{"id":61035,"date":"2025-04-22T14:50:15","date_gmt":"2025-04-22T12:50:15","guid":{"rendered":"https:\/\/www.inpro.de\/?p=61035"},"modified":"2025-06-06T09:57:29","modified_gmt":"2025-06-06T07:57:29","slug":"ai-time-series-suite-for-production","status":"publish","type":"post","link":"https:\/\/www.inpro.de\/en\/ai-time-series-suite-for-production\/","title":{"rendered":"AI-supported analysis of production data"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1\"><p class=\"ai-optimize-6 ai-optimize-introduction\">\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_1 1_1 fusion-flex-column ip_sp_header\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element awb-imageframe-style awb-imageframe-style-below awb-imageframe-style-1\" style=\"--awb-caption-title-font-family:&quot;AvenirNextLTPro-Demi&quot;;--awb-caption-title-font-weight:400;--awb-caption-title-font-style:normal;--awb-caption-title-size:var(--h1_typography-font-size);--awb-caption-title-transform:var(--h1_typography-text-transform);--awb-caption-title-line-height:var(--h1_typography-line-height);--awb-caption-title-letter-spacing:var(--h1_typography-letter-spacing);--awb-filter:saturate(86%) contrast(119%);--awb-filter-transition:filter 0.3s ease;--awb-filter-hover:saturate(86%) contrast(119%);\"><span class=\" fusion-imageframe imageframe-none imageframe-1 hover-type-none\" class=\"image-magnify\" class=\"image-scroll\"><img decoding=\"async\" width=\"6528\" height=\"2880\" title=\"4_Mockup AI Suite\" src=\"https:\/\/www.inpro.de\/wp-content\/uploads\/2025\/04\/4_Mockup-AI-Suite-1-e1745321237824.png\" alt class=\"img-responsive wp-image-60979\"\/><\/span><div class=\"awb-imageframe-caption-container\"><div class=\"awb-imageframe-caption\"><h1 class=\"awb-imageframe-caption-title\">Making production data usable for OEE efficiency<\/h1><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-bottom:0px;--awb-margin-bottom:0px;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_1 1_1 fusion-flex-column ip_3_infobox\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-2 fusion-text-no-margin\"><p class=\"ai-optimize-7\">In times of growing variant diversity, increasing quality requirements and limited expert resources, traditional analysis methods are reaching their limits. An AI-supported analysis of production data helps companies to detect patterns and indications of causes.<\/p>\n<p class=\"ai-optimize-8\">\n<\/div><div class=\"fusion-content-boxes content-boxes columns row fusion-columns-2 fusion-columns-total-0 fusion-content-boxes-1 content-boxes-icon-on-top content-left\" style=\"--awb-title-color:#00aeef;--awb-hover-accent-color:var(--awb-color4);--awb-circle-hover-accent-color:var(--awb-color4);\" data-animationOffset=\"top-into-view\"><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-4 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"--awb-margin-bottom:45px;\"><h1 class=\"title-heading-left\" style=\"margin:0;\">Live in Action: No Code AI<\/h1><\/div><div class=\"fusion-video fusion-selfhosted-video\" style=\"max-width:100%;\"><div class=\"video-wrapper\"><video playsinline=\"true\" width=\"100%\" style=\"object-fit: cover;\" muted=\"true\" loop=\"true\" poster=\"https:\/\/www.inpro.de\/wp-content\/uploads\/2025\/04\/Screenshot-2025-04-14-073309.png\" preload=\"auto\" controls=\"1\"><source src=\"https:\/\/www.inpro.de\/wp-content\/uploads\/2025\/06\/AI_Suite_ueberarbeitet.mov\" type=\"video\/mp4\">Sorry, your browser doesn&#039;t support embedded videos.