{"id":103207,"date":"2025-01-29T15:27:03","date_gmt":"2025-01-29T14:27:03","guid":{"rendered":"https:\/\/www.hkkgroup.pl\/artificial-intelligence-in-it-marketing-gimmick-or-real-benefits\/"},"modified":"2026-03-31T15:50:08","modified_gmt":"2026-03-31T13:50:08","slug":"artificial-intelligence-in-it-marketing-gimmick-or-real-benefits","status":"publish","type":"post","link":"https:\/\/www.hkkgroup.pl\/en\/artificial-intelligence-in-it-marketing-gimmick-or-real-benefits\/","title":{"rendered":"Artificial intelligence in IT: marketing gimmick or real benefits?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"103207\" class=\"elementor elementor-103207 elementor-103169\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e06cce2 e-flex e-con-boxed e-con e-parent\" data-id=\"e06cce2\" 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-cdc9840 elementor-widget elementor-widget-text-editor\" data-id=\"cdc9840\" 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>Key information:<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-94ba597 elementor-widget elementor-widget-spacer\" data-id=\"94ba597\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52458e1 icon-position-mobile-left icon-vertical-align-center content-align-left icon-box-vertical-align-top icon-position-left elementor-widget elementor-widget-the7_icon_box_grid_widget\" data-id=\"52458e1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"the7_icon_box_grid_widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"the7-box-grid-wrapper the7-elementor-widget loading-effect-none the7_icon_box_grid_widget-52458e1\">\t\t\t<div class=\"dt-css-grid\">\n\t\t\t\t\t\t\t\t\t<div class=\"wf-cell shown\">\n\t\t\t\t\t\t<div class=\"the7-icon-box-grid\">\t\t\t\t\t\t\t<div class=\"box-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-icon-div\" aria-label=\"Generative artificial intelligence (GenAI) makes it possible to analyze huge amounts of data to infer current and future situations, contributing to the development of technologically advanced economies.\">\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"the7bootstrap- the7-bootstrap-check2\"><\/i>\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"box-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 class=\"box-heading\">\n\t\t\t\t\t\t\t\t\t\t\t<a aria-label=\"Generative artificial intelligence (GenAI) makes it possible to analyze huge amounts of data to infer current and future situations, contributing to the development of technologically advanced economies.\">\t\t\t\t\t\t\t\t\t\t\t\tGenerative artificial intelligence (GenAI) makes it possible to analyze huge amounts of data to infer current and future situations, contributing to the development of technologically advanced economies.\t\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"wf-cell shown\">\n\t\t\t\t\t\t<div class=\"the7-icon-box-grid\">\t\t\t\t\t\t\t<div class=\"box-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-icon-div\" aria-label=\"A key challenge in working with AI systems is the quality of the input data - only reliable and well-prepared data allows for correct predictions and decisions.\">\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"the7bootstrap- the7-bootstrap-check2\"><\/i>\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"box-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 class=\"box-heading\">\n\t\t\t\t\t\t\t\t\t\t\t<a aria-label=\"A key challenge in working with AI systems is the quality of the input data - only reliable and well-prepared data allows for correct predictions and decisions.\">\t\t\t\t\t\t\t\t\t\t\t\tA key challenge in working with AI systems is the quality of the input data - only reliable and well-prepared data allows for correct predictions and decisions.\t\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"wf-cell shown\">\n\t\t\t\t\t\t<div class=\"the7-icon-box-grid\">\t\t\t\t\t\t\t<div class=\"box-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-icon-div\" aria-label=\"HKK Group uses generative AI in manufacturing logistics, including modeling decision support systems in WMS and digital twins for manufacturing processes. \">\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"the7bootstrap- the7-bootstrap-check2\"><\/i>\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"box-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 class=\"box-heading\">\n\t\t\t\t\t\t\t\t\t\t\t<a aria-label=\"HKK Group uses generative AI in manufacturing logistics, including modeling decision support systems in WMS and digital twins for manufacturing processes. \">\t\t\t\t\t\t\t\t\t\t\t\tHKK Group uses generative AI in manufacturing logistics, including modeling decision support systems in WMS and digital twins for manufacturing processes. \t\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"wf-cell shown\">\n\t\t\t\t\t\t<div class=\"the7-icon-box-grid\">\t\t\t\t\t\t\t<div class=\"box-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-icon-div\" aria-label=\"The DigitIO system analyzes data from production processes using monitoring, forecasting and modeling tools to optimize decisions and minimize production risks.