{"id":3086,"date":"2026-06-18T16:44:54","date_gmt":"2026-06-18T13:44:54","guid":{"rendered":"https:\/\/marshallai.com\/?post_type=solution&#038;p=3086"},"modified":"2026-09-08T15:40:37","modified_gmt":"2026-09-08T12:40:37","slug":"industrielle-optische-zeichenerkennung-ocr","status":"publish","type":"solution","link":"https:\/\/marshallai.com\/de\/solution\/industrial-optical-character-recognition-ocr\/","title":{"rendered":"Industrieller optischer Zeichenerkennung (OCR)"},"content":{"rendered":"<div class=\"mai-section gb-element-7c77d488 first-section\">\n<div class=\"gbp-section__inner gb-element-3c142d71\">\n<div class=\"gb-element-3ef954b0 mai-reveal\">\n<p class=\"gb-text\"><a href=\"https:\/\/marshallai.com\/de\/\" data-type=\"page\" data-id=\"25\">Start<\/a> \/ <a href=\"https:\/\/marshallai.com\/de\/losungen\/\" data-type=\"page\" data-id=\"2395\">L\u00f6sungen<\/a> \/ Industrial Optical Character Recognition (OCR)<\/p>\n\n\n\n<h1 class=\"gb-text mai-reveal mai-headline\">Hochgeschwindigkeits-IndustrierOCR<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">Greifen Sie \u00fcber die einfache Pixel-\u00dcbereinstimmung hinaus. Unser <a href=\"https:\/\/marshallai.com\/de\/plattform\/\" data-type=\"page\" data-id=\"988\">AFSA-Plattform<\/a> Lesen von Tintenstrahldruckern, Laserdruckern, gestanzten Etiketten, Punkt- und Punkt-Zeichen sowie alphanumerischen und anderen Markierungen in Echtzeit.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Entdecken Sie falsche Verfallsdaten, fehlende Chargennummern und Kennzeichnungen gem\u00e4\u00df den Vorschriften, bevor die Produkte Ihre Anlage verlassen.<\/p>\n\n\n\n<div class=\"gb-element-1c3832b0\">\n<a class=\"gb-text gb-text-10574e93 mai-btn-primary\" href=\"https:\/\/marshallai.com\/de\/kontakt\/\">Ein Angebot anfordern<\/a>\n<\/div>\n<\/div>\n\n\n\n<div>\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6aee155d1386e&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6aee155d1386e\" class=\"wp-block-image size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1448\" height=\"576\" 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\/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\" \/><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><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<!-- MarshallAI \/ BrauBeviale 2026 \u2014 WordPress Custom HTML block.\n     Paste this whole fragment into one Custom HTML block.\n     Alternatively, move the CSS inside <style> to mai-system.css once.\n     No JavaScript or dependencies. Images use your supplied WordPress URLs.\n-->\n<style>\n.mai-bb-banner {\n  --mai-bb-orange: #ff742e;\n  --mai-bb-navy: #081722;\n  --mai-bb-font: 'Aspekta', Arial, Helvetica, sans-serif;\n  --mai-bb-mono: 'JetBrains Mono', ui-monospace, monospace;\n  width: 100%; max-width: 1280px; margin: 0 auto; padding: 0;\n  background: var(--mai-bb-navy); color: #fff;\n  border: 1px solid #ffffff26; border-top: 3px solid var(--mai-bb-orange);\n  font: 400 16px\/1.55 var(--mai-bb-font); text-align: left;\n  container-type: inline-size;\n}\n.mai-bb-banner, .mai-bb-banner *, .mai-bb-banner *::before, .mai-bb-banner *::after { box-sizing: border-box; }\n.mai-bb-banner .mai-bb-banner__inner { display: grid; grid-template-columns: 1.15fr 1fr; align-items: stretch; }\n.mai-bb-banner .mai-bb-banner__copy { display: flex; flex-direction: column; align-items: flex-start; justify-content: center; padding: 28px 32px; }\n.mai-bb-banner .mai-bb-banner__eyebrow { display: flex; align-items: center; gap: 10px; margin: 0 0 22px; padding: 0; color: #b8c5ce; font: 500 12px\/1.5 var(--mai-bb-mono); letter-spacing: .08em; text-transform: uppercase; }\n.mai-bb-banner .mai-bb-banner__eyebrow::before { content: ''; width: 6px; height: 6px; flex: 0 0 6px; background: var(--mai-bb-orange); }\n.mai-bb-banner .mai-bb-banner__title { margin: 0; padding: 0; color: #fff; font: 500 clamp(32px,3.4vw,48px)\/1.08 var(--mai-bb-font); font-size: clamp(30px, 3vw, 40px); letter-spacing: -.045em; text-transform: none; }\n.mai-bb-banner .mai-bb-banner__title span { color: var(--mai-bb-orange); }\n.mai-bb-banner .mai-bb-banner__details { display: flex; align-items: center; flex-wrap: wrap; gap: 8px 18px; margin: 23px 0 28px; padding: 0; color: #d4dfe6; font: 400 16px\/1.6 var(--mai-bb-font); }\n.mai-bb-banner .mai-bb-banner__location { padding-left: 18px; border-left: 1px solid #ffffff40; }\n.mai-bb-banner .mai-bb-banner__cta { display: inline-flex; align-items: center; justify-content: space-between; gap: 28px; min-height: 54px; padding: 16px 22px; border: 1px solid var(--mai-bb-orange); border-radius: 2px; background: var(--mai-bb-orange); color: var(--mai-bb-navy); font: 600 15px\/1.4 var(--mai-bb-font); text-decoration: none; box-shadow: none; transition: background .2s; touch-action: manipulation; }\n.mai-bb-banner .mai-bb-banner__cta:hover { background: #ff8f56; border-color: #ff8f56; color: var(--mai-bb-navy); text-decoration: none; }\n.mai-bb-banner .mai-bb-banner__cta svg { display: block; width: 20px; height: 20px; flex: 0 0 auto; fill: none; stroke: currentColor; stroke-width: 1.6; stroke-linecap: round; stroke-linejoin: round; }\n.mai-bb-banner a:focus-visible { outline: 3px solid #fff; outline-offset: 5px; }\n.mai-bb-banner .mai-bb-banner__visual { min-width: 0; margin: 0; padding: 16px; background: #122631; border-left: 1px solid #ffffff1c; }\n.mai-bb-banner .mai-bb-banner__map-card { background: #f6f3ee; }\n.mai-bb-banner .mai-bb-banner__map-head { display: flex; align-items: center; justify-content: space-between; flex-wrap: wrap; gap: 12px 20px; padding: 10px 16px; border-bottom: 1px solid #d9dfdf; background: #fff; }\n.mai-bb-banner .mai-bb-banner__logo { display: block; width: 90px; height: auto; max-width: 100%; margin: 0; padding: 0; border: 0; border-radius: 0; box-shadow: none; }\n.mai-bb-banner .mai-bb-banner__stand { color: #101d27; font: 500 12px\/1.6 var(--mai-bb-mono); letter-spacing: .04em; }\n.mai-bb-banner .mai-bb-banner__map-link { display: block; padding: 0; margin: 0; color: #101d27; text-decoration: none; box-shadow: none; }\n.mai-bb-banner .mai-bb-banner__map-link:focus-visible { outline-color: var(--mai-bb-orange); outline-offset: -3px; }\n.mai-bb-banner .mai-bb-banner__map { display: block; width: 100%; height: 220px; object-fit: contain; max-width: 100%; margin: 0; padding: 0; border: 0; border-radius: 0; box-shadow: none; }\n.mai-bb-banner .mai-bb-banner__caption { display: flex; justify-content: space-between; gap: 12px; margin: 0; padding: 10px 16px; border-top: 1px solid #d9dfdf; color: #43535e; background: #fff; font: 400 12px\/1.5 var(--mai-bb-font); }\n.mai-bb-banner .mai-bb-banner__map-link:hover .mai-bb-banner__caption span:last-child { text-decoration: underline; text-underline-offset: 3px; }\n\n@container (max-width: 760px) {\n  .mai-bb-banner .mai-bb-banner__inner { grid-template-columns: minmax(0,1fr); }\n  .mai-bb-banner .mai-bb-banner__visual { border-left: 0; border-top: 1px solid #ffffff1c; padding: 20px; }\n  .mai-bb-banner .mai-bb-banner__map-card { max-width: 500px; margin-inline: auto; }\n  .mai-bb-banner .mai-bb-banner__title { font-size: clamp(32px,6cqw,44px); }\n}\n@container (max-width: 420px) {\n  .mai-bb-banner .mai-bb-banner__copy { padding: 28px 22px; }\n  .mai-bb-banner .mai-bb-banner__details { flex-direction: column; align-items: flex-start; gap: 5px; }\n  .mai-bb-banner .mai-bb-banner__location { padding-left: 0; border-left: 0; }\n  .mai-bb-banner .mai-bb-banner__visual { padding: 14px; }\n  .mai-bb-banner .mai-bb-banner__map-head { padding: 12px; }\n  .mai-bb-banner .mai-bb-banner__logo { width: 100px; }\n  .mai-bb-banner .mai-bb-banner__stand { font-size: 11px; }\n}\n@supports not (container-type: inline-size) {\n  @media (max-width: 760px) {\n    .mai-bb-banner .mai-bb-banner__inner { grid-template-columns: minmax(0,1fr); }\n    .mai-bb-banner .mai-bb-banner__visual { border-left: 0; }\n    .mai-bb-banner .mai-bb-banner__details { flex-direction: column; align-items: flex-start; }\n    .mai-bb-banner .mai-bb-banner__location { border-left: 0; padding-left: 0; }\n  }\n}\n@media (prefers-reduced-motion: reduce) {\n  .mai-bb-banner .mai-bb-banner__cta { transition: none; }\n}\n<\/style>\n\n<section class=\"mai-bb-banner\" aria-label=\"Treffen Sie MarshallAI auf der BrauBeviale 2026\">\n  <div class=\"mai-bb-banner__inner\">\n    <div class=\"mai-bb-banner__copy\">\n      <p class=\"mai-bb-banner__eyebrow\">MarshallAI \/ Live bei der BrauBeviale<\/p>\n      <h2 class=\"mai-bb-banner__title\">Treffen Sie uns bei<br><span>BrauBeviale 2026.