<\/video><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-5 fusion-flex-container has-pattern-background has-mask-background ip_highlight nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:52px;--awb-margin-top:0px;--awb-margin-bottom:44px;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-justify-content-space-evenly\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion_builder_column_1_1 1_1 fusion-flex-column ip_3_infobox\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-content-boxes content-boxes columns row fusion-columns-2 fusion-columns-total-0 fusion-content-boxes-2 content-boxes-icon-on-top content-left\" style=\"--awb-title-color:#00aeef;--awb-hover-accent-color:var(--awb-color4);--awb-circle-hover-accent-color:var(--awb-color4);\" data-animationOffset=\"top-into-view\"><div class=\"fusion-clearfix\"><\/div><\/div><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"--awb-margin-bottom:45px;\"><h1 class=\"title-heading-left\" style=\"margin:0;\">Focus: Increasing overall system effectiveness<\/h1><\/div><div class=\"fusion-content-boxes content-boxes columns row fusion-columns-1 fusion-columns-total-3 fusion-content-boxes-3 content-boxes-timeline-vertical content-left content-boxes-timeline-layout content-boxes-icon-with-title fusion-delayed-animation\" style=\"--awb-title-color:#00aeef;--awb-item-margin-bottom:30px;--awb-hover-accent-color:var(--awb-color4);--awb-circle-hover-accent-color:var(--awb-color4);\" data-animation-delay=\"350\" data-animationOffset=\"top-into-view\"><div style=\"--awb-backgroundcolor:var(--awb-custom_color_2);\" class=\"fusion-column content-box-column content-box-column content-box-column-1 col-lg-12 col-md-12 col-sm-12 fusion-content-box-hover content-box-column-last-in-row\"><div class=\"col content-box-wrapper content-wrapper-background link-area-link-icon icon-hover-animation-fade fusion-animated\" data-animationType=\"fadeIn\" data-animationDuration=\"0.25\" data-animationOffset=\"top-into-view\"><div class=\"fusion-clearfix\"><\/div><div class=\"content-container\">\n<h4 class=\"ai-optimize-9\" style=\"text-align: center;\">Avoidance of errors<br \/>\nin ramp-up and inline production<\/h4>\n<p class=\"ai-optimize-10\"><\/div><\/div><\/div><div style=\"--awb-backgroundcolor:var(--awb-custom_color_2);\" class=\"fusion-column content-box-column content-box-column content-box-column-2 col-lg-12 col-md-12 col-sm-12 fusion-content-box-hover content-box-column-last-in-row\"><div class=\"col content-box-wrapper content-wrapper-background link-area-link-icon icon-hover-animation-fade fusion-animated\" data-animationType=\"fadeIn\" data-animationDuration=\"0.25\" data-animationOffset=\"top-into-view\"><div class=\"fusion-clearfix\"><\/div><div class=\"content-container\">\n<h4 class=\"ai-optimize-11\" style=\"text-align: center;\">Cost savings<br \/>\ndue to lower<br \/>\nexternal maintenance costs<\/h4>\n<p class=\"ai-optimize-12\"><\/div><\/div><\/div><div style=\"--awb-backgroundcolor:var(--awb-custom_color_2);\" class=\"fusion-column content-box-column content-box-column content-box-column-3 col-lg-12 col-md-12 col-sm-12 fusion-content-box-hover content-box-column-last content-box-column-last-in-row\"><div class=\"col content-box-wrapper content-wrapper-background link-area-link-icon icon-hover-animation-fade fusion-animated\" data-animationType=\"fadeIn\" data-animationDuration=\"0.25\" data-animationOffset=\"top-into-view\"><div class=\"fusion-clearfix\"><\/div><div class=\"content-container\">\n<h4 class=\"ai-optimize-13\" style=\"text-align: center;\">Higher product quality<br \/>\n<span style=\"color: rgba(35, 31, 32, 0);\">inpro<\/span><span style=\"color: rgba(35, 31, 32, 0);\">inpro<\/span><span style=\"color: rgba(35, 31, 32, 0);\">inpro<\/span><span style=\"color: rgba(35, 31, 32, 0);\">inpr\u00a0<\/span><span style=\"color: rgba(35, 31, 32, 0);\">npro<\/span><span style=\"color: rgba(35, 31, 32, 0);\">inpr<\/span><\/h4>\n<h4 style=\"text-align: center;\"><\/h4>\n<p class=\"ai-optimize-14\"><\/div><\/div><\/div><div class=\"fusion-clearfix\"><\/div><\/div><div