\">\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"the7bootstrap- the7-bootstrap-check2\"><\/i>\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"box-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 class=\"box-heading\">\n\t\t\t\t\t\t\t\t\t\t\t<a aria-label=\"The DigitIO system analyzes data from production processes using monitoring, forecasting and modeling tools to optimize decisions and minimize production risks.\">\t\t\t\t\t\t\t\t\t\t\t\tThe DigitIO system analyzes data from production processes using monitoring, forecasting and modeling tools to optimize decisions and minimize production risks.\t\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\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-dd2538d e-flex e-con-boxed e-con e-parent\" data-id=\"dd2538d\" 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-624868b e-con-full e-flex e-con e-child\" data-id=\"624868b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-998c504 elementor-widget elementor-widget-image\" data-id=\"998c504\" 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 decoding=\"async\" src=\"https:\/\/www.hkkgroup.pl\/wp-content\/uploads\/elementor\/thumbs\/analiza-danych-r0q24bo65gof01dy43eolumvszia0768wr98oku99s.jpg\" title=\"analiza danych\" alt=\"Analiza danych - wykresy na ekranie\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0a782fe e-con-full e-flex e-con e-child\" data-id=\"0a782fe\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2adc537 elementor-widget elementor-widget-heading\" data-id=\"2adc537\" 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\">What matters is the quality of the batch data that becomes the basis for analysis<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-be40db3 elementor-widget elementor-widget-text-editor\" data-id=\"be40db3\" 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>The power of Genearative AI systems and the affordability of their application in everyday life are making them the driving force behind the most technologically advanced economies. In our view, the essence of these solutions lies in their <strong>ability to analyze truly vast amounts of information<\/strong> to make inferences about the current or future situation based on them. <\/p><p>However, the issue of the <strong>quality of the data<\/strong> that becomes the basis for analysis can become a problem when working with AI systems. If we ensure that the data is at a <strong>high enough level<\/strong>, we can be sure that the models leading to inference will work properly, making predictions based on the defined algorithm. <\/p><p>In the case of uncertain or even false data, the results of such inference can be inconsistent with reality and even, in extreme cases, dangerous. <strong>We therefore recommend great caution<\/strong> in working with analytical systems dictated by concern for the quality of batch data, which is the driving force behind system decisions.<\/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-d78cb1f e-flex e-con-boxed e-con e-parent\" data-id=\"d78cb1f\" 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-bb5e55f e-con-full e-flex e-con e-child\" data-id=\"bb5e55f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b942b1a elementor-widget elementor-widget-image\" data-id=\"b942b1a\" 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 decoding=\"async\" src=\"https:\/\/www.hkkgroup.pl\/wp-content\/uploads\/elementor\/thumbs\/hkk-zespol-meet-e1737382772596-r0aeutqzr9w3zxwiacz8qgqj174yb8cag1ruylg1fk.jpg\" title=\"Team meeting &#8211; Auto ID\" alt=\"HKK Group team meeting - Auto ID devices on the table\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fe108bf e-con-full e-flex e-con e-child\" data-id=\"fe108bf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1f7db4b elementor-widget elementor-widget-heading\" data-id=\"1f7db4b\" 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\">Potential and opportunities for safe use of learning systems<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8bde84d elementor-widget elementor-widget-text-editor\" data-id=\"8bde84d\" 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>HKK Group specialists are looking to apply elements of generative artificial intelligence wherever our core competencies lie, <strong>namely in the world of manufacturing logistics.