GET http://inconsult-dev.m2.krankikom.de/_fragment?_path=_format%3Dhtml%26_locale%3Den_GB%26_controller%3DinconsultBundle%255CController%255CNavigationController%25…

Response
200 OK
IP
10.42.5.0
Profiled on
Token
02ee4d

NavigationController :: mainNavigation

Request

GET Parameters

Key Value
_path 
"_format=html&_locale=en_GB&_controller=inconsultBundle%5CController%5CNavigationController%3A%3AmainNavigation"

POST Parameters

No POST parameters

Uploaded Files

No files were uploaded

Request Attributes

Key Value
_controller 
"inconsultBundle\Controller\NavigationController::mainNavigation"
_editmode 
false
_event_controller 
inconsultBundle\Controller\NavigationController {#2916
  #container: Symfony\Component\DependencyInjection\Argument\ServiceLocator {#2917 …}
}
_format 
"html"
_locale 
"en_GB"
_pimcore_context 
"default"
_stopwatch_token 
"a117fc"
contentDocument 
Pimcore\Model\Document\Page {#2214
  #dao: Pimcore\Model\Document\Page\Dao {#2920 …}
  #dependencies: null
  #__dataVersionTimestamp: 1683300145
  #path: "/inconsult.de/en/news/blog/"
  #properties: [
    "footer" => Pimcore\Model\Property {#2206
      #dao: null
      #name: "footer"
      #data: "174"
      #type: "document"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: true
      #inherited: true
      name: "footer"
      data: "174"
      type: "document"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: true
      inherited: true
    }
    "home" => Pimcore\Model\Property {#2205
      #dao: null
      #name: "home"
      #data: "161"
      #type: "document"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: true
      #inherited: true
      name: "home"
      data: "161"
      type: "document"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: true
      inherited: true
    }
    "language" => Pimcore\Model\Property {#2204
      #dao: null
      #name: "language"
      #data: "en_GB"
      #type: "text"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: true
      #inherited: true
      name: "language"
      data: "en_GB"
      type: "text"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: true
      inherited: true
    }
    "mainNavStartNode" => Pimcore\Model\Property {#2203
      #dao: null
      #name: "mainNavStartNode"
      #data: "161"
      #type: "document"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: true
      #inherited: true
      name: "mainNavStartNode"
      data: "161"
      type: "document"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: true
      inherited: true
    }
    "meta_navigation_include" => Pimcore\Model\Property {#2202
      #dao: null
      #name: "meta_navigation_include"
      #data: "5"
      #type: "document"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: true
      #inherited: true
      name: "meta_navigation_include"
      data: "5"
      type: "document"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: true
      inherited: true
    }
    "navigation_accesskey" => Pimcore\Model\Property {#2201
      #dao: null
      #name: "navigation_accesskey"
      #data: ""
      #type: "text"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: false
      #inherited: false
      name: "navigation_accesskey"
      data: ""
      type: "text"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: false
      inherited: false
    }
    "navigation_anchor" => Pimcore\Model\Property {#2200
      #dao: null
      #name: "navigation_anchor"
      #data: ""
      #type: "text"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: false
      #inherited: false
      name: "navigation_anchor"
      data: ""
      type: "text"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: false
      inherited: false
    }
    "navigation_class" => Pimcore\Model\Property {#2199
      #dao: null
      #name: "navigation_class"
      #data: ""
      #type: "text"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: false
      #inherited: false
      name: "navigation_class"
      data: ""
      type: "text"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: false
      inherited: false
    }
    "navigation_exclude" => Pimcore\Model\Property {#2198
      #dao: null
      #name: "navigation_exclude"
      #data: true
      #type: "bool"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: false
      #inherited: false
      name: "navigation_exclude"
      data: true
      type: "bool"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: false
      inherited: false
    }
    "navigation_name" => Pimcore\Model\Property {#2197
      #dao: null
      #name: "navigation_name"
      #data: "Cost of Quality"
      #type: "text"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: false
      #inherited: false
      name: "navigation_name"
      data: "Cost of Quality"
      type: "text"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: false
      inherited: false
    }
    "navigation_parameters" => Pimcore\Model\Property {#2196
      #dao: null
      #name: "navigation_parameters"
      #data: ""
      #type: "text"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: false
      #inherited: false
      name: "navigation_parameters"
      data: ""
      type: "text"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: false
      inherited: false
    }
    "navigation_relation" => Pimcore\Model\Property {#2195
      #dao: null
      #name: "navigation_relation"
      #data: ""
      #type: "text"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: false
      #inherited: false
      name: "navigation_relation"
      data: ""
      type: "text"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: false
      inherited: false
    }
    "navigation_tabindex" => Pimcore\Model\Property {#2194
      #dao: null
      #name: "navigation_tabindex"
      #data: ""
      #type: "text"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: false
      #inherited: false
      name: "navigation_tabindex"
      data: ""
      type: "text"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: false
      inherited: false
    }
    "navigation_target" => Pimcore\Model\Property {#2193
      #dao: null
      #name: "navigation_target"
      #data: null
      #type: "text"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: false
      #inherited: false
      name: "navigation_target"
      data: null
      type: "text"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: false
      inherited: false
    }
    "navigation_title" => Pimcore\Model\Property {#2192
      #dao: null
      #name: "navigation_title"
      #data: "Cost of Quality"
      #type: "text"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: false
      #inherited: false
      name: "navigation_title"
      data: "Cost of Quality"
      type: "text"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: false
      inherited: false
    }
  ]
  #id: 221
  #creationDate: 1683299941
  #modificationDate: 1683300145
  #versionCount: 4
  #userOwner: 19
  #locked: null
  #userModification: 19
  #parentId: 207
  #parent: null
  #_fulldump: false
  #dirtyFields: []
  -activeDispatchingEvents: []
  #fullPathCache: "/en/news/blog/cost-of-quality"
  #type: "page"
  #key: "cost-of-quality"
  #index: 5
  #published: true
  #children: []
  #siblings: []
  #controller: "AppBundle\Controller\DefaultController::defaultAction"
  #template: "@inconsult/layouts/slim-keyvisual.html.twig"
  #editables: [
    "background-image-phone" => Pimcore\Model\Document\Editable\Image {#3504
      #dao: null
      #config: []
      #label: null
      #dialogDescription: null
      #name: "background-image-phone"
      #realName: "background-image-phone"
      -parentBlockNames: []
      #documentId: 221
      #document: Pimcore\Model\Document\Page {#2214}
      #editmode: false
      #inherited: false
      #inDialogBox: null
      -editableDefinitionCollector: null
      #id: null
      #alt: ""
      #image: null
      #cropPercent: false
      #cropWidth: 0.0
      #cropHeight: 0.0
      #cropTop: 0.0
      #cropLeft: 0.0
      #hotspots: []
      #marker: []
      #thumbnail: null
      config: []
      label: null
      dialogDescription: null
      name: "background-image-phone"
      realName: "background-image-phone"
      documentId: 221
      document: Pimcore\Model\Document\Page {#2214}
      editmode: false
      inherited: false
      inDialogBox: null
      id: null
      alt: ""
      image: null
      cropPercent: false
      cropWidth: 0.0
      cropHeight: 0.0
      cropTop: 0.0
      cropLeft: 0.0
      hotspots: []
      marker: []
      thumbnail: null
    }
    "background-image-tablet" => Pimcore\Model\Document\Editable\Image {#3506
      #dao: null
      #config: []
      #label: null
      #dialogDescription: null
      #name: "background-image-tablet"
      #realName: "background-image-tablet"
      -parentBlockNames: []
      #documentId: 221
      #document: Pimcore\Model\Document\Page {#2214}
      #editmode: false
      #inherited: false
      #inDialogBox: null
      -editableDefinitionCollector: null
      #id: null
      #alt: ""
      #image: null
      #cropPercent: false
      #cropWidth: 0.0
      #cropHeight: 0.0
      #cropTop: 0.0
      #cropLeft: 0.0