class=\"fusion-content-boxes content-boxes columns row fusion-columns-1 fusion-columns-total-3 fusion-content-boxes-4 content-boxes-timeline-vertical content-left content-boxes-timeline-layout content-boxes-icon-with-title fusion-delayed-animation\" style=\"--awb-title-color:#00aeef;--awb-item-margin-bottom:0px;--awb-margin-bottom:0px;--awb-hover-accent-color:var(--awb-color4);--awb-circle-hover-accent-color:var(--awb-color4);--awb-item-margin-bottom:40px;\" data-animation-delay=\"350\" data-animationOffset=\"top-into-view\"><div style=\"--awb-backgroundcolor:var(--awb-custom_color_2);\" class=\"fusion-column content-box-column content-box-column content-box-column-1 col-lg-12 col-md-12 col-sm-12 fusion-content-box-hover content-box-column-last-in-row\"><div class=\"col content-box-wrapper content-wrapper-background link-area-link-icon icon-hover-animation-fade fusion-animated\" data-animationType=\"fadeIn\" data-animationDuration=\"0.25\" data-animationOffset=\"top-into-view\"><div class=\"fusion-clearfix\"><\/div><div class=\"content-container\">\n<h4 class=\"ai-optimize-15\" style=\"text-align: center;\">More efficient production processes<\/h4>\n<p class=\"ai-optimize-16\"><\/div><\/div><\/div><div style=\"--awb-backgroundcolor:var(--awb-custom_color_2);\" class=\"fusion-column content-box-column content-box-column content-box-column-2 col-lg-12 col-md-12 col-sm-12 fusion-content-box-hover content-box-column-last-in-row\"><div class=\"col content-box-wrapper content-wrapper-background link-area-link-icon icon-hover-animation-fade fusion-animated\" data-animationType=\"fadeIn\" data-animationDuration=\"0.25\" data-animationOffset=\"top-into-view\"><div class=\"fusion-clearfix\"><\/div><div class=\"content-container\">\n<h4 class=\"ai-optimize-17\" style=\"text-align: center;\">Expansion of AI expertise in production<\/h4>\n<p class=\"ai-optimize-18\"><\/div><\/div><\/div><div style=\"--awb-backgroundcolor:var(--awb-custom_color_2);\" class=\"fusion-column content-box-column content-box-column content-box-column-3 col-lg-12 col-md-12 col-sm-12 fusion-content-box-hover content-box-column-last content-box-column-last-in-row\"><div class=\"col content-box-wrapper content-wrapper-background link-area-link-icon icon-hover-animation-fade fusion-animated\" data-animationType=\"fadeIn\" data-animationDuration=\"0.25\" data-animationOffset=\"top-into-view\"><div class=\"fusion-clearfix\"><\/div><div class=\"content-container\">\n<h4 class=\"ai-optimize-19\" style=\"text-align: center;\">Strengthening the continuous improvement process<\/h4>\n<p class=\"ai-optimize-20\"><\/div><\/div><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-6 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-5 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"--awb-margin-bottom:45px;\"><h1 class=\"title-heading-left\" style=\"margin:0;\"><p class=\"ai-optimize-21\">AI development: AI-supported analysis of production data<\/p>\n<p class=\"ai-optimize-22\"><\/h1><\/div><div class=\"fusion-content-boxes content-boxes columns row fusion-columns-2 fusion-columns-total-3 fusion-content-boxes-5 content-boxes-icon-with-title content-left ip_box ip_contentbox\" style=\"--awb-title-color:var(--awb-color4);--awb-hover-accent-color:var(--awb-color4);--awb-circle-hover-accent-color:var(--awb-color4);\" data-animationOffset=\"top-into-view\"><div style=\"--awb-backgroundcolor:var(--awb-custom_color_2);\" class=\"fusion-column content-box-column content-box-column content-box-column-1 col-lg-6 col-md-6 col-sm-6 fusion-content-box-hover content-box-column-first-in-row\"><div class=\"col content-box-wrapper content-wrapper-background link-area-link-icon icon-hover-animation-fade\" data-animationOffset=\"top-into-view\"><div class=\"heading heading-with-icon icon-left\"><div