{"id":2416,"date":"2026-05-13T14:47:03","date_gmt":"2026-05-13T11:47:03","guid":{"rendered":"https:\/\/marshallai.com\/?page_id=2416"},"modified":"2026-11-03T22:49:39","modified_gmt":"2026-11-03T20:49:39","slug":"industrie-qualitatsmanagement-manufacturing-industrial-quality-management","status":"publish","type":"page","link":"https:\/\/marshallai.com\/de\/industries\/manufacturing-industrial-qa\/","title":{"rendered":"Produktion und industrielle Qualit\u00e4tssicherung"},"content":{"rendered":"<div class=\"mai-section gb-element-7c77d488 first-section\">\n<div class=\"mai-container_inner-content gb-element-3c142d71\">\n<div class=\"gb-element-3ef954b0 mai-reveal\">\n<div class=\"gb-element-5b2eb2c1\"><nav style=\"--separator: &quot;\/&quot;\" class=\"wp-block-breadcrumbs\" aria-label=\"Navigationspfad\"><ol><li><a href=\"https:\/\/marshallai.com\/de\/\">Start<\/a><\/li><li><a href=\"https:\/\/marshallai.com\/de\/industries\/\">Industrien<\/a><\/li><li><span aria-current=\"page\">Produktion und industrielle Qualit\u00e4tssicherung<\/span><\/li><\/ol><\/nav><\/div>\n\n\n\n<h1 class=\"gb-text mai-headline\">Fehler bei der Liniengeschwindigkeit erkennen<\/h1>\n\n\n\n<p class=\"gb-text\">Verwandeln Sie Ihre Expertise in eine Hochgeschwindigkeitsneuronalen Netzwerk in wenigen Stunden. Entfernen Sie falsche R\u00fcckschl\u00fcsse und erkennen Sie Sub-Millimeterfehler mithilfe automatischer optischer Inspektion, ohne eine einzige Zeile Code zu schreiben.<\/p>\n\n\n\n<div class=\"gb-element-fe993c51\">\n<a class=\"gb-text gb-text-40ab59ad mai-btn-primary\" href=\"https:\/\/marshallai.com\/de\/kontakt\/\">Bitten Sie um eine Demo<\/a>\n\n\n\n<a class=\"gb-text mai-btn-secondary\" href=\"https:\/\/marshallai.com\/de\/fallstudien\/\">Case Studies ansehen<\/a>\n<\/div>\n<\/div>\n\n\n\n<div>\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6aee17342b86f&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6aee17342b86f\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"858\" height=\"900\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_rigged-setup_example-1-858x900.webp\" alt=\"\" class=\"wp-image-2945\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_rigged-setup_example-1-858x900.webp 858w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_rigged-setup_example-1-476x500.webp 476w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_rigged-setup_example-1-768x806.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_rigged-setup_example-1.webp 1313w\" sizes=\"auto, (max-width: 858px) 100vw, 858px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\tdata-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.thisImage.buttonRight\"\n\t\t\tdata-wp-style--top=\"state.thisImage.buttonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><figcaption class=\"wp-element-caption\">CAD-Modell einer visuellen Inspektionsstation von MarshallAI, die an eine Produktionslinie geliefert wurde<\/figcaption><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-207c56eb\">\n<div class=\"mai-container_inner-content gb-element-0ed52b43\">\n<div class=\"gb-element-367c01c4\">\n<div class=\"gb-text gb-text-a7fb84b8 mai-eyebrow\">Vertraut von<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-0fbd3479\">\n<div>\n<img decoding=\"async\" class=\"gb-media-bc9dbb95\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Hartwall-logo-svg.svg\" alt=\"\" title=\"Hartwall-Logo svg\"\/>\n<\/div>\n\n\n\n<div>\n<img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"80\" class=\"gb-media-86b01c58\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Taerosol-logo.png\" alt=\"\" title=\"Logo von Taerosol\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Taerosol-logo.png 400w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Taerosol-logo-300x60.png 300w\" sizes=\"auto, (max-width: 400px) 100vw, 400px\" \/>\n<\/div>\n\n\n\n<div>\n<img