      #hotspots: []
      #marker: []
      #thumbnail: null
      config: []
      label: null
      dialogDescription: null
      name: "background-image-tablet"
      realName: "background-image-tablet"
      documentId: 221
      document: Pimcore\Model\Document\Page {#2214}
      editmode: false
      inherited: false
      inDialogBox: null
      id: null
      alt: ""
      image: null
      cropPercent: false
      cropWidth: 0.0
      cropHeight: 0.0
      cropTop: 0.0
      cropLeft: 0.0
      hotspots: []
      marker: []
      thumbnail: null
    }
    "content" => Pimcore\Model\Document\Editable\Areablock {#3511
      #dao: null
      #config: [
        "allowed" => []
        "group" => [
          "Uncategorized" => [
            "animated-logo"
            "background-container"
            "card"
            "formbuilder_form"
            "image-and-text-element"
            "image-text-intrinsic-ratio"
            "introduction-big"
            "logo-wall"
            "quote"
            "text-opening"
            "tiles"
            "whitepaper-listing"
            "wysiwyg"
            "cta-button"
            "cookie-declaration"
            "keyfacts"
            "picture-content"
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        "types" => [
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            "name" => "Animated Logo"
            "description" => ""
            "type" => "animated-logo"
            "icon" => null
            "previewHtml" => null
            "limit" => null
            "needsReload" => false
            "hasDialogBoxConfiguration" => true
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          [
            "name" => "Background-Container"
            "description" => ""
            "type" => "background-container"
            "icon" => null
            "previewHtml" => null
            "limit" => null
            "needsReload" => false
            "hasDialogBoxConfiguration" => false
          ]
          [
            "name" => "Card"
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            "type" => "card"
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            "limit" => null
            "needsReload" => false
            "hasDialogBoxConfiguration" => true
          ]
          [
            "name" => "Form"
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            "type" => "formbuilder_form"
            "icon" => "/bundles/formbuilder/img/application_form.svg"
            "previewHtml" => null
            "limit" => null
            "needsReload" => false
            "hasDialogBoxConfiguration" => true
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          [
            "name" => "Image and Text Element"
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            "icon" => null
            "previewHtml" => null
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          [
            "name" => "Introduction Big"
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            "previewHtml" => null
            "limit" => null
            "needsReload" => false
            "hasDialogBoxConfiguration" => false
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          [
            "name" => "Logo-Wall"
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            "type" => "logo-wall"
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          [
            "name" => "Tiles"
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            "name" => "cookie-declaration"
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            "previewHtml" => null
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            "needsReload" => false
            "hasDialogBoxConfiguration" => false
          ]
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            "name" => "keyfacts"
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            "icon" => null
            "previewHtml" => null
            "limit" => null
            "needsReload" => false
            "hasDialogBoxConfiguration" => true
          ]
          [
            "name" => "picture-content"
            "description" => ""
            "type" => "picture-content"
            "icon" => null
            "previewHtml" => null
            "limit" => null
            "needsReload" => false
            "hasDialogBoxConfiguration" => true
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        ]
        "limit" => 1000000
        "blockStateStack" => "[{"blocks":[],"indexes":[]}]"
      ]
      #label: null
      #dialogDescription: null
      #name: "content"
      #realName: "content"
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      #documentId: 221
      #document: Pimcore\Model\Document\Page {#2214}
      #editmode: false
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      #inDialogBox: null
      -editableDefinitionCollector: null
      #indices: [
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          "key" => "1"
          "type" => "text-opening"
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      ]
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        "hidden" => false
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      #blockStarted: false
      #brickTypeUsageCounter: [
        "text-opening" => 1
      ]
      config: [
        "allowed" => []
        "group" => [
          "Uncategorized" => [
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            "background-container"
            "card"
            "formbuilder_form"
            "image-and-text-element"
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            "introduction-big"
            "logo-wall"
            "quote"
            "text-opening"
            "tiles"
            "whitepaper-listing"
            "wysiwyg"
            "cta-button"
            "cookie-declaration"
            "keyfacts"
            "picture-content"
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        ]
        "types" => [
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            "name" => "Animated Logo"
            "description" => ""
            "type" => "animated-logo"
            "icon" => null
            "previewHtml" => null
            "limit" => null
            "needsReload" => false
            "hasDialogBoxConfiguration" => true
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            "name" => "Background-Container"
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            "name" => "Card"
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          [
            "name" => "Form"
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            "type" => "formbuilder_form"
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            "previewHtml" => null
            "limit" => null
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          [
            "name" => "Image and Text Element"
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            "previewHtml" => null
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            "needsReload" => false
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          [
            "name" => "Image-Text Intrinsic ratio"
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            "type" => "image-text-intrinsic-ratio"
            "icon" => null
            "previewHtml" => null
            "limit" => null
            "needsReload" => false
            "hasDialogBoxConfiguration" => true
          ]
          [
            "name" => "Introduction Big"
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            "type" => "introduction-big"
            "icon" => null
            "previewHtml" => null
            "limit" => null
            "needsReload" => false
            "hasDialogBoxConfiguration" => false
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            "name" => "Logo-Wall"
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            "name" => "Quote"
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            "name" => "Text-Opening"
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            "name" => "Tiles"
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            "name" => "Whitepaper"
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            "previewHtml" => null
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            "needsReload" => false
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            "name" => "Wysiwyg"
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      document: Pimcore\Model\Document\Page {#2214}
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          "key" => "1"
          "type" => "text-opening"
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      blockStarted: false
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      ]
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    "content:1.cta_buttons" => Pimcore\Model\Document\Editable\Areablock {#3512
      #dao: null
      #config: [
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        "types" => [
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            "name" => "Animated Logo"