<\/strong> We model decision support systems in <strong><a href=\"https:\/\/www.hkkgroup.pl\/en\/offer\/warehouse-management-system-wms\/\">our WMS system<\/a><\/strong>, especially in the area of selecting the most efficient <a href=\"https:\/\/www.hkkgroup.pl\/en\/pick-by-voice-picking\/\">picking<\/a> methods <a href=\"https:\/\/www.hkkgroup.pl\/en\/pick-by-voice-picking\/\">.<\/a><\/p><p>We are also working on the application of models <strong><a href=\"https:\/\/www.hkkgroup.pl\/en\/offer\/digitio-factory\/digitio-factory-2\/\">digital twin for manufacturing processes<\/a><\/strong>, to enable<strong> in-depth analysis of alternative decision cases.<\/strong> The goal is to find the optimal scenario without affecting the real production or logistics environment.<\/p><p>Our activities correspond with one of the core competencies of our Consultants, namely the area of <strong><a href=\"https:\/\/www.hkkgroup.pl\/en\/offer\/logistics-and-manufacturing-automation\/\">automated data collection.<\/a><\/strong><\/p><p>Such a unique juxtaposition of specializations (on the one hand, a dataset, and on the other hand, the ability to program decision-making algorithms that operate <strong>on the<\/strong> basis of previously collected data) make <strong>the systems we design infer on the basis of the highest quality data<\/strong>, which positively affects the possibility of their use in a production environment.<\/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-76f2159 e-flex e-con-boxed e-con e-parent\" data-id=\"76f2159\" 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-da1f2d3 elementor-blockquote--skin-quotation elementor-widget elementor-widget-blockquote\" data-id=\"da1f2d3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\t<strong>The systems we design conclude on the basis of the highest quality data, which positively affects the possibility of their use in the production environment.<\/strong>We are talking about solutions such as WMS, Digital Twin and automatic identification.\n\t\t\t<\/p>\n\t\t\t\t\t<\/blockquote>\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-6cbbb42 e-flex e-con-boxed e-con e-parent\" data-id=\"6cbbb42\" 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-4c7c354 e-con-full e-flex e-con e-child\" data-id=\"4c7c354\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1fd2ee7 elementor-widget elementor-widget-image\" data-id=\"1fd2ee7\" 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 decoding=\"async\" src=\"https:\/\/www.hkkgroup.pl\/wp-content\/uploads\/elementor\/thumbs\/Digitio-Factory-qjcq8mz4m29iw25bf8c0lwg7tp6wpdg4te8giks9rw.jpg\" title=\"Digitio Factory\" alt=\"Photo of mobile device with Digitio system\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b9cd63d e-con-full e-flex e-con e-child\" data-id=\"b9cd63d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9e693e7 elementor-widget elementor-widget-heading\" data-id=\"9e693e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">A little practice - intelligent production control in DigitIO system<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f340c3 elementor-widget elementor-widget-text-editor\" data-id=\"3f340c3\" 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>In the DT creation support system (decision creation), decisions on the quality of the manufacturing process are made on the basis of data provided from the inspection carried out <strong>on-line and in-line<\/strong>, and <strong>in<\/strong> special cases after the completed operation <strong>(off-line).<\/strong><\/p><p>In its assumptions, the suite of methods allows the analysis of data such as product properties, process parameters, diagnostic signals accompanying the process and events that occurred during the process. The collection of such data <strong>is the starting point for creating a model of the process state<\/strong>, on the basis of which future states of the <strong>process<\/strong> are predicted and corrective decisions are made. <\/p><p>From the point of view of the analysis, it was important to determine the structure of the data in the Data Analysis Module (labeled MAD). It is shown in Figure 1 placed below. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45b4a0f elementor-widget elementor-widget-image\" data-id=\"45b4a0f\" 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:\/\/www.hkkgroup.pl\/en\/offer\/digitio-factory\/digitio-factory-2\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"303\" height=\"126\" src=\"https:\/\/www.hkkgroup.pl\/wp-content\/uploads\/2022\/11\/logo-digitio_factory.png\" class=\"attachment-large size-large wp-image-95459\" alt=\"Digitio WMS Logo\" srcset=\"https:\/\/www.hkkgroup.pl\/wp-content\/uploads\/2022\/11\/logo-digitio_factory.png 303w, https:\/\/www.hkkgroup.pl\/wp-content\/uploads\/2022\/11\/logo-digitio_factory-300x125.png 300w\" sizes=\"(max-width: 303px) 100vw, 303px\" \/>\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-40acfe9 e-flex e-con-boxed e-con e-parent\" data-id=\"40acfe9\" 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-3acd587 e-con-full e-flex e-con e-child\" data-id=\"3acd587\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8d438ef elementor-widget elementor-widget-image\" data-id=\"8d438ef\" 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:\/\/www.hkkgroup.pl\/wp-content\/uploads\/2025\/01\/rysunek1.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"rysunek1\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTAzMTc3LCJ1cmwiOiJodHRwczpcL1wvd3d3Lmhra2dyb3VwLnBsXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI1XC8wMVwvcnlzdW5lazEuanBnIn0%3D\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1261\" height=\"560\" src=\"https:\/\/www.hkkgroup.pl\/wp-content\/uploads\/2025\/01\/rysunek1.jpg\" class=\"attachment-full size-full wp-image-103177\" alt=\"Schemat przedstawiaj\u0105cy\" srcset=\"https:\/\/www.hkkgroup.pl\/wp-content\/uploads\/2025\/01\/rysunek1.jpg 1261w, https:\/\/www.hkkgroup.pl\/wp-content\/uploads\/2025\/01\/rysunek1-300x133.jpg 300w, https:\/\/www.hkkgroup.pl\/wp-content\/uploads\/2025\/01\/rysunek1-1024x455.jpg 1024w, https:\/\/www.hkkgroup.pl\/wp-content\/uploads\/2025\/01\/rysunek1-768x341.jpg 768w\" sizes=\"(max-width: 1261px) 100vw, 1261px\" \/>\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<div class=\"elementor-element elementor-element-6647f50 elementor-widget elementor-widget-text-editor\" data-id=\"6647f50\" 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>Figure 1: The idea behind the data structure in MAD <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-95ebe3d elementor-widget elementor-widget-text-editor\" data-id=\"95ebe3d\" 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>The data on the basis of which analyses are performed in MAD is divided into 6 main classes, named:<\/p><ul><li><strong>Product properties<\/strong> &#8211; is a class of properties related to the product\/piece\/material being machined. For example: the diameter of the workpiece being ground, the carbon content of the material, the number of scratches on the surface of the workpiece, and others. <\/li><li><strong>Process quantities<\/strong> &#8211; are features related to machine settings and signals accompanying the process. For example: cutting speed, saw feed, drying temperature and others. <\/li><li><strong>Operator<\/strong> &#8211; features related to the operator who operates the machine.<\/li><li><strong>Events<\/strong> &#8211; an event that occurs during the execution of the process. For example: chipping of the tool blade, blunting of the tool, voltage drop in the network, etc. <\/li><li>Ambient <strong>parameters<\/strong> &#8211; are properties related to the environment. For example: ambient temperature, humidity, room airflow, etc. <\/li><li><strong>Production<\/strong> indicators &#8211; are the values of production indicators related to the current state of the order. E.g. OEE, productivity, non-conformance level, clock time, etc.  <\/li><\/ul><p>Data Analysis Module (MAD) <a href=\"https:\/\/www.hkkgroup.pl\/en\/offer\/digitio-factory\/digitio-factory-2\/\"><strong>of the Digit.IO system<\/strong><\/a> is divided into three sets of tools: <span style=\"text-align: var(--text-align); background-color: rgba(255, 255, 255, 0); color: var(--the7-base-color); letter-spacing: var(--the7-base-letter-spacing); text-transform: var(--the7-base-text-transform); word-spacing: normal;\">monitoring, <\/span><span style=\"text-align: var(--text-align); background-color: rgba(255, 255, 255, 0); color: var(--the7-base-color); letter-spacing: var(--the7-base-letter-spacing); text-transform: var(--the7-base-text-transform); word-spacing: normal;\">forecasting and <\/span><span style=\"text-align: var(--text-align); background-color: rgba(255, 255, 255, 0); color: var(--the7-base-color); letter-spacing: var(--the7-base-letter-spacing); text-transform: var(--the7-base-text-transform); word-spacing: normal;\">modeling.