loading=\"lazy\" decoding=\"async\" width=\"695\" height=\"80\" class=\"gb-media-5a172836\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Turvanasta-logo.png\" alt=\"\" title=\"Logo von Turvanas\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Turvanasta-logo.png 695w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Turvanasta-logo-300x35.png 300w\" sizes=\"auto, (max-width: 695px) 100vw, 695px\" \/>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section\">\n<div class=\"mai-container_inner-content gb-element-c47aa3ea\">\n<div class=\"gb-element-9e0b1d8b mai-reveal\">\n<div>\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Fehlererkennung<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text mai-list-content\">Erfassen Sie Mikrorisse, Oberfl\u00e4chenfehler und Unebenheiten mit einer Geschwindigkeit von 2.500 Einheiten\/min <a href=\"https:\/\/marshallai.com\/de\/losungen\/automatischer-optischer-inspektor-aoi\/\" data-type=\"page\" data-id=\"2426\">Automatischer optischer Inspektor<\/a>.<\/p>\n<\/div>\n\n\n\n<div>\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Pr\u00fcfung der Montage<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text mai-list-content\">Sorgen Sie f\u00fcr eine 100%-ige Komponentennachverfolgung und die korrekte Ausrichtung. Eliminieren Sie manuelle Kontrollen komplexer Baugruppen.<\/p>\n<\/div>\n\n\n\n<div>\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Etiketten und Verpackungen<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text mai-list-content\">Verifizieren Sie Barcodes und Ablauf-\/Batchcodes mithilfe fortschrittlicher OCR-Technologie, um die Einhaltung der Vorschriften zu gew\u00e4hrleisten.<\/p>\n<\/div>\n\n\n\n<div>\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Ausbeute und Durchsatz<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text mai-list-content\">\u00dcber die Kamera\u00fcbertragung k\u00f6nnen Sie OEE \u00fcberwachen, die Anzahl der Einheiten z\u00e4hlen und Engp\u00e4sse sofort erkennen.<\/p>\n<\/div>\n\n\n\n<div>\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Materialsortierung<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text mai-list-content\">Rohmaterialien (Holz, Erzeugnisse, Textilien) werden automatisch nach visueller Qualit\u00e4t, Gr\u00f6\u00dfe und Farbe sortiert.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-9561e5ed mai-reveal\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"765\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins-1024x765.png\" alt=\"\" class=\"wp-image-370\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins-1024x765.png 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins-300x224.png 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins-768x573.png 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins-1536x1147.png 1536w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins-2048x1529.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Inspektion von kleinen Teilen<\/figcaption><\/figure>\n\n\n\n<div style=\"height:12px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1448\" height=\"576\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_optical_character-recognition2.webp\" alt=\"\" class=\"wp-image-2628\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_optical_character-recognition2.webp 1448w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_optical_character-recognition2-500x199.webp 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_optical_character-recognition2-768x306.webp 768w\" sizes=\"auto, (max-width: 1448px) 100vw, 1448px\" \/><figcaption class=\"wp-element-caption\">OCR mit KI aus einer Aluminiumdose<\/figcaption><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section\">\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-11a23417\">\n<div>\n<h2 class=\"gb-text mai-headline mai-reveal\">Die MarshallAI-Schl\u00fcsselfertl\u00f6sung<\/h2>\n\n\n\n<p class=\"gb-text\">Basierend auf der Problematik, die wir l\u00f6sen, und dem Einsatzumfeld entwickeln wir die optimale Sensoring- und Rigging-L\u00f6sung.