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        <p><strong>Mai 03, 2023</strong></p>\n
        \n
        <p>To maintain a competitive advantage and deliver high-quality pharmaceutical products over the long term, careful management of total cost of quality is essential. AI-powered proactive quality management can play an important role in keeping the total cost of quality under control.</p>\n
        \n
        <p>Quality management strives to continuously improve product quality and reduce failures by monitoring all areas of the production process. This comes with a cost (of quality) that companies need to invest in to assure product safety, comply with regulatory requirements while maintaining financial performance. According to the America Society for Quality Management, the cost of quality can make up to 15-20% of sales revenue.&nbsp;<br />\n
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        \n
        <p>Preventing failures requires controlled production processes with supplier audits, audits of production sites, evaluation of raw materials and finished products, as well as an overall assessment of risks and potential impacts on customers. These activities are labor intense, require manual effort and laborious collection of data.&nbsp;</p>\n
        \n
        <p>In addition, manual analysis of quality problems using traditional quality methods (e.g., 5-Why, Fishbone, FMEA) is no longer effective because they are increasingly intertwined with hardware and software. Customization and tailored configuration of products has vastly increased the types of quality issues. This leads to huge and diverse amounts of data with new failure patterns that are difficult to analyze.</p>\n
        \n
        <p>Powerful machine learning algorithms can help analyze complex quality data to provide valuable insights for product defect detection, analysis, and prevention. The following application areas can boost your quality cost performance:</p>\n
        \n
        <ul>\n
        \t<li><strong>Prevent incidents:</strong> Use AI models to identify quality trends and predict potentially high-risk issues before quality problems or product complaints occur.</li>\n
        \t<li><strong>Prioritize impact:</strong> Use predictive analytics to categorize and prioritize quality issues based on issue types, potential risks, and impact on customers.</li>\n
        \t<li><strong>Optimize workflows: </strong>Streamline the tracking of quality issues and create digital workflows to prevent recurrence, track corrective actions, and measure effectiveness.</li>\n
        \t<li><strong>Automate monitoring:</strong> Use advanced robotics and AI image analysis to automatically monitor production processes and inspect and test raw materials all the way to the finished product.</li>\n
        </ul>\n
        \n
        <p>Thanks to the in-depth analysis of quality data and the introduction of advanced manufacturing control technologies, quality costs can be significantly reduced. This allows companies to dedicate valuable resources to proactive quality, drive innovation, and reach the next level of quality maturity.<br />\n
        Feel free to contact us to learn more about the use of AI in quality management, our experts <a href="https://www.linkedin.com/in/humanriahi/">Dr. Human Riahi Asl</a> (Enterprise Quality Management Consultant) and <a href="https://www.linkedin.com/in/dr-matthias-ruediger/">Dr. Matthias Rüdiger</a> (Head of AI) will be pleased to answer your questions.</p>\n
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        <p><strong>Mai 03, 2023</strong></p>\n
        \n
        <p>To maintain a competitive advantage and deliver high-quality pharmaceutical products over the long term, careful management of total cost of quality is essential. AI-powered proactive quality management can play an important role in keeping the total cost of quality under control.</p>\n
        \n
        <p>Quality management strives to continuously improve product quality and reduce failures by monitoring all areas of the production process. This comes with a cost (of quality) that companies need to invest in to assure product safety, comply with regulatory requirements while maintaining financial performance. According to the America Society for Quality Management, the cost of quality can make up to 15-20% of sales revenue.&nbsp;<br />\n
        The total cost of quality comprises of four factors: internal and external failures, appraisal costs and preventative costs. Internal failure costs occur with failures that are discovered before the customer receives a product or service. External failure costs occur for failures that are discovered after the customer has received a product or service. Assessment costs are costs associated with determining the degree of conformance to quality requirements, and prevention costs are incurred to avoid quality problems.</p>\n
        \n
        <p>Preventing failures requires controlled production processes with supplier audits, audits of production sites, evaluation of raw materials and finished products, as well as an overall assessment of risks and potential impacts on customers. These activities are labor intense, require manual effort and laborious collection of data.&nbsp;</p>\n
        \n
        <p>In addition, manual analysis of quality problems using traditional quality methods (e.g., 5-Why, Fishbone, FMEA) is no longer effective because they are increasingly intertwined with hardware and software. Customization and tailored configuration of products has vastly increased the types of quality issues. This leads to huge and diverse amounts of data with new failure patterns that are difficult to analyze.</p>\n
        \n
        <p>Powerful machine learning algorithms can help analyze complex quality data to provide valuable insights for product defect detection, analysis, and prevention. The following application areas can boost your quality cost performance:</p>\n
        \n
        <ul>\n
        \t<li><strong>Prevent incidents:</strong> Use AI models to identify quality trends and predict potentially high-risk issues before quality problems or product complaints occur.</li>\n
        \t<li><strong>Prioritize impact:</strong> Use predictive analytics to categorize and prioritize quality issues based on issue types, potential risks, and impact on customers.</li>\n
        \t<li><strong>Optimize workflows: </strong>Streamline the tracking of quality issues and create digital workflows to prevent recurrence, track corrective actions, and measure effectiveness.</li>\n
        \t<li><strong>Automate monitoring:</strong> Use advanced robotics and AI image analysis to automatically monitor production processes and inspect and test raw materials all the way to the finished product.</li>\n
        </ul>\n
        \n
        <p>Thanks to the in-depth analysis of quality data and the introduction of advanced manufacturing control technologies, quality costs can be significantly reduced. This allows companies to dedicate valuable resources to proactive quality, drive innovation, and reach the next level of quality maturity.<br />\n
        Feel free to contact us to learn more about the use of AI in quality management, our experts <a href="https://www.linkedin.com/in/humanriahi/">Dr. Human Riahi Asl</a> (Enterprise Quality Management Consultant) and <a href="https://www.linkedin.com/in/dr-matthias-ruediger/">Dr. Matthias Rüdiger</a> (Head of AI) will be pleased to answer your questions.</p>\n
        """
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    "navigation_anchor" => Pimcore\Model\Property {#2200}
    "navigation_class" => Pimcore\Model\Property {#2199}
    "navigation_exclude" => Pimcore\Model\Property {#2198}
    "navigation_name" => Pimcore\Model\Property {#2197}
    "navigation_parameters" => Pimcore\Model\Property {#2196}
    "navigation_relation" => Pimcore\Model\Property {#2195}
    "navigation_tabindex" => Pimcore\Model\Property {#2194}
    "navigation_target" => Pimcore\Model\Property {#2193}
    "navigation_title" => Pimcore\Model\Property {#2192}
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  modificationDate: 1683300145
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  userModification: 19
  parentId: 207
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  type: "page"
  key: "cost-of-quality"
  index: 5
  published: true
  children: []
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  editables: [
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    "background-image-tablet" => Pimcore\Model\Document\Editable\Image {#3506}
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  versions: null
  contentMainDocumentId: null
  contentMasterDocumentId: null
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  missingRequiredEditable: null
  staticGeneratorEnabled: null
  staticGeneratorLifetime: null
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  title: "INCONSULT - Cost of Quality"
  description: "Reducing the total cost of quality through advanced analysis of quality data and manufacturing control."
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}