<\/span><\/p><p>The following figure shows the analysis tools that are included in each module. The results of using each tool are stored in a database and can be visualized on the Data Analysis Dashboard (labeled PAD). <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-91b3291 elementor-widget elementor-widget-image\" data-id=\"91b3291\" 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:\/\/www.hkkgroup.pl\/wp-content\/uploads\/2025\/01\/rysunek2.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"rysunek2\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTAzMTc1LCJ1cmwiOiJodHRwczpcL1wvd3d3Lmhra2dyb3VwLnBsXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI1XC8wMVwvcnlzdW5lazIucG5nIn0%3D\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1084\" height=\"1052\" src=\"https:\/\/www.hkkgroup.pl\/wp-content\/uploads\/2025\/01\/rysunek2.png\" class=\"attachment-full size-full wp-image-103175\" alt=\"Schemat grupy narz\u0119dzi w Module Analizy Danych\" srcset=\"https:\/\/www.hkkgroup.pl\/wp-content\/uploads\/2025\/01\/rysunek2.png 1084w, https:\/\/www.hkkgroup.pl\/wp-content\/uploads\/2025\/01\/rysunek2-300x291.png 300w, https:\/\/www.hkkgroup.pl\/wp-content\/uploads\/2025\/01\/rysunek2-1024x994.png 1024w, https:\/\/www.hkkgroup.pl\/wp-content\/uploads\/2025\/01\/rysunek2-768x745.png 768w\" sizes=\"(max-width: 1084px) 100vw, 1084px\" \/>\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<div class=\"elementor-element elementor-element-85c1e84 elementor-widget elementor-widget-text-editor\" data-id=\"85c1e84\" 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>Figure 2: Groups of tools in the Data Analysis Module <\/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-c644605 e-flex e-con-boxed e-con e-parent\" data-id=\"c644605\" 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-cd05731 e-con-full e-flex e-con e-child\" data-id=\"cd05731\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e021d8f elementor-widget elementor-widget-text-editor\" data-id=\"e021d8f\" 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>The first group of tools<\/strong> (Figure 3) allows monitoring the value of product properties, process quantities, events, environmental parameters and production indicators. Their role boils down to taking a signal, possibly calculating an indicator and presenting the result in numerical or graphical form (e.g., a chart or icon). <\/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-f135275 e-flex e-con-boxed e-con e-parent\" data-id=\"f135275\" 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-f7e4f44 e-con-full e-flex e-con e-child\" data-id=\"f7e4f44\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fdfe4db elementor-widget elementor-widget-text-editor\" data-id=\"fdfe4db\" 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>Operator:<\/strong><\/p><ol><li style=\"list-style-type: none;\"><ol><li>Number of units produced in a given unit of time by a given operator<\/li><li>Number of deficiencies appearing on successive operator shifts<\/li><\/ol><\/li><\/ol><p><strong>Events:<\/strong><\/p><ol><li style=\"list-style-type: none;\"><ol><li>Information about the incident<\/li><\/ol><\/li><\/ol><p><strong>Ambient parameters:<\/strong><\/p><ol><li style=\"list-style-type: none;\"><ol><li>The current value of the parameter<\/li><li>Graph of the time series for the value of the parameter<\/li><\/ol><\/li><\/ol><p><strong>Production indicators:<\/strong><\/p><ol><li style=\"list-style-type: none;\"><ol><li>Current number of units produced<\/li><li>Time from order startup<\/li><li>Current number of units to be improved<\/li><li>Current number of deficiencies<\/li><li>Average production\/treatment time per piece<\/li><\/ol><\/li><\/ol>\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-eedc9b9 e-con-full e-flex e-con e-child\" data-id=\"eedc9b9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-46bb81d elementor-widget elementor-widget-text-editor\" data-id=\"46bb81d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"text-decoration: underline;\">This group of tools included for:<\/span><\/p><p><strong>Product features:<\/strong><\/p><ol><li style=\"list-style-type: none;\"><ol><li>Descriptive statistics of properties<\/li><li>Time series graph for properties with a certain frequency<\/li><li>Quality capacity indicators Cp, Cpk<\/li><li>Quality capacity indicators Pp, Ppk<\/li><li>Confidence intervals for qualitative capability indicators<\/li><li>Ppm\/ DPO\/ DPMO\/ sigma level