<br>Unsere typische L\u00f6sung besteht aus:<\/p>\n<\/div>\n\n\n\n<div><\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-093901d8\">\n<div>\n<div class=\"gb-accordion\" data-transition=\"slide\" data-accordion-multiple-open=\"true\">\n<div class=\"gb-accordion__item mai-accordion-item\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle mai-accordion-toggle\" id=\"gb-accordion-toggle-d08f2354\">\n<span class=\"gb-text mai-accordion-title\">MarshallAI-Lizenz<\/span>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-1b3bc4cf\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-10102606\">\n<div class=\"gb-element-9f513d5f\">\n<p class=\"gb-text mai-accordion-text\">Unser Zero-Code-Algorithmus f\u00fcr die Erkennung von Objekten in Bildern und der nodebasierte Pipeline-Manager f\u00fcr die Echtzeit-Modellanpassung.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item mai-accordion-item\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle mai-accordion-toggle\" id=\"gb-accordion-toggle-0c835d04\">\n<span class=\"gb-text mai-accordion-title\">Kameras &amp; Sensoren<\/span>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-18d3be20\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-ad2b1eb3\">\n<div class=\"gb-element-d088a03b\">\n<p class=\"gb-text mai-accordion-text\">Passende High-Speed-Global-Shutter-Kameras von zuverl\u00e4ssigen Marken wie Basler, IDS, Teledyne oder Allied Vision. Alternativ verwenden wir Ihre bestehenden Kameras.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item mai-accordion-item\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle mai-accordion-toggle\" id=\"gb-accordion-toggle-f4fcc042\">\n<span class=\"gb-text mai-accordion-title\">Beleuchtung<\/span>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-7997f315\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-208bd4ef\">\n<div class=\"gb-element-7a540c51\">\n<p class=\"gb-text mai-accordion-text\">Geeignet f\u00fcr streulichtende, kontinuierliche oder koaxiale Beleuchtung.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item mai-accordion-item\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle mai-accordion-toggle\" id=\"gb-accordion-toggle-30263073\">\n<span class=\"gb-text mai-accordion-title\">Verarbeitungseinheit<\/span>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-84c2dcd7\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-4f6062a1\">\n<div class=\"gb-element-41c66262\">\n<p class=\"gb-text mai-accordion-text\">Industrielle Hochleistungsrecheneinheit, entwickelt f\u00fcr eine nachhaltige und extrem geringe Latenz bei der Verarbeitung von Edge-AI-Anwendungen.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item mai-accordion-item\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle mai-accordion-toggle\" id=\"gb-accordion-toggle-85e3a785\">\n<span class=\"gb-text mai-accordion-title\">Sichere Gateway<\/span>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-13a9e355\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-58435605\">\n<div class=\"gb-element-9b33ad66\">\n<p class=\"gb-text mai-accordion-text\">Industrieller Router mit verschl\u00fcsselter VPN-Verbindung und mobiler Konnektivit\u00e4t.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item mai-accordion-item\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle mai-accordion-toggle\" id=\"gb-accordion-toggle-f14621e2\">\n<span class=\"gb-text mai-accordion-title\">Robustes Geh\u00e4use f\u00fcr Hardware<\/span>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-975025f8\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-e84bcb40\">\n<div class=\"gb-element-f4c0f75a\">\n<p class=\"gb-text mai-accordion-text\">Das robuste, sp\u00fclwassergesch\u00fctzte Geh\u00e4use sch\u00fctzt die Kamera\/die Sensoren und andere Komponenten vor Staub, Feuchtigkeit, Hitze und Partikeln.