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Header Value
accept 
"*/*"
accept-charset 
"ISO-8859-1,utf-8;q=0.7,*;q=0.7"
accept-encoding 
"gzip, br, zstd, deflate"
accept-language 
"en-us,en;q=0.5"
forwarded 
"for="10.42.5.0";host="inconsult-dev.m2.krankikom.de";proto=http"
host 
"inconsult-dev.m2.krankikom.de"
user-agent 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
x-forwarded-for 
"10.42.5.0"
x-original-uri 
"/en/news/blog/cost-of-quality"
x-php-ob-level 
"1"
x-real-ip 
"18.118.24.228"
x-request-id 
"29a043bcf8adcffcde2c3e6d0901e850"
x-scheme 
"https"

Request Content

Request content not available (it was retrieved as a resource).

Response

Response Headers

Header Value
cache-control 
"no-cache, private"
date 
"Sat, 19 Oct 2024 01:42:36 GMT"
x-debug-token 
"02ee4d"

Cookies

Request Cookies

No request cookies

Response Cookies

No response cookies

Session

Session Metadata

No session metadata

Session Attributes

No session attributes

Session Usage

0 Usages
Stateless check enabled

Session not used.

Flashes

Flashes

No flash messages were created.

Server Parameters

Server Parameters

Defined in .env

Key Value
(no data)