indicator<\/li><li>Distribution of feature values in the form of a histogram<\/li><li>Analysis of normality of the probability distribution of a trait<\/li><li>Control cards for stability monitoring<\/li><\/ol><\/li><\/ol><p><strong>Process parameters:<\/strong><\/p><ol><li style=\"list-style-type: none;\"><ol><li>Current parameter values<\/li><li>Time series graph for values of: <span style=\"text-decoration: underline;\">a parameter<\/span> (e.g., machine settings) or <span style=\"text-decoration: underline;\">diagnostic signals from a process<\/span> (e.g., force, vibration)<\/li><\/ol><\/li><\/ol>\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-195aec6 e-flex e-con-boxed e-con e-parent\" data-id=\"195aec6\" 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-2951d75 e-con-full e-flex e-con e-child\" data-id=\"2951d75\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d50cc3c elementor-widget elementor-widget-image\" data-id=\"d50cc3c\" 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 decoding=\"async\" src=\"https:\/\/www.hkkgroup.pl\/wp-content\/uploads\/elementor\/thumbs\/Digitio-fabryka-qktgrww0gk3g5ow6tyvgv97svy586kuf73o492117o.jpg\" title=\"Digitio &#8211; factory\" alt=\"Photo of a warehouse worker using a device with the Digitio Factory system\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-afe70ca e-con-full e-flex e-con e-child\" data-id=\"afe70ca\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17ba862 elementor-widget elementor-widget-text-editor\" data-id=\"17ba862\" 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>The second group of tools<\/strong> are forecasting tools (Figure 2). In this group, it is designed to perform forecasts based on time series analysis for the values of product properties, diagnostic signals and process capabilities. <\/p><p><strong>The third group of tools<\/strong> is used for modeling that allows us to perform an analysis of the relationship between features. The purpose of modeling is to indicate for what values of parameters of the process, environment, events we will get the expected quality of the product.   <\/p><p>For this purpose, the application of regression analysis, artificial neural networks and decision trees in discovering the relationship between dependent variables and product quality was designed.<\/p><p><strong>The tool that is the bracket for the three groups<\/strong> is the author&#8217;s algorithm for supervising and predicting the quality capability of a multistage manufacturing process, which allows the determination of the risk of failure to meet process assumptions related to, for example, production flow. This risk can be expressed as the probability or number of units that will be defective or missing. This information is passed to the production flow planning module for the purpose, if necessary, of changing the production plan.  <\/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\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Genearative AI, or generative artificial intelligence, is a functional area of modern learning models, which has now become the most popular issue discussed by specialists, politicians, as well as ordinary users themselves.  <\/p>\n","protected":false},"author":3,"featured_media":103199,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[252],"tags":[380,415],"class_list":["post-103207","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-expert-advice","tag-digital-twin-en","tag-digitio-en"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.hkkgroup.pl\/en\/wp-json\/wp\/v2\/posts\/103207","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.hkkgroup.pl\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.hkkgroup.pl\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.hkkgroup.pl\/en\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.hkkgroup.pl\/en\/wp-json\/wp\/v2\/comments?post=103207"}],"version-history":[{"count":3,"href":"https:\/\/www.hkkgroup.pl\/en\/wp-json\/wp\/v2\/posts\/103207\/revisions"}],"predecessor-version":[{"id":111695,"href":"https:\/\/www.hkkgroup.pl\/en\/wp-json\/wp\/v2\/posts\/103207\/revisions\/111695"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.hkkgroup.pl\/en\/wp-json\/wp\/v2\/media\/103199"}],"wp:attachment":[{"href":"https:\/\/www.hkkgroup.pl\/en\/wp-json\/wp\/v2\/media?parent=103207"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.hkkgroup.pl\/en\/wp-json\/wp\/v2\/categories?post=103207"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.hkkgroup.pl\/en\/wp-json\/wp\/v2\/tags?post=103207"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}