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item mai-accordion-item\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle mai-accordion-toggle\" id=\"gb-accordion-toggle-eb0aa023\">\n<span class=\"gb-text mai-accordion-title\">Leistungsmanagement<\/span>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-3cdbd53b\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-6e00bb2d\">\n<div class=\"gb-element-d8301e3a\">\n<p class=\"gb-text mai-accordion-text\">Ein integrierter Notstromversorgungsger\u00e4t (UPS), das eine robuste \u00dcberspannungsschutzeinrichtung und automatisierte Funktionen zur Fernstromversorgung bietet.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item mai-accordion-item\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle mai-accordion-toggle\" id=\"gb-accordion-toggle-cb5ea7ae\">\n<span class=\"gb-text mai-accordion-title\">Verst\u00e4rkungssysteme, Verkabelung und Installation<\/span>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-be849640\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-88c343fe\">\n<div class=\"gb-element-ff25c5ce\">\n<p class=\"gb-text mai-accordion-text\">Komplett-Einbaukit inklusive verarbeitungsfertiger, sp\u00fclwasserfesten Befestigungstechnik, geschirmter Verkabelung und vollst\u00e4ndiger struktureller Installation.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-889ddbb8\">\n<div style=\"height:12px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6aee17342de3d&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6aee17342de3d\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1536\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/2026-5_MarshallAI_illustration_core-bundle-manufacturing-overlays-v5-edited.webp\" alt=\"\" class=\"wp-image-2676\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/2026-5_MarshallAI_illustration_core-bundle-manufacturing-overlays-v5-edited.webp 2048w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/2026-5_MarshallAI_illustration_core-bundle-manufacturing-overlays-v5-edited-500x375.webp 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/2026-5_MarshallAI_illustration_core-bundle-manufacturing-overlays-v5-edited-1200x900.webp 1200w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/2026-5_MarshallAI_illustration_core-bundle-manufacturing-overlays-v5-edited-768x576.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/2026-5_MarshallAI_illustration_core-bundle-manufacturing-overlays-v5-edited-1536x1152.webp 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\tdata-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.thisImage.buttonRight\"\n\t\t\tdata-wp-style--top=\"state.thisImage.buttonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><figcaption class=\"wp-element-caption\">Die MarshallAI-L\u00f6sung umfasst alle notwendigen Hardware-, Software- und Rigging-Komponenten.<\/figcaption><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section\">\n<h2 class=\"gb-text gb-text-006c1760 mai-headline mai-reveal\">Entwickelt f\u00fcr die Qualit\u00e4tssicherung im industriellen Umfeld<\/h2>\n\n\n\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-b912bdcb\">\n<div class=\"gb-element-e58c60ec\">\n<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"902\" class=\"gb-media-31ad73a3\" alt=\"\" title=\"MAI-Icon-Performance-Trans-v2\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-performance-trans-v2.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-performance-trans-v2.webp 900w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-performance-trans-v2-300x300.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-performance-trans-v2-150x150.webp 150w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-performance-trans-v2-768x770.webp 768w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/>\n\n\n\n<h2 class=\"gb-text\">Ultra-Hochgeschwindigkeit<\/h2>\n\n\n\n<p class=\"gb-text\">Inline-Erkennung f\u00fcr bis zu 2.500 Einheiten pro Minute. Halten Sie mit Ihren schnellsten Produktionslinien Schritt, ohne Engp\u00e4sse zu erleben.