=\"d85181e\" 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>Read how to manage your data steams to use it with AI tools with series of articles on Enterprise Data Platform.\u00a0<a href=\"https:\/\/dev2.accevo.com\/blog\/manufacturing-data-analytics-unlocking-insights-with-an-enterprise-data-platform\/\" data-type=\"post\" data-id=\"20877\">Manufacturing Data Analytics \u2013 Unlocking Insights with an Enterprise Data Platform<\/a><\/p>\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-68cdf2e e-flex e-con-boxed e-con e-parent\" data-id=\"68cdf2e\" 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-13b5fee e-con-full e-flex e-con e-child\" data-id=\"13b5fee\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4fe7223 elementor-widget elementor-widget-text-editor\" data-id=\"4fe7223\" 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<h2 class=\"wp-block-heading\"><strong>The bottom line<\/strong><\/h2>\n<p>AI holds immense potential to transform industry, offering benefits like increased efficiency, better product quality, and more effective supply chain management. However, challenges such as ensuring data quality and managing operational risks remain significant. Despite these hurdles, AI is a crucial technology for the future of manufacturing, and early adopters stand to gain a significant competitive advantage.\u00a0<\/p>\n<p><strong>Be ready before you implement AI in you factory.<\/strong>\u00a0A push interface plays a key role in delivering real-time data to AI services. To fully leverage AI in industry, effective data acquisition, preparation, and storage are essential.\u00a0<\/p>\n<p>Data warehouses and data lakes are vital components of an enterprise&#8217;s data infrastructure, and their importance will grow alongside the development of AI applications in manufacturing.\u00a0<\/p>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7be5345 e-flex e-con-boxed e-con e-parent\" data-id=\"7be5345\" 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-a8ecc4b elementor-widget elementor-widget-heading\" data-id=\"a8ecc4b\" 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\">Sources:<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f25fe68 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"f25fe68\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/cloud.google.com\/solutions\/manufacturing-data-engine?hl=en\" target=\"_blank\" rel=\"noopener\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-link\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Source 1<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/appinventiv.com\/blog\/ai-in-manufacturing\/\" target=\"_blank\" rel=\"noopener\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-link\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Source 2<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.forbes.com\/sites\/bernardmarr\/2023\/07\/07\/artificial-intelligence-in-manufacturing-four-use-cases-you-need-to-know-in-2023\/\" target=\"_blank\" rel=\"noopener\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-link\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Source 3<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.techtarget.com\/searcherp\/feature\/10-AI-use-cases-in-manufacturing\" target=\"_blank\" rel=\"noopener\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-link\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Source 4<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/cloud.google.com\/blog\/topics\/manufacturing\/five-generative-ai-use-cases-for-manufacturing\" target=\"_blank\" rel=\"noopener\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-link\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Source 5<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\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-27455f8 e-flex e-con-boxed e-con e-parent\" data-id=\"27455f8\" 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-43389ce e-con-full e-flex e-con e-child\" data-id=\"43389ce\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7b3d603 elementor-widget elementor-widget-menu-anchor\" data-id=\"7b3d603\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"contact\"><\/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-3324681 elementor-widget elementor-widget-heading\" data-id=\"3324681\" 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\">Let's talk about AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1de1b2a elementor-button-align-center elementor-widget elementor-widget-form\" data-id=\"1de1b2a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;step_next_label&quot;:&quot;Next&quot;,&quot;step_previous_label&quot;:&quot;Previous&quot;,&quot;button_width&quot;:&quot;100&quot;,&quot;step_type&quot;:&quot;number_text&quot;,&quot;step_icon_shape&quot;:&quot;circle&quot;}\" data-widget_type=\"form.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<form class=\"elementor-form\" method=\"post\" id=\"36489d\" name=\"Contact Us Form\" aria-label=\"Contact Us Form\">\n\t\t\t<input type=\"hidden\" name=\"post_id\" value=\"21377\"\/>\n\t\t\t<input type=\"hidden\" name=\"form_id\" value=\"1de1b2a\"\/>\n\t\t\t<input type=\"hidden\" name=\"referer_title\" value=\"\" \/>\n\n\t\t\t\n\t\t\t<div class=\"elementor-form-fields-wrapper elementor-labels-above\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-email elementor-field-group elementor-column elementor-field-group-email elementor-col-100 elementor-field-required elementor-mark-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-email\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tWork Email\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"email\" name=\"form_fields[email]\" id=\"form-field-email\" class=\"elementor-field elementor-size-md  elementor-field-textual\" required=\"required\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-field_b2f4588 