class=\"icon\"><i style=\"border-color:var(--awb-color8);border-width:0px;background-color:var(--awb-color4);box-sizing:content-box;height:36px;width:36px;line-height:36px;border-radius:50%;font-size:18px;\" aria-hidden=\"true\" class=\"fontawesome-icon fa-question fas circle-yes\"><\/i><\/div><h2 class=\"content-box-heading\" style=\"--h2_typography-font-size:24px;line-height:29px;\">The challenge<\/h2><\/div><div class=\"fusion-clearfix\"><\/div><div class=\"content-container\">\n<p class=\"ai-optimize-23\">The goal of every plant or production manager is smooth production and high product quality. If errors or machine downtimes occur more frequently, it is crucial to identify the causes quickly in order to avoid rework and downtime costs. As experienced specialists are not always available and the increasing complexity of products and processes presents a challenge even for experienced specialists, automated analyses based on existing data are becoming increasingly important. It is important to first understand the data and to quickly and easily check its suitability for machine learning. As data scientists are rare and expensive, solutions are needed that also work without in-depth expert knowledge.<\/p>\n<p class=\"ai-optimize-24\"><\/div><\/div><\/div><div style=\"--awb-backgroundcolor:var(--awb-custom_color_2);\" class=\"fusion-column content-box-column content-box-column content-box-column-2 col-lg-6 col-md-6 col-sm-6 fusion-content-box-hover content-box-column-last-in-row\"><div class=\"col content-box-wrapper content-wrapper-background link-area-link-icon icon-hover-animation-fade\" data-animationOffset=\"top-into-view\"><div class=\"heading heading-with-icon icon-left\"><div class=\"icon\"><i style=\"border-color:var(--awb-color8);border-width:0px;background-color:var(--awb-color4);box-sizing:content-box;height:36px;width:36px;line-height:36px;border-radius:50%;font-size:18px;\" aria-hidden=\"true\" class=\"fontawesome-icon fa-lightbulb fas circle-yes\"><\/i><\/div><h2 class=\"content-box-heading\" style=\"--h2_typography-font-size:24px;line-height:29px;\">The implementation<\/h2><\/div><div class=\"fusion-clearfix\"><\/div><div class=\"content-container\">\n<p class=\"ai-optimize-25\" data-start=\"39\" data-end=\"670\">The AI-powered analysis of production data based on the Mendix development platform was specifically designed for professionals in manufacturing \u2013 not for data scientists. The AI application supports users directly in the continuous improvement process, whether in the production unit, manufacturing cell, or office, and helps them systematically improve product quality and the runtime of production units. Users can import time-dependent production data, describe and condense it. Using a generated feature ranking, they can identify which factors are important, supporting them in deriving targeted improvement measures.<\/p>\n<p class=\"ai-optimize-26\"><\/div><\/div><\/div><div style=\"--awb-backgroundcolor:var(--awb-custom_color_2);\" class=\"fusion-column content-box-column content-box-column content-box-column-3 col-lg-6 col-md-6 col-sm-6 fusion-content-box-hover content-box-column-first-in-row content-box-column-last\"><div class=\"col content-box-wrapper content-wrapper-background link-area-link-icon icon-hover-animation-fade\" data-animationOffset=\"top-into-view\"><div class=\"heading heading-with-icon icon-left\"><div class=\"icon\"><i style=\"border-color:var(--awb-color8);border-width:0px;background-color:var(--awb-color4);box-sizing:content-box;height:36px;width:36px;line-height:36px;border-radius:50%;font-size:18px;\" aria-hidden=\"true\" class=\"fontawesome-icon fa-check fas circle-yes\"><\/i><\/div><h2 class=\"content-box-heading\" style=\"--h2_typography-font-size:24px;line-height:29px;\">The result<\/h2><\/div><div class=\"fusion-clearfix\"><\/div><div class=\"content-container\">\n<p class=\"ai-optimize-27\">The no-code solution creates the basis for the professional and automated continuous use of machine learning models in production, which can significantly reduce rework and downtime costs. The application can also be used in brownfield environments without the involvement of data scientists.