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-ef2d39cd\">\n<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"900\" class=\"gb-media-d4a2a5cb\" alt=\"\" title=\"MAI-Symbol-finnisch\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-finnish.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-finnish.webp 900w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-finnish-300x300.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-finnish-150x150.webp 150w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-finnish-768x768.webp 768w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/>\n\n\n\n<h2 class=\"gb-text\">Sub-Millimeter-Genauigkeit<\/h2>\n\n\n\n<p class=\"gb-text\">Identifizieren Sie Kratzer, Dellen oder Montagefehler, die mit blo\u00dfem Auge nicht sichtbar sind.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-6b3c2c98\">\n<img decoding=\"async\" class=\"gb-media-9c399266\" alt=\"\" title=\"MAI-icon-nodebased-trans-v2\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-nodebased-trans-v2.svg\"\/>\n\n\n\n<h2 class=\"gb-text\">Hochmix-tauglich<\/h2>\n\n\n\n<p class=\"gb-text\">Schnelle Umstellungen. Erstellen Sie innerhalb von Minuten neue Modelle f\u00fcr verschiedene Produktvarianten, nicht wochenlang.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-5ed1f395\">\n<img decoding=\"async\" class=\"gb-media-0b193b11\" alt=\"\" title=\"MAI-Icon-Security-Shield-Trans\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-security-shield-trans.svg\"\/>\n\n\n\n<h2 class=\"gb-text\">Datenschutz<\/h2>\n\n\n\n<p class=\"gb-text\">Ihre propriet\u00e4ren Produktionsdaten verlassen niemals den Werksgel\u00e4nde. 100 % Verarbeitung vor Ort.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-f08846bc\">\n<img decoding=\"async\" class=\"gb-media-4ed66ce0\" alt=\"\" title=\"MAI-Icon-Multimodal-Trans-v2\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-multimodal-trans-v2.svg\"\/>\n\n\n\n<h2 class=\"gb-text\">Direktbet\u00e4tigung<\/h2>\n\n\n\n<p class=\"gb-text\">Nicht nur erfasst, sondern reagiert: MarshallAI aktiviert physische Abwehrmittel, Gates oder PLCs mit nahezu null Latenzzeit.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section\">\n<h2 class=\"gb-text gb-text-ae80cab8 mai-headline mai-reveal\">Automatisieren von Prozessen mit fortschrittlicher Computervision<\/h2>\n\n\n\n<div class=\"gb-element-aaf8cc11\">\n<div class=\"cap-grid\">\n      <!-- 1. DEFECT DETECTION -->\n      <div class=\"cap-card\" style=\"--cap-color: var(--mai-accent); transition-delay: 0s;\">\n        <div class=\"cap-glow\"><\/div>\n        <div class=\"cap-icon-wrap\">\n          <svg width=\"22\" height=\"22\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <circle cx=\"11\" cy=\"11\" r=\"8\"\/>\n            <line x1=\"21\" y1=\"21\" x2=\"16.65\" y2=\"16.65\"\/>\n            <line x1=\"11\" y1=\"8\" x2=\"11\" y2=\"14\"\/>\n            <line x1=\"8\" y1=\"11\" x2=\"14\" y2=\"11\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"cap-verb\">Fehlererkennung<\/div>\n        <div class=\"cap-desc\">Identifizieren Sie Mikrorisse, Oberfl\u00e4chenfehler und strukturelle M\u00e4ngel bei voller Liniengeschwindigkeit, bevor die besch\u00e4digten Teile in die n\u00e4chste Fertigungsphase gelangen.<\/div>\n      <\/div>\n\n      <!-- 2. ASSEMBLY VERIFICATION -->\n      <div class=\"cap-card\" style=\"--cap-color: var(--mai-accent); transition-delay: 0.08s;\">\n        <div class=\"cap-glow\"><\/div>\n        <div class=\"cap-icon-wrap\">\n          <svg width=\"22\" height=\"22\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <polyline points=\"9 11 12 14 22 4\"\/>\n            <path d=\"M21 12v7a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2V5a2 2 0 0 1 2-2h11\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"cap-verb\">Pr\u00fcfung der Montage<\/div>\n        <div class=\"cap-desc\">Vergewissern Sie sich, dass alle Komponenten vorhanden sind, richtig ausgerichtet und ordnungsgem\u00e4\u00df montiert sind. Eliminieren Sie manuelle Kontrollen bei komplexen, mehrteiligen Baugruppen.