Defined as regular env variables

Key Value
APP_DEBUG 
"1"
APP_ENV 
"dev"
COMPOSER_ALLOW_SUPERUSER 
"1"
COMPOSER_MEMORY_LIMIT 
"-1"
CONTEXT_DOCUMENT_ROOT 
"/var/www/html/public"
CONTEXT_PREFIX 
""
DOCTRINE_DEPRECATIONS 
"trigger"
DOCUMENT_ROOT 
"/var/www/html/public"
FCGI_CONNECT 
"localhost:9001"
FCGI_ROLE 
"RESPONDER"
GATEWAY_INTERFACE 
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HOME 
"/var/www"
HOSTNAME 
"pimcore-website-fpm-66c7896f78-c2pmg"
HTTP_ACCEPT 
"*/*"
HTTP_ACCEPT_CHARSET 
"ISO-8859-1,utf-8;q=0.7,*;q=0.7"
HTTP_ACCEPT_ENCODING 
"gzip, br, zstd, deflate"
HTTP_ACCEPT_LANGUAGE 
"en-us,en;q=0.5"
HTTP_FORWARDED 
"for="10.42.5.0";host="inconsult-dev.m2.krankikom.de";proto=http"
HTTP_HOST 
"inconsult-dev.m2.krankikom.de"
HTTP_USER_AGENT 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_X_FORWARDED_FOR 
"10.42.5.0"
HTTP_X_ORIGINAL_URI 
"/en/news/blog/cost-of-quality"
HTTP_X_REAL_IP 
"18.118.24.228"
HTTP_X_REQUEST_ID 
"29a043bcf8adcffcde2c3e6d0901e850"
HTTP_X_SCHEME 
"https"
KUBERNETES_PORT 
"tcp://10.43.0.1:443"
KUBERNETES_PORT_443_TCP 
"tcp://10.43.0.1:443"
KUBERNETES_PORT_443_TCP_ADDR 
"10.43.0.1"
KUBERNETES_PORT_443_TCP_PORT 
"443"
KUBERNETES_PORT_443_TCP_PROTO 
"tcp"
KUBERNETES_SERVICE_HOST 
"10.43.0.1"
KUBERNETES_SERVICE_PORT 
"443"
KUBERNETES_SERVICE_PORT_HTTPS 
"443"
MAILER_MAIN_DSN 
"smtp://mx01.krankikom.de:25"
MYSQL_DB 
"pimcore"
MYSQL_HOST 
"mysql"
MYSQL_PASSWORD 
"9ac15f71c1205084c99bde11ba5ee887"
MYSQL_PORT 
"3306"
MYSQL_PORT_3306_TCP 
"tcp://10.43.7.71:3306"
MYSQL_PORT_3306_TCP_ADDR 
"10.43.7.71"
MYSQL_PORT_3306_TCP_PORT 
"3306"
MYSQL_PORT_3306_TCP_PROTO 
"tcp"
MYSQL_PORT_9104_TCP 
"tcp://10.43.7.71:9104"
MYSQL_PORT_9104_TCP_ADDR 
"10.43.7.71"
MYSQL_PORT_9104_TCP_PORT 
"9104"
MYSQL_PORT_9104_TCP_PROTO 
"tcp"
MYSQL_SERVICE_HOST 
"10.43.7.71"
MYSQL_SERVICE_PORT 
"3306"
MYSQL_SERVICE_PORT_METRICS 
"9104"
MYSQL_SERVICE_PORT_MYSQL 
"3306"
MYSQL_USER 
"pimcore"
PATH 
"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin"
PATH_INFO 
""
PHPIZE_DEPS 
"autoconf \t\tdpkg-dev \t\tfile \t\tg++ \t\tgcc \t\tlibc-dev \t\tmake \t\tpkg-config \t\tre2c"
PHP_ASC_URL 
"https://www.php.net/distributions/php-8.2.16.tar.xz.asc"
PHP_CFLAGS 
"-fstack-protector-strong -fpic -fpie -O2 -D_LARGEFILE_SOURCE -D_FILE_OFFSET_BITS=64"
PHP_CPPFLAGS 
"-fstack-protector-strong -fpic -fpie -O2 -D_LARGEFILE_SOURCE -D_FILE_OFFSET_BITS=64"
PHP_INI_DIR 
"/usr/local/etc/php"
PHP_LDFLAGS 
"-Wl,-O1 -pie"
PHP_SELF 
"/index.php"
PHP_SHA256 
"28cdc995b7d5421711c7044294885fcde4390c9f67504a994b4cf9bc1b5cc593"
PHP_URL 
"https://www.php.net/distributions/php-8.2.16.tar.xz"
PHP_VERSION 
"8.2.16"
PIMCORE_CACHE_DIRECTORY 
"/tmp/pimcore/cache"
PIMCORE_ENVIRONMENT 
"dev"
PIMCORE_SECRET 
"04cb8f5a36d4fd6fec02311a4abd7f8d"
PIMCORE_SYMFONY_CACHE_DIRECTORY 
"/tmp/pimcore/symfony"
PIMCORE_SYSTEM_TEMP_DIRECTORY 
"/tmp/pimcore/tmp"
PIMCORE_VARNISH_PORT 
"tcp://10.43.47.135:80"
PIMCORE_VARNISH_PORT_80_TCP 
"tcp://10.43.47.135:80"
PIMCORE_VARNISH_PORT_80_TCP_ADDR 
"10.43.47.135"
PIMCORE_VARNISH_PORT_80_TCP_PORT 
"80"
PIMCORE_VARNISH_PORT_80_TCP_PROTO 
"tcp"
PIMCORE_VARNISH_SERVICE_HOST 
"10.43.47.135"
PIMCORE_VARNISH_SERVICE_PORT 
"80"
PIMCORE_VARNISH_SERVICE_PORT_PIMCORE_VARNISH 
"80"
PIMCORE_WEBSITE_FPM_PORT 
"tcp://10.43.222.187:80"
PIMCORE_WEBSITE_FPM_PORT_80_TCP 
"tcp://10.43.222.187:80"
PIMCORE_WEBSITE_FPM_PORT_80_TCP_ADDR 
"10.43.222.187"
PIMCORE_WEBSITE_FPM_PORT_80_TCP_PORT 
"80"
PIMCORE_WEBSITE_FPM_PORT_80_TCP_PROTO 
"tcp"
PIMCORE_WEBSITE_FPM_PORT_9000_TCP 
"tcp://10.43.222.187:9000"
PIMCORE_WEBSITE_FPM_PORT_9000_TCP_ADDR 
"10.43.222.187"
PIMCORE_WEBSITE_FPM_PORT_9000_TCP_PORT 
"9000"
PIMCORE_WEBSITE_FPM_PORT_9000_TCP_PROTO 
"tcp"
PIMCORE_WEBSITE_FPM_PORT_9117_TCP 
"tcp://10.43.222.187:9117"
PIMCORE_WEBSITE_FPM_PORT_9117_TCP_ADDR 
"10.43.222.187"
PIMCORE_WEBSITE_FPM_PORT_9117_TCP_PORT 
"9117"
PIMCORE_WEBSITE_FPM_PORT_9117_TCP_PROTO 
"tcp"
PIMCORE_WEBSITE_FPM_SERVICE_HOST 
"10.43.222.187"
PIMCORE_WEBSITE_FPM_SERVICE_PORT 
"80"
PIMCORE_WEBSITE_FPM_SERVICE_PORT_APACHE 
"80"
PIMCORE_WEBSITE_FPM_SERVICE_PORT_METRICS 
"9117"
PIMCORE_WEBSITE_FPM_SERVICE_PORT_PIMCORE_WEBSITE_FPM 
"9000"
PWD 
"/var/www/html"
QUERY_STRING 
"_path=_format%3Dhtml%26_locale%3Den_GB%26_controller%3DinconsultBundle%255CController%255CNavigationController%253A%253AmainNavigation"
REDIRECT_STATIC_PAGE_URI 
"/%home"
REDIRECT_STATUS 
"200"
REDIRECT_URL 
"/en/news/blog/cost-of-quality"
REDIS_HOST 
"redis"
REDIS_PORT 
"6379"
REDIS_PORT_6379_TCP 
"tcp://10.43.5.112:6379"
REDIS_PORT_6379_TCP_ADDR 
"10.43.5.112"
REDIS_PORT_6379_TCP_PORT 
"6379"
REDIS_PORT_6379_TCP_PROTO 
"tcp"
REDIS_SERVICE_HOST 
"10.43.5.112"
REDIS_SERVICE_PORT 
"6379"
REDIS_SERVICE_PORT_REDIS 
"6379"
REMOTE_ADDR 
"127.0.0.1"
REMOTE_PORT 
"41704"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"http"
REQUEST_TIME 
1729302156
REQUEST_TIME_FLOAT 
1729302156.3405
REQUEST_URI 
"/_fragment?_path=_format%3Dhtml%26_locale%3Den_GB%26_controller%3DinconsultBundle%255CController%255CNavigationController%253A%253AmainNavigation"
RUN_DISTVAR_SYNC 
"1"
SCRIPT_FILENAME 
"/var/www/html/public/index.php"
SCRIPT_NAME 
"/index.php"
SERVER_ADDR 
"10.42.11.57"
SERVER_ADMIN 
"webmaster@localhost"
SERVER_NAME 
"inconsult-dev.m2.krankikom.de"
SERVER_PORT 
"80"
SERVER_PROTOCOL 
"HTTP/1.1"
SERVER_SIGNATURE 
"<address>Apache/2.4.59 (Debian) Server at inconsult-dev.m2.krankikom.de Port 80</address>\n"
SERVER_SOFTWARE 
"Apache/2.4.59 (Debian)"
SHELL_VERBOSITY 
3
SMTP_HOST 
"mx01.krankikom.de"
SMTP_PORT 
"25"
STATIC_PAGE_URI 
"/%home"
USER 
"www-data"
argc 
0
argv 
[]
proxy-nokeepalive 
"1"

Parent Request

Return to parent request (token = 8d4efb)