elementor-col-100\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-field_b2f4588\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tPhone Number\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[field_b2f4588]\" id=\"form-field-field_b2f4588\" class=\"elementor-field elementor-size-md  elementor-field-textual\" placeholder=\"We will call you\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-hidden elementor-field-group elementor-column elementor-field-group-field_1ca3851 elementor-col-100\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"hidden\" name=\"form_fields[field_1ca3851]\" id=\"form-field-field_1ca3851\" class=\"elementor-field elementor-size-md  elementor-field-textual\" value=\"08\/10\/2026 02:15\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-group elementor-column elementor-field-type-submit elementor-col-100 e-form__buttons\">\n\t\t\t\t\t<button class=\"elementor-button elementor-size-md\" type=\"submit\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">SEND MESSAGE<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/button>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/form>\n\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-c0e3dbd e-con-full e-flex e-con e-child\" data-id=\"c0e3dbd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-10c3059 elementor-widget elementor-widget-heading\" data-id=\"10c3059\" 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\">Contact with our Expert<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f840165 e-con-full e-flex e-con e-child\" data-id=\"f840165\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e4dc2a1 elementor-widget-laptop__width-initial elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"e4dc2a1\" 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 loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2025\/11\/www-pracownicy_sebastian-perz-150x150.png\" class=\"attachment-thumbnail size-thumbnail wp-image-25378\" alt=\"\" srcset=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2025\/11\/www-pracownicy_sebastian-perz-150x150.png 150w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2025\/11\/www-pracownicy_sebastian-perz-300x300.png 300w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2025\/11\/www-pracownicy_sebastian-perz-12x12.png 12w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2025\/11\/www-pracownicy_sebastian-perz.png 459w\" sizes=\"(max-width: 150px) 100vw, 150px\" title=\"\">\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 class=\"elementor-element elementor-element-9f1b950 elementor-widget elementor-widget-text-editor\" data-id=\"9f1b950\" 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><strong>Sebastian Perz<\/strong><\/p>\n<p><strong>Industrial Software Expert<\/strong><\/p>\n<p><a href=\"https:\/\/www.linkedin.com\/in\/sebastian-perz-2334a1108\/\" target=\"_blank\" rel=\"noopener\">LinkedIn<\/a><\/p>\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\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d3c6039 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d3c6039\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-08e2398\" data-id=\"08e2398\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d30b321 elementor-widget elementor-widget-heading\" data-id=\"d30b321\" 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\">Get more insights<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d7339c1 elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-card-shadow-yes elementor-posts__hover-gradient elementor-widget elementor-widget-posts\" data-id=\"d7339c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;cards_columns&quot;:&quot;3&quot;,&quot;cards_columns_tablet&quot;:&quot;2&quot;,&quot;cards_columns_mobile&quot;:&quot;1&quot;,&quot;cards_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:35,&quot;sizes&quot;:[]},&quot;cards_row_gap_laptop&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;cards_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;cards_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.cards\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-cards elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-20877 post type-post status-publish format-standard has-post-thumbnail hentry category-blog tag-industry40\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/dev2.accevo.com\/zh\/blog\/manufacturing-data-analytics-unlocking-insights-with-an-enterprise-data-platform\/\" tabindex=\"-1\"><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/MANUFA1-1024x576.jpg\" class=\"attachment-large size-large wp-image-24798\" alt=\"\" srcset=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/MANUFA1-1024x576.jpg 1024w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/MANUFA1-300x169.jpg 300w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/MANUFA1-768x432.jpg 768w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/MANUFA1-1536x864.jpg 1536w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/MANUFA1-18x10.jpg 18w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/MANUFA1.jpg 1920w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\"><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Blog<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/dev2.accevo.com\/zh\/blog\/manufacturing-data-analytics-unlocking-insights-with-an-enterprise-data-platform\/\">\n\t\t\t\tManufacturing Data Analytics &#8211; Unlocking Insights with an Enterprise Data Platform\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Manufacturing Data Analytics: Unlocking Insights with an Enterprise Data Platform\u00a0 Manufacturing is undergoing a digital transformation, fueled by the vast amounts of data generated across<\/p>\n\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-post__read-more-wrapper\">\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/dev2.accevo.com\/zh\/blog\/manufacturing-data-analytics-unlocking-insights-with-an-enterprise-data-platform\/\" aria-label=\"Read