<\/div>\n      <\/div>\n\n      <!-- 3. LABEL & PACKAGING -->\n      <div class=\"cap-card\" style=\"--cap-color: var(--mai-accent); transition-delay: 0.16s;\">\n        <div class=\"cap-glow\"><\/div>\n        <div class=\"cap-icon-wrap\">\n          <svg width=\"22\" height=\"22\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <path d=\"M3 7V5a2 2 0 0 1 2-2h2\"\/>\n            <path d=\"M17 3h2a2 2 0 0 1 2 2v2\"\/>\n            <path d=\"M21 17v2a2 2 0 0 1-2 2h-2\"\/>\n            <path d=\"M7 21H5a2 2 0 0 1-2-2v-2\"\/>\n            <line x1=\"7\" y1=\"12\" x2=\"17\" y2=\"12\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"cap-verb\">Etiketten und Verpackungen<\/div>\n        <div class=\"cap-desc\">Barcode-Validierung, OCR-Text-Lesung (Datum\/Batchcodes) und Erkennung von fehlenden oder verzerrenden Etiketten gew\u00e4hrleisten die vollst\u00e4ndige Compliance in der FMCG- und Pharmabranche.<\/div>\n      <\/div>\n\n      <!-- 4. YIELD & THROUGHPUT -->\n      <div class=\"cap-card\" style=\"--cap-color: var(--mai-accent); transition-delay: 0.24s;\">\n        <div class=\"cap-glow\"><\/div>\n        <div class=\"cap-icon-wrap\">\n          <svg width=\"22\" height=\"22\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <line x1=\"18\" y1=\"20\" x2=\"18\" y2=\"10\"\/>\n            <line x1=\"12\" y1=\"20\" x2=\"12\" y2=\"4\"\/>\n            <line x1=\"6\"  y1=\"20\" x2=\"6\"  y2=\"14\"\/>\n            <rect x=\"2\" y=\"2\" width=\"20\" height=\"20\" rx=\"2\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"cap-verb\">Ausbeute und Durchsatz<\/div>\n        <div class=\"cap-desc\">Erstellen Sie Echtzeit-Produktionsstatistiken ohne PLC-Integration. Identifizieren Sie Engp\u00e4sse, z\u00e4hlen Sie Einheiten und \u00fcberwachen Sie die OEE sofort \u00fcber Kamerafeeds.<\/div>\n      <\/div>\n\n      <!-- 5. MATERIAL GRADING -->\n      <div class=\"cap-card\" style=\"--cap-color: var(--mai-accent); transition-delay: 0.32s;\">\n        <div class=\"cap-glow\"><\/div>\n        <div class=\"cap-icon-wrap\">\n          <svg width=\"22\" height=\"22\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <polygon points=\"12 2 2 7 12 12 22 7 12 2\"\/>\n            <polyline points=\"2 17 12 22 22 17\"\/>\n            <polyline points=\"2 12 12 17 22 12\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"cap-verb\">Materialsortierung<\/div>\n        <div class=\"cap-desc\">Automatischer Klassifizierung und Sortierung von variablen Rohmaterialien wie Holz, landwirtschaftlichen Erzeugnissen oder Textilien basierend auf visuellen Qualit\u00e4ts-, Gr\u00f6\u00dfen- und Farbregeln.<\/div>\n      <\/div>\n\n      <!-- 6. SAFETY COMPLIANCE -->\n      <div class=\"cap-card\" style=\"--cap-color: var(--mai-accent); transition-delay: 0.40s;\">\n        <div class=\"cap-glow\"><\/div>\n        <div class=\"cap-icon-wrap\">\n          <svg width=\"22\" height=\"22\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <path d=\"M12 22s8-4 8-10V5l-8-3-8 3v7c0 6 8 10 8 10z\"\/>\n            <line x1=\"12\" y1=\"8\" x2=\"12\" y2=\"12\"\/>\n            <circle cx=\"12\" cy=\"16\" r=\"1\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"cap-verb\">Compliance mit den Sicherheitsstandards<\/div>\n        <div class=\"cap-desc\">\u00dcberwachen Sie die Fabriken f\u00fcr Verst\u00f6\u00dfe gegen die Einhaltung der Schutzausr\u00fcstung (Helm, Westen), und setzen Sie sofort Maschinenstillstand ein, wenn Personal in Sperr- oder Gefahrenzonen eintrifft.