<\/p>\n<p class=\"ai-optimize-28\"><\/div><\/div><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-7 fusion-flex-container has-pattern-background has-mask-background ip_solution_sub nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-6 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"--awb-margin-bottom:45px;\"><h1 class=\"title-heading-left\" style=\"margin:0;\">FAQs<\/h1><\/div><div class=\"accordian fusion-accordian\" style=\"--awb-border-size:0px;--awb-icon-size:29px;--awb-content-font-size:var(--awb-typography4-font-size);--awb-icon-alignment:right;--awb-hover-color:var(--awb-color2);--awb-border-color:var(--awb-color3);--awb-background-color:var(--awb-color1);--awb-divider-color:var(--awb-color3);--awb-divider-hover-color:var(--awb-color3);--awb-icon-color:var(--awb-color1);--awb-title-color:var(--awb-color8);--awb-content-color:var(--awb-color8);--awb-icon-box-color:rgba(255,255,255,0);--awb-toggle-hover-accent-color:var(--awb-color5);--awb-title-font-family:var(--awb-typography1-font-family);--awb-title-font-weight:var(--awb-typography1-font-weight);--awb-title-font-style:var(--awb-typography1-font-style);--awb-title-font-size:24px;--awb-title-letter-spacing:var(--awb-typography1-letter-spacing);--awb-title-line-height:var(--awb-typography1-line-height);--awb-content-font-family:var(--awb-typography4-font-family);--awb-content-font-weight:var(--awb-typography4-font-weight);--awb-content-font-style:var(--awb-typography4-font-style);\"><div class=\"panel-group fusion-toggle-icon-right fusion-toggle-icon-boxed\" id=\"accordion-61035-1\"><div class=\"fusion-panel panel-default panel-faff6f943a4c97e2e fusion-toggle-no-divider fusion-toggle-boxed-mode\" style=\"--awb-title-color:var(--awb-color8);\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_faff6f943a4c97e2e\"><a aria-expanded=\"false\" aria-controls=\"faff6f943a4c97e2e\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-61035-1\" data-target=\"#faff6f943a4c97e2e\" href=\"#faff6f943a4c97e2e\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">Who typically uses AI-supported production data analysis?<\/span><\/a><\/h4><\/div><div id=\"faff6f943a4c97e2e\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_faff6f943a4c97e2e\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<div class=\"page\" title=\"Page 1\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p class=\"ai-optimize-29\">Typical users of the No-Code AI Suite are project and process engineers with a basic understanding of artificial intelligence. IT and data managers can also provide support without AI knowledge if required.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p class=\"ai-optimize-30\"><\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-4aba88bd44eb5a607 fusion-toggle-no-divider fusion-toggle-boxed-mode\" style=\"--awb-title-color:var(--awb-color8);\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_4aba88bd44eb5a607\"><a aria-expanded=\"false\" aria-controls=\"4aba88bd44eb5a607\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-61035-1\" data-target=\"#4aba88bd44eb5a607\" href=\"#4aba88bd44eb5a607\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">What kind of production data can be processed?