Key Value
_controller 
"AppBundle\Controller\DefaultController::defaultAction"
_editmode 
false
_event_controller 
AppBundle\Controller\DefaultController {#2141
  #container: Symfony\Component\DependencyInjection\Argument\ServiceLocator {#2233 …}
  #logger: Pimcore\Bundle\ApplicationLoggerBundle\ApplicationLogger {#2142 …}
}
_links 
Symfony\Component\WebLink\GenericLinkProvider {#5179
  -links: [
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      -href: "/cache-buster-1718696742/js/jquery-3.5.1.min.js"
      -rel: [
        "preload" => "preload"
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      -attributes: [
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    }
    5180 => Symfony\Component\WebLink\Link {#5180
      -href: "/cache-buster-1718696742/js/swiper-4.4.2.min.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
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    }
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}
_locale 
"en_GB"
_pimcore_context 
"default"
_pimcore_frontend_request 
true
_route 
"document_221"
_route_params 
[
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]
_site 
Pimcore\Model\Site {#1975
  #dao: null
  #id: 1
  #domains: [
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    "www.inconsult-online.de"
    "inconsult-upgrade.dev.kranki.net"
    "inconsult-dev.m2.krankikom.de"
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  #rootId: 2
  #rootDocument: Pimcore\Model\Document\Page {#1976 …}
  #rootPath: null
  #mainDomain: "inconsult-online.de"
  #errorDocument: "/inconsult.de/404"
  #localizedErrorDocuments: [
    "en_GB" => ""
    "de_DE" => ""
  ]
  #redirectToMainDomain: false
  #creationDate: 1624445357
  #modificationDate: 1711015831
  -activeDispatchingEvents: []
  id: 1
  domains: [
    "inconsult-online.de"
    "www.inconsult-online.de"
    "inconsult-upgrade.dev.kranki.net"
    "inconsult-dev.m2.krankikom.de"
  ]
  rootId: 2
  rootDocument: Pimcore\Model\Document\Page {#1976 …}
  rootPath: null
  mainDomain: "inconsult-online.de"
  errorDocument: "/inconsult.de/404"
  localizedErrorDocuments: [
    "en_GB" => ""
    "de_DE" => ""
  ]
  redirectToMainDomain: false
  creationDate: 1624445357
  modificationDate: 1711015831
}
_site_path 
"/inconsult.de/en/news/blog/cost-of-quality"
_stopwatch_token 
"a01dcc"
contentDocument 
Pimcore\Model\Document\Page {#2214
  #dao: Pimcore\Model\Document\Page\Dao {#2920 …}
  #dependencies: null
  #__dataVersionTimestamp: 1683300145
  #path: "/inconsult.de/en/news/blog/"
  #properties: [
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      #dao: null
      #name: "footer"
      #data: "174"
      #type: "document"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: true
      #inherited: true
      name: "footer"
      data: "174"
      type: "document"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: true
      inherited: true
    }
    "home" => Pimcore\Model\Property {#2205
      #dao: null
      #name: "home"
      #data: "161"
      #type: "document"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: true
      #inherited: true
      name: "home"
      data: "161"
      type: "document"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: true
      inherited: true
    }
    "language" => Pimcore\Model\Property {#2204
      #dao: null
      #name: "language"
      #data: "en_GB"
      #type: "text"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: true
      #inherited: true
      name: "language"
      data: "en_GB"
      type: "text"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: true
      inherited: true
    }
    "mainNavStartNode" => Pimcore\Model\Property {#2203
      #dao: null
      #name: "mainNavStartNode"
      #data: "161"
      #type: "document"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: true
      #inherited: true
      name: "mainNavStartNode"
      data: "161"
      type: "document"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: true
      inherited: true
    }
    "meta_navigation_include" => Pimcore\Model\Property {#2202
      #dao: null
      #name: "meta_navigation_include"
      #data: "5"
      #type: "document"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: true
      #inherited: true
      name: "meta_navigation_include"
      data: "5"
      type: "document"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: true
      inherited: true
    }
    "navigation_accesskey" => Pimcore\Model\Property {#2201
      #dao: null
      #name: "navigation_accesskey"
      #data: ""
      #type: "text"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: false
      #inherited: false
      name: "navigation_accesskey"
      data: ""
      type: "text"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: false
      inherited: false
    }
    "navigation_anchor" => Pimcore\Model\Property {#2200
      #dao: null
      #name: "navigation_anchor"
      #data: ""
      #type: "text"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: false
      #inherited: false
      name: "navigation_anchor"
      data: ""
      type: "text"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: false
      inherited: false
    }
    "navigation_class" => Pimcore\Model\Property {#2199
      #dao: null
      #name: "navigation_class"
      #data: ""
      #type: "text"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: false
      #inherited: false
      name: "navigation_class"
      data: ""
      type: "text"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: false
      inherited: false
    }
    "navigation_exclude" => Pimcore\Model\Property {#2198
      #dao: null
      #name: "navigation_exclude"
      #data: true
      #type: "bool"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: false
      #inherited: false
      name: "navigation_exclude"
      data: true
      type: "bool"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: false
      inherited: false
    }
    "navigation_name" => Pimcore\Model\Property {#2197
      #dao: null
      #name: "navigation_name"
      #data: "Cost of Quality"
      #type: "text"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: false
      #inherited: false
      name: "navigation_name"
      data: "Cost of Quality"
      type: "text"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: false
      inherited: false
    }
    "navigation_parameters" => Pimcore\Model\Property {#2196
      #dao: null
      #name: "navigation_parameters"
      #data: ""
      #type: "text"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: false
      #inherited: false
      name: "navigation_parameters"
      data: ""
      type: "text"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: false
      inherited: false
    }
    "navigation_relation" => Pimcore\Model\Property {#2195
      #dao: null
      #name: "navigation_relation"
      #data: ""
      #type: "text"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: false
      #inherited: false
      name: "navigation_relation"
      data: ""
      type: "text"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: false
      inherited: false
    }
    "navigation_tabindex" => Pimcore\Model\Property {#2194
      #dao: null
      #name: "navigation_tabindex"
      #data: ""
      #type: "text"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: false
      #inherited: false
      name: "navigation_tabindex"
      data: ""
      type: "text"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: false
      inherited: false
    }
    "navigation_target" => Pimcore\Model\Property {#2193
      #dao: null
      #name: "navigation_target"
      #data: null
      #type: "text"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: false
      #inherited: false
      name: "navigation_target"
      data: null
      type: "text"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: false
      inherited: false
    }
    "navigation_title" => Pimcore\Model\Property {#2192
      #dao: null
      #name: "navigation_title"
      #data: "Cost of Quality"
      #type: "text"
      #ctype: "document"
      #cpath: null
      #cid: 221
      #inheritable: false
      #inherited: false
      name: "navigation_title"
      data: "Cost of Quality"
      type: "text"
      ctype: "document"
      cpath: null
      cid: 221
      inheritable: false
      inherited: false
    }
  ]
  #id: 221
  #creationDate: 1683299941
  #modificationDate: 1683300145
  #versionCount: 4