<\/div>\n      <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-62641e3d\">\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-62143277\">\n<h2 class=\"gb-text gb-text-d1064ca6 mai-headline mai-reveal\">Nachgewiesene L\u00f6sungen f\u00fcr <em>Fertigung<\/em><\/h2>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-container_inner-content\">\n<div><ul class=\"gbp-list--unstyled gb-looper-5cf487fa\">\n<li class=\"gb-loop-item post-853 case-study type-case-study status-publish has-post-thumbnail hentry category-cosmetic-manufacturing category-quality-assurance tag-aerosol-manufacturing tag-case-study tag-computer-vision tag-cosmetic-manufacturing tag-defect-detection tag-edge-computing tag-machine-vision tag-quality-assurance\">\n<article class=\"mai-card-article gb-element-ff0abb7c\">\n<a href=\"https:\/\/marshallai.com\/de\/case-study\/taerosol-automated-qa-in-high-mix-manufacturing\/\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"512\" alt=\"\" data-media-id=\"4239\" class=\"gb-media-264cf724\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/09\/MarshallAI_inspection-station_P1042518-Large-768x512.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/09\/MarshallAI_inspection-station_P1042518-Large-768x512.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/09\/MarshallAI_inspection-station_P1042518-Large-500x333.webp 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/09\/MarshallAI_inspection-station_P1042518-Large-18x12.webp 18w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/09\/MarshallAI_inspection-station_P1042518-Large.webp 1280w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a>\n\n\n\n<div class=\"gb-element-b7e65b9a\">\n<span class=\"gb-text mai-card-article-title\"><a href=\"https:\/\/marshallai.com\/de\/case-study\/taerosol-automated-qa-in-high-mix-manufacturing\/\">Qualit\u00e4tskontrolle in einer hochmixigen Fertigung meistern: Schnelle Umr\u00fcstungen und &gt;99%-ige Genauigkeit bei Taerosol<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">Die Auftragsfertigung und die h\u00e4ufigen Produktwechsel bedeuteten fr\u00fcher eine st\u00e4ndige Herausforderung bei der Bew\u00e4ltigung von Qualit\u00e4tssicherungsengp\u00e4ssen. Entdecken Sie, wie Taerosol seine Kosmetiklinie mit einem schnell anpassungsf\u00e4higen KI-System ausgestattet hat, das \u00fcber 99 % der komplexen Etiketten- und Verpackungsfehler erkennt.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<p class=\"gb-text mai-article-card-tag\"><span>Kosmetische Produktion<\/span> <span>Qualit\u00e4tskontrolle<\/span><\/p>\n<\/div>\n<\/div>\n<\/article>\n<\/li>\n\n<li class=\"gb-loop-item post-2282 case-study type-case-study status-publish has-post-thumbnail hentry category-beverage-industry category-quality-assurance tag-beverage-industry tag-case-study tag-defect-detection tag-drinks-industry tag-edge-computing tag-label-verification tag-quality-assurance tag-rogue-can\">\n<article class=\"mai-card-article gb-element-ff0abb7c\">\n<a href=\"https:\/\/marshallai.com\/de\/case-study\/eliminating-rogue-cans-high-speed-edge-ai-qa-in-beverage-manufacturing\/\"><img loading=\"lazy\" decoding=\"async\" width=\"663\" height=\"634\" alt=\"\" data-media-id=\"4025\" class=\"gb-media-264cf724\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/09\/image.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/09\/image.webp 663w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/09\/image-500x478.webp 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/09\/image-13x12.webp 13w\" sizes=\"auto, (max-width: 663px) 100vw, 663px\" \/><\/a>\n\n\n\n<div class=\"gb-element-b7e65b9a\">\n<span class=\"gb-text mai-card-article-title\"><a href=\"https:\/\/marshallai.com\/de\/case-study\/eliminating-rogue-cans-high-speed-edge-ai-qa-in-beverage-manufacturing\/\">Rogue-Kanister eliminieren: Hochgeschwindigkeits-QA in der Getr\u00e4nkeherstellung<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">Ein globaler Getr\u00e4nkehersteller hat 15 Jahre lang versucht, \u201cverr\u00fcckte Dosen\u201d auf seinen Hochgeschwindigkeits-F\u00fcllanlagen zuverl\u00e4ssig zu erkennen. Entdecken Sie, wie MarshallAI ein Edge-Vision-System mit minimaler Latenz einsetzte, um 2.500 Dosen pro Minute zu inspizieren und so unzureichende Produkte sowie kostspielige mechanische St\u00f6rungen mit nahezu perfekter Pr\u00e4zision zu verhindern.