<\/span><\/a><\/h4><\/div><div id=\"4aba88bd44eb5a607\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_4aba88bd44eb5a607\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<div class=\"page\" title=\"Page 1\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p class=\"ai-optimize-31\">Relevant input data can be, for example, process, sensor, movement, material flow or vehicle data. This data must be available in tabular form.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p class=\"ai-optimize-32\"><\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-115a2a711a2dd969e fusion-toggle-no-divider fusion-toggle-boxed-mode\" style=\"--awb-title-color:var(--awb-color8);\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_115a2a711a2dd969e\"><a aria-expanded=\"false\" aria-controls=\"115a2a711a2dd969e\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-61035-1\" data-target=\"#115a2a711a2dd969e\" href=\"#115a2a711a2dd969e\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">How can the AI-supported data analyses be further processed?<\/span><\/a><\/h4><\/div><div id=\"115a2a711a2dd969e\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_115a2a711a2dd969e\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<div class=\"page\" title=\"Page 1\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p class=\"ai-optimize-33\">The result model generated by machine learning can be exported and made available for further use. Particular attention was paid to the integration capability in the Siemens Edge Solution environment.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p class=\"ai-optimize-34\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-8 fusion-flex-container has-pattern-background has-mask-background ip_blog nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-7 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-3\"><h1 class=\"ai-optimize-35\">Industrial AI solutions and use cases<\/h1>\n<p class=\"ai-optimize-36\">\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-8 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-content-boxes content-boxes columns row fusion-columns-3 fusion-columns-total-3 fusion-content-boxes-6 content-boxes-icon-on-top content-left\" style=\"--awb-hover-accent-color:var(--awb-color4);--awb-circle-hover-accent-color:var(--awb-color4);\" data-animationOffset=\"top-into-view\"><div style=\"--awb-backgroundcolor:var(--awb-custom_color_2);\" class=\"fusion-column content-box-column content-box-column content-box-column-1 col-lg-4 col-md-4 col-sm-4 fusion-content-box-hover content-box-column-first-in-row\"><div class=\"col content-box-wrapper content-wrapper-background link-area-link-icon link-type-text content-icon-wrapper-yes icon-hover-animation-fade\" data-animationOffset=\"top-into-view\"><div class=\"heading heading-with-icon icon-left\"><a class=\"heading-link\" href=\"https:\/\/www.inpro.de\/en\/quick-win-ai-chatbots-in-production\/\" target=\"_blank\" rel=\"noopener noreferrer\"><div aria-hidden=\"true\" class=\"image\"><img decoding=\"async\" src=\"https:\/\/www.inpro.de\/wp-content\/uploads\/2025\/04\/Mockup-Chatbot-1-e1745324516963.png\" width=\"5824\" height=\"3264\" alt=\"\" \/><\/div><h2 class=\"content-box-heading\" style=\"--h2_typography-font-size:24px;line-height:29px;\">GenAI: AI-Chatbots in production<\/h2><\/a><\/div><div class=\"fusion-clearfix\"><\/div><div class=\"content-container\">\n<p class=\"ai-optimize-37\">Find out how you can use manuals and technical documentation effectively with AI chatbots and benefit directly from generative AI in production.