  #userOwner: 19
  #locked: null
  #userModification: 19
  #parentId: 207
  #parent: null
  #_fulldump: false
  #dirtyFields: []
  -activeDispatchingEvents: []
  #fullPathCache: "/en/news/blog/cost-of-quality"
  #type: "page"
  #key: "cost-of-quality"
  #index: 5
  #published: true
  #children: []
  #siblings: []
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    "content:1.text-opening-body" => Pimcore\Model\Document\Editable\Wysiwyg {#3502
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        <p><strong>Mai 03, 2023</strong></p>\n
        \n
        <p>To maintain a competitive advantage and deliver high-quality pharmaceutical products over the long term, careful management of total cost of quality is essential. AI-powered proactive quality management can play an important role in keeping the total cost of quality under control.</p>\n
        \n
        <p>Quality management strives to continuously improve product quality and reduce failures by monitoring all areas of the production process. This comes with a cost (of quality) that companies need to invest in to assure product safety, comply with regulatory requirements while maintaining financial performance. According to the America Society for Quality Management, the cost of quality can make up to 15-20% of sales revenue.&nbsp;<br />\n
        The total cost of quality comprises of four factors: internal and external failures, appraisal costs and preventative costs. Internal failure costs occur with failures that are discovered before the customer receives a product or service. External failure costs occur for failures that are discovered after the customer has received a product or service. Assessment costs are costs associated with determining the degree of conformance to quality requirements, and prevention costs are incurred to avoid quality problems.</p>\n
        \n
        <p>Preventing failures requires controlled production processes with supplier audits, audits of production sites, evaluation of raw materials and finished products, as well as an overall assessment of risks and potential impacts on customers. These activities are labor intense, require manual effort and laborious collection of data.&nbsp;</p>\n
        \n
        <p>In addition, manual analysis of quality problems using traditional quality methods (e.g., 5-Why, Fishbone, FMEA) is no longer effective because they are increasingly intertwined with hardware and software. Customization and tailored configuration of products has vastly increased the types of quality issues. This leads to huge and diverse amounts of data with new failure patterns that are difficult to analyze.</p>\n
        \n
        <p>Powerful machine learning algorithms can help analyze complex quality data to provide valuable insights for product defect detection, analysis, and prevention. The following application areas can boost your quality cost performance:</p>\n
        \n
        <ul>\n
        \t<li><strong>Prevent incidents:</strong> Use AI models to identify quality trends and predict potentially high-risk issues before quality problems or product complaints occur.</li>\n
        \t<li><strong>Prioritize impact:</strong> Use predictive analytics to categorize and prioritize quality issues based on issue types, potential risks, and impact on customers.</li>\n
        \t<li><strong>Optimize workflows: </strong>Streamline the tracking of quality issues and create digital workflows to prevent recurrence, track corrective actions, and measure effectiveness.</li>\n
        \t<li><strong>Automate monitoring:</strong> Use advanced robotics and AI image analysis to automatically monitor production processes and inspect and test raw materials all the way to the finished product.</li>\n
        </ul>\n
        \n
        <p>Thanks to the in-depth analysis of quality data and the introduction of advanced manufacturing control technologies, quality costs can be significantly reduced. This allows companies to dedicate valuable resources to proactive quality, drive innovation, and reach the next level of quality maturity.<br />\n
        Feel free to contact us to learn more about the use of AI in quality management, our experts <a href="https://www.linkedin.com/in/humanriahi/">Dr. Human Riahi Asl</a> (Enterprise Quality Management Consultant) and <a href="https://www.linkedin.com/in/dr-matthias-ruediger/">Dr. Matthias Rüdiger</a> (Head of AI) will be pleased to answer your questions.</p>\n
        """
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        <p><strong>Mai 03, 2023</strong></p>\n
        \n
        <p>To maintain a competitive advantage and deliver high-quality pharmaceutical products over the long term, careful management of total cost of quality is essential. AI-powered proactive quality management can play an important role in keeping the total cost of quality under control.</p>\n
        \n
        <p>Quality management strives to continuously improve product quality and reduce failures by monitoring all areas of the production process. This comes with a cost (of quality) that companies need to invest in to assure product safety, comply with regulatory requirements while maintaining financial performance. According to the America Society for Quality Management, the cost of quality can make up to 15-20% of sales revenue.&nbsp;<br />\n
        The total cost of quality comprises of four factors: internal and external failures, appraisal costs and preventative costs. Internal failure costs occur with failures that are discovered before the customer receives a product or service. External failure costs occur for failures that are discovered after the customer has received a product or service. Assessment costs are costs associated with determining the degree of conformance to quality requirements, and prevention costs are incurred to avoid quality problems.</p>\n
        \n
        <p>Preventing failures requires controlled production processes with supplier audits, audits of production sites, evaluation of raw materials and finished products, as well as an overall assessment of risks and potential impacts on customers. These activities are labor intense, require manual effort and laborious collection of data.&nbsp;</p>\n
        \n
        <p>In addition, manual analysis of quality problems using traditional quality methods (e.g., 5-Why, Fishbone, FMEA) is no longer effective because they are increasingly intertwined with hardware and software. Customization and tailored configuration of products has vastly increased the types of quality issues. This leads to huge and diverse amounts of data with new failure patterns that are difficult to analyze.</p>\n
        \n
        <p>Powerful machine learning algorithms can help analyze complex quality data to provide valuable insights for product defect detection, analysis, and prevention. The following application areas can boost your quality cost performance:</p>\n
        \n
        <ul>\n
        \t<li><strong>Prevent incidents:</strong> Use AI models to identify quality trends and predict potentially high-risk issues before quality problems or product complaints occur.</li>\n
        \t<li><strong>Prioritize impact:</strong> Use predictive analytics to categorize and prioritize quality issues based on issue types, potential risks, and impact on customers.</li>\n
        \t<li><strong>Optimize workflows: </strong>Streamline the tracking of quality issues and create digital workflows to prevent recurrence, track corrective actions, and measure effectiveness.</li>\n
        \t<li><strong>Automate monitoring:</strong> Use advanced robotics and AI image analysis to automatically monitor production processes and inspect and test raw materials all the way to the finished product.</li>\n
        </ul>\n
        \n
        <p>Thanks to the in-depth analysis of quality data and the introduction of advanced manufacturing control technologies, quality costs can be significantly reduced. This allows companies to dedicate valuable resources to proactive quality, drive innovation, and reach the next level of quality maturity.<br />\n
        Feel free to contact us to learn more about the use of AI in quality management, our experts <a href="https://www.linkedin.com/in/humanriahi/">Dr. Human Riahi Asl</a> (Enterprise Quality Management Consultant) and <a href="https://www.linkedin.com/in/dr-matthias-ruediger/">Dr. Matthias Rüdiger</a> (Head of AI) will be pleased to answer your questions.</p>\n