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<p class=\"gb-text mai-article-card-tag\"><span>Getr\u00e4nkeindustrie<\/span> <span>Qualit\u00e4tskontrolle<\/span><\/p>\n<\/div>\n<\/div>\n<\/article>\n<\/li>\n\n<li class=\"gb-loop-item post-2213 case-study type-case-study status-publish has-post-thumbnail hentry category-manufacturing category-quality-assurance tag-case-study tag-computer-vision tag-defect-detection tag-edge-computing tag-false-reject-reduction tag-high-speed-inspection tag-machine-vision tag-manufacturing tag-metal-manufacturing tag-quality-assurance tag-sub-millimeter-precision\">\n<article class=\"mai-card-article gb-element-ff0abb7c\">\n<a href=\"https:\/\/marshallai.com\/de\/case-study\/turvanasta-sub-millimeter-defect-detection\/\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"455\" alt=\"\" data-media-id=\"2172\" class=\"gb-media-264cf724\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI-turvanasta-studs2-768x455.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI-turvanasta-studs2-768x455.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI-turvanasta-studs2-300x178.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI-turvanasta-studs2-1024x607.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI-turvanasta-studs2.webp 1046w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a>\n\n\n\n<div class=\"gb-element-b7e65b9a\">\n<span class=\"gb-text mai-card-article-title\"><a href=\"https:\/\/marshallai.com\/de\/case-study\/turvanasta-sub-millimeter-defect-detection\/\">Qualit\u00e4tskontrolle im Sub-Millimeterbereich in gro\u00dfem Ma\u00dfstab: Sicherung der Ertragssicherheit f\u00fcr Turvanasta<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">Legacy-Vision-Systeme verworfenen perfekt geeignetes Material. Entdecken Sie, wie MarshallAI eine Edge-Computing-L\u00f6sung implementierte, um falsche Ablehnungen zu eliminieren und Hunderte Millionen von Sub-Millimeter-Metallelementen mit absoluter Pr\u00e4zision zu pr\u00fcfen.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<p class=\"gb-text mai-article-card-tag\"><span>Fertigung<\/span> <span>Qualit\u00e4tskontrolle<\/span><\/p>\n<\/div>\n<\/div>\n<\/article>\n<\/li>\n<\/ul><\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Catch defects at line speed Translate your expertise into a high-speed neural network in hours. Eliminate false rejects and catch sub-millimeter defects using automated optical inspection without writing a single line of code. Request a demo View Case Studies Trusted by Defect Detection Catch micro-cracks, surface blemishes, and flaws at 2,500 units\/min using Automated Optical &#8230; <a title=\"Produktion und industrielle Qualit\u00e4tssicherung\" class=\"read-more\" href=\"https:\/\/marshallai.com\/de\/industries\/manufacturing-industrial-qa\/\" aria-label=\"Mehr Informationen \u00fcber Manufacturing &amp; Industrial QA\">Weiterlesen<\/a><\/p>","protected":false},"author":1,"featured_media":2477,"parent":2393,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"content-type":"","page_theme":"","footnotes":""},"class_list":["post-2416","page","type-page","status-publish","has-post-thumbnail"],"_links":{"self":[{"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/pages\/2416","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/comments?post=2416"}],"version-history":[{"count":15,"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/pages\/2416\/revisions"}],"predecessor-version":[{"id":3536,"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/pages\/2416\/revisions\/3536"}],"up":[{"embeddable":true,"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/pages\/2393"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/media\/2477"}],"wp:attachment":[{"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/media?parent=2416"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}