<\/span><\/h2>\n      <p class=\"mai-bb-banner__details\">\n        <span><time datetime=\"2026-11-10\">10<\/time>\u2013<time datetime=\"2026-11-12\">12. November 2026<\/time><\/span>\n        <span class=\"mai-bb-banner__location\">Halle 10 \u00b7 Stand 10-139<\/span>\n      <\/p>\n      <a class=\"mai-bb-banner__cta\" href=\"https:\/\/marshallai.com\/de\/braubeviale-2026\/\">\n        Book a live demo @ BrauBeviale\n        <svg viewbox=\"0 0 24 24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M4 12h16m-6-6 6 6-6 6\"><\/path><\/svg>\n      <\/a>\n    <\/div>\n    <div class=\"mai-bb-banner__visual\">\n      <div class=\"mai-bb-banner__map-card\">\n        <div class=\"mai-bb-banner__map-head\">\n          <img class=\"mai-bb-banner__logo\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/09\/BB_Logo_RGB_black-scaled.webp\" alt=\"BrauBeviale\" width=\"2560\" height=\"1380\" loading=\"lazy\" decoding=\"async\">\n          <span class=\"mai-bb-banner__stand\">HALL 10 \/ 10-139<\/span>\n        <\/div>\n        <a class=\"mai-bb-banner__map-link\" href=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/09\/MarshallAI_BrauBeviale2026_floor-plan.webp\" target=\"_blank\" rel=\"noopener\" aria-label=\"Sehen Sie sich die Grundrissansicht des Standes 10-139 an, \u00f6ffnet sich in einer neuen Registerkarte\">\n          <img class=\"mai-bb-banner__map\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/09\/MarshallAI_BrauBeviale2026_floor-plan.webp\" width=\"1564\" height=\"1240\" alt=\"Plan des Hallen 10 mit Stand 10-139 in gelb hervorgehoben.\" loading=\"lazy\" decoding=\"async\">\n          <span class=\"mai-bb-banner__caption\"><span>Finden Sie uns in Halle 10<\/span><span>Vergr\u00f6\u00dfern des Grundrisses \u2197<\/span><\/span>\n        <\/a>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/section>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"gbp-section gb-element-207c56eb mai-bg-alt-1\">\n<div class=\"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-5a172836\" 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 decoding=\"async\" class=\"gb-media-bc9dbb95\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Finnish_customs_Tulli_logo_svg.svg\" alt=\"\" title=\"Finnisch_Customs_Tulli_Logo_SVG\"\/>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-a7cd9bbe\">\n<div class=\"gbp-section__inner gb-element-32ffddf5\">\n<div class=\"gb-element-575113d7 mai-reveal\">\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><strong><strong><strong><strong>Millisecond Inference:<\/strong><\/strong><\/strong><\/strong><\/strong> Read text strings accurately at extreme manufacturing throughput speeds.<\/span><\/p>\n\n\n\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><strong><strong>Highly Adaptable Neural Networks:<\/strong><\/strong><\/strong> Successfully interpret low-contrast, distorted, curved, or partially obscured fonts.<\/span><\/p>\n\n\n\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><strong><strong><strong>Zero-Code Variant Matching:<\/strong> <\/strong><\/strong><\/strong>Transition easily between different text formats and fonts during high-mix production changeovers.<\/span><\/p>\n\n\n\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><strong><strong>Calendar and time validation:<\/strong><\/strong><\/strong> checks that best-before and production dates are calendar-valid, cross-references the production timestamp against real time, and flags any best-before date outside the expected shelf-life window<\/span><\/p>\n\n\n\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><strong><strong>Database Integration:<\/strong><\/strong><\/strong> Cross-reference scanned text with ERP, MES, or SQL backend databases instantly via REST API.<\/span><\/p>\n<\/div>\n\n\n\n<div class=\"mai-reveal\">\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6aee155d1432f&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6aee155d1432f\" class=\"wp-block-image size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1448\" height=\"576\" 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\/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\" \/><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><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section\">\n<h2 class=\"wp-block-heading has-text-align-center mai-reveal mai-headline\">Anwendungsf\u00e4lle in der Industrie<\/h