more about Manufacturing Data Analytics &#8211; Unlocking Insights with an Enterprise Data Platform\" tabindex=\"-1\">\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-20878 post type-post status-publish format-standard has-post-thumbnail hentry category-blog tag-industry40\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/dev2.accevo.com\/zh\/blog\/methods-of-data-integration-and-preparation-in-a-factory-setting\/\" tabindex=\"-1\"><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Methods-of-Data-Integration-and-Preparation-in-a-Factory-Setting-gs-1024x576.jpg\" class=\"attachment-large size-large wp-image-24797\" alt=\"\" srcset=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Methods-of-Data-Integration-and-Preparation-in-a-Factory-Setting-gs-1024x576.jpg 1024w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Methods-of-Data-Integration-and-Preparation-in-a-Factory-Setting-gs-300x169.jpg 300w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Methods-of-Data-Integration-and-Preparation-in-a-Factory-Setting-gs-768x432.jpg 768w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Methods-of-Data-Integration-and-Preparation-in-a-Factory-Setting-gs-1536x864.jpg 1536w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Methods-of-Data-Integration-and-Preparation-in-a-Factory-Setting-gs-18x10.jpg 18w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Methods-of-Data-Integration-and-Preparation-in-a-Factory-Setting-gs.jpg 1920w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\"><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Blog<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/dev2.accevo.com\/zh\/blog\/methods-of-data-integration-and-preparation-in-a-factory-setting\/\">\n\t\t\t\tMethods of Data Integration and Preparation in a Factory Setting\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Data is the key\u00a0 In the manufacturing sector, data is generated from a multitude of sources, including production equipment, sensors, ERP systems, and quality control<\/p>\n\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-post__read-more-wrapper\">\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/dev2.accevo.com\/zh\/blog\/methods-of-data-integration-and-preparation-in-a-factory-setting\/\" aria-label=\"Read more about Methods of Data Integration and Preparation in a Factory Setting\" tabindex=\"-1\">\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-20874 post type-post status-publish format-standard has-post-thumbnail hentry category-blog tag-industry40\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/dev2.accevo.com\/zh\/blog\/data-warehouse-vs-data-lake-what-are-the-differences\/\" tabindex=\"-1\"><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Data-warehouse-vs-data-lake-gs-1024x576.jpg\" class=\"attachment-large size-large wp-image-24799\" alt=\"\" srcset=\"https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Data-warehouse-vs-data-lake-gs-1024x576.jpg 1024w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Data-warehouse-vs-data-lake-gs-300x169.jpg 300w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Data-warehouse-vs-data-lake-gs-768x432.jpg 768w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Data-warehouse-vs-data-lake-gs-1536x864.jpg 1536w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Data-warehouse-vs-data-lake-gs-18x10.jpg 18w, https:\/\/dev2.accevo.com\/wp-content\/uploads\/2024\/09\/Data-warehouse-vs-data-lake-gs.jpg 1920w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\"><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Blog<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/dev2.accevo.com\/zh\/blog\/data-warehouse-vs-data-lake-what-are-the-differences\/\">\n\t\t\t\tData warehouse vs data lake, what are the differences?\u00a0\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Data Lakes and Data Warehouses: Cornerstones of Modern Manufacturing\u00a0 The manufacturing industry is undergoing a data revolution. With advancements in technology, factories are generating unprecedented<\/p>\n\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-post__read-more-wrapper\">\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/dev2.accevo.com\/zh\/blog\/data-warehouse-vs-data-lake-what-are-the-differences\/\" aria-label=\"Read more about Data warehouse vs data lake, what are the differences?\u00a0\" tabindex=\"-1\">\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>AI in manufacturing Be ready to implement your AI tools in factory thanks to &#8220;push interface&#8221; and data preparation. Schedule a Demo The Growing Role of AI in Industry: Manufacturers, initially slow to adopt digital technologies, are now recognising AI&#8217;s potential in reducing costs, increasing efficiency, and improving products.\u00a0 AI as a Board-Level Priority: The [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":24225,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-21377","page","type-page","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/dev2.accevo.com\/zh\/wp-json\/wp\/v2\/pages\/21377","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dev2.accevo.com\/zh\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/dev2.accevo.com\/zh\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/dev2.accevo.com\/zh\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/dev2.accevo.com\/zh\/wp-json\/wp\/v2\/comments?post=21377"}],"version-history":[{"count":3,"href":"https:\/\/dev2.accevo.com\/zh\/wp-json\/wp\/v2\/pages\/21377\/revisions"}],"predecessor-version":[{"id":27977,"href":"https:\/\/dev2.accevo.com\/zh\/wp-json\/wp\/v2\/pages\/21377\/revisions\/27977"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dev2.accevo.com\/zh\/wp-json\/wp\/v2\/media\/24225"}],"wp:attachment":[{"href":"https:\/\/dev2.accevo.com\/zh\/wp-json\/wp\/v2\/media?parent=21377"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}