<\/p>\n<p class=\"ai-optimize-38\"><\/div><div class=\"fusion-clearfix\"><\/div><a class=\" fusion-read-more\" href=\"https:\/\/www.inpro.de\/en\/quick-win-ai-chatbots-in-production\/\" target=\"_blank\" rel=\"noopener noreferrer\">+<\/a><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div style=\"--awb-backgroundcolor:var(--awb-custom_color_2);\" class=\"fusion-column content-box-column content-box-column content-box-column-2 col-lg-4 col-md-4 col-sm-4 fusion-content-box-hover \"><div class=\"col content-box-wrapper content-wrapper-background link-area-link-icon link-type-text content-icon-wrapper-yes icon-hover-animation-fade\" data-animationOffset=\"top-into-view\"><div class=\"heading heading-with-icon icon-left\"><a class=\"heading-link\" href=\"https:\/\/www.inpro.de\/en\/x-io\/\" target=\"_blank\" rel=\"noopener noreferrer\"><div aria-hidden=\"true\" class=\"image\"><img decoding=\"async\" src=\"https:\/\/www.inpro.de\/wp-content\/uploads\/2024\/06\/xio-Header-14-e1744804572265.png\" width=\"400\" height=\"180.98\" alt=\"\" \/><\/div><h2 class=\"content-box-heading\" style=\"--h2_typography-font-size:24px;line-height:29px;\">x-io: Scaling AI solutions<\/h2><\/a><\/div><div class=\"fusion-clearfix\"><\/div><div class=\"content-container\">\n<p class=\"ai-optimize-39\">Find out how you can scale your AI solutions along the value chain with standardized AI hardware and software components.<\/p>\n<p class=\"ai-optimize-40\"><\/div><div class=\"fusion-clearfix\"><\/div><a class=\" fusion-read-more\" href=\"https:\/\/www.inpro.de\/en\/x-io\/\" target=\"_blank\" rel=\"noopener noreferrer\">+<\/a><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div style=\"--awb-backgroundcolor:var(--awb-custom_color_2);\" class=\"fusion-column content-box-column content-box-column content-box-column-3 col-lg-4 col-md-4 col-sm-4 fusion-content-box-hover content-box-column-last content-box-column-last-in-row\"><div class=\"col content-box-wrapper content-wrapper-background link-area-link-icon link-type-text content-icon-wrapper-yes icon-hover-animation-fade\" data-animationOffset=\"top-into-view\"><div class=\"heading heading-with-icon icon-left\"><a class=\"heading-link\" href=\"https:\/\/www.inpro.de\/en\/ai-checklist\/\" target=\"_blank\" rel=\"noopener noreferrer\"><div aria-hidden=\"true\" class=\"image\"><img decoding=\"async\" src=\"https:\/\/www.inpro.de\/wp-content\/uploads\/2025\/01\/DE-Mockup.png\" width=\"265\" height=\"192.76\" alt=\"\" \/><\/div><h2 class=\"content-box-heading\" style=\"--h2_typography-font-size:24px;line-height:29px;\">AI checklist: 33 key factors for AI use cases<\/h2><\/a><\/div><div class=\"fusion-clearfix\"><\/div><div class=\"content-container\">\n<p class=\"ai-optimize-41\">Use our free checklist, derived from process frameworks such as CRISP-DM (CRoss Industry Standard Process for Data Mining) and TDSP (Team Data Science Process) to evaluate your AI use cases.<\/p>\n<p class=\"ai-optimize-42\"><\/div><div class=\"fusion-clearfix\"><\/div><a class=\" fusion-read-more\" href=\"https:\/\/www.inpro.de\/en\/ai-checklist\/\" target=\"_blank\" rel=\"noopener noreferrer\">+<\/a><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><\/div><\/p>\n","protected":false},"excerpt":{"rendered":"<p>In times of growing variant diversity, increasing quality requirements and limited expert resources, traditional analysis methods are reaching their limits. An AI-supported analysis of production data helps companies to detect patterns and indications of causes.<\/p>\n","protected":false},"author":5,"featured_media":60979,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[349],"tags":[],"class_list":["post-61035","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blogbeitrag-oeffentlich-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.1 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>AI-supported analysis of production data - inpro<\/title>\n<meta name=\"description\" content=\"In times of growing variant diversity, increasing quality requirements and limited expert resources, traditional analysis methods are reaching their limits. 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