        """
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routeDocument 
Pimcore\Routing\DocumentRoute {#2218
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  -compiled: Symfony\Component\Routing\CompiledRoute {#2185 …}
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          <p><strong>Mai 03, 2023</strong></p>\n
          \n
          <p>To maintain a competitive advantage and deliver high-quality pharmaceutical products over the long term, careful management of total cost of quality is essential. AI-powered proactive quality management can play an important role in keeping the total cost of quality under control.</p>\n
          \n
          <p>Quality management strives to continuously improve product quality and reduce failures by monitoring all areas of the production process. This comes with a cost (of quality) that companies need to invest in to assure product safety, comply with regulatory requirements while maintaining financial performance. According to the America Society for Quality Management, the cost of quality can make up to 15-20% of sales revenue.&nbsp;<br />\n
          The total cost of quality comprises of four factors: internal and external failures, appraisal costs and preventative costs. Internal failure costs occur with failures that are discovered before the customer receives a product or service. External failure costs occur for failures that are discovered after the customer has received a product or service. Assessment costs are costs associated with determining the degree of conformance to quality requirements, and prevention costs are incurred to avoid quality problems.</p>\n
          \n
          <p>Preventing failures requires controlled production processes with supplier audits, audits of production sites, evaluation of raw materials and finished products, as well as an overall assessment of risks and potential impacts on customers. These activities are labor intense, require manual effort and laborious collection of data.&nbsp;</p>\n
          \n
          <p>In addition, manual analysis of quality problems using traditional quality methods (e.g., 5-Why, Fishbone, FMEA) is no longer effective because they are increasingly intertwined with hardware and software. Customization and tailored configuration of products has vastly increased the types of quality issues. This leads to huge and diverse amounts of data with new failure patterns that are difficult to analyze.</p>\n
          \n
          <p>Powerful machine learning algorithms can help analyze complex quality data to provide valuable insights for product defect detection, analysis, and prevention. The following application areas can boost your quality cost performance:</p>\n
          \n
          <ul>\n
          \t<li><strong>Prevent incidents:</strong> Use AI models to identify quality trends and predict potentially high-risk issues before quality problems or product complaints occur.</li>\n
          \t<li><strong>Prioritize impact:</strong> Use predictive analytics to categorize and prioritize quality issues based on issue types, potential risks, and impact on customers.</li>\n
          \t<li><strong>Optimize workflows: </strong>Streamline the tracking of quality issues and create digital workflows to prevent recurrence, track corrective actions, and measure effectiveness.</li>\n
          \t<li><strong>Automate monitoring:</strong> Use advanced robotics and AI image analysis to automatically monitor production processes and inspect and test raw materials all the way to the finished product.</li>\n
          </ul>\n
          \n
          <p>Thanks to the in-depth analysis of quality data and the introduction of advanced manufacturing control technologies, quality costs can be significantly reduced. This allows companies to dedicate valuable resources to proactive quality, drive innovation, and reach the next level of quality maturity.<br />\n
          Feel free to contact us to learn more about the use of AI in quality management, our experts <a href="https://www.linkedin.com/in/humanriahi/">Dr. Human Riahi Asl</a> (Enterprise Quality Management Consultant) and <a href="https://www.linkedin.com/in/dr-matthias-ruediger/">Dr. Matthias Rüdiger</a> (Head of AI) will be pleased to answer your questions.</p>\n
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          <p><strong>Mai 03, 2023</strong></p>\n
          \n
          <p>To maintain a competitive advantage and deliver high-quality pharmaceutical products over the long term, careful management of total cost of quality is essential. AI-powered proactive quality management can play an important role in keeping the total cost of quality under control.</p>\n
          \n
          <p>Quality management strives to continuously improve product quality and reduce failures by monitoring all areas of the production process. This comes with a cost (of quality) that companies need to invest in to assure product safety, comply with regulatory requirements while maintaining financial performance. According to the America Society for Quality Management, the cost of quality can make up to 15-20% of sales revenue.&nbsp;<br />\n
          The total cost of quality comprises of four factors: internal and external failures, appraisal costs and preventative costs. Internal failure costs occur with failures that are discovered before the customer receives a product or service. External failure costs occur for failures that are discovered after the customer has received a product or service. Assessment costs are costs associated with determining the degree of conformance to quality requirements, and prevention costs are incurred to avoid quality problems.</p>\n
          \n
          <p>Preventing failures requires controlled production processes with supplier audits, audits of production sites, evaluation of raw materials and finished products, as well as an overall assessment of risks and potential impacts on customers. These activities are labor intense, require manual effort and laborious collection of data.&nbsp;</p>\n
          \n
          <p>In addition, manual analysis of quality problems using traditional quality methods (e.g., 5-Why, Fishbone, FMEA) is no longer effective because they are increasingly intertwined with hardware and software. Customization and tailored configuration of products has vastly increased the types of quality issues. This leads to huge and diverse amounts of data with new failure patterns that are difficult to analyze.</p>\n
          \n
          <p>Powerful machine learning algorithms can help analyze complex quality data to provide valuable insights for product defect detection, analysis, and prevention. The following application areas can boost your quality cost performance:</p>\n
          \n
          <ul>\n
          \t<li><strong>Prevent incidents:</strong> Use AI models to identify quality trends and predict potentially high-risk issues before quality problems or product complaints occur.</li>\n
          \t<li><strong>Prioritize impact:</strong> Use predictive analytics to categorize and prioritize quality issues based on issue types, potential risks, and impact on customers.</li>\n
          \t<li><strong>Optimize workflows: </strong>Streamline the tracking of quality issues and create digital workflows to prevent recurrence, track corrective actions, and measure effectiveness.</li>\n
          \t<li><strong>Automate monitoring:</strong> Use advanced robotics and AI image analysis to automatically monitor production processes and inspect and test raw materials all the way to the finished product.</li>\n
          </ul>\n
          \n
          <p>Thanks to the in-depth analysis of quality data and the introduction of advanced manufacturing control technologies, quality costs can be significantly reduced. This allows companies to dedicate valuable resources to proactive quality, drive innovation, and reach the next level of quality maturity.<br />\n
          Feel free to contact us to learn more about the use of AI in quality management, our experts <a href="https://www.linkedin.com/in/humanriahi/">Dr. Human Riahi Asl</a> (Enterprise Quality Management Consultant) and <a href="https://www.linkedin.com/in/dr-matthias-ruediger/">Dr. Matthias Rüdiger</a> (Head of AI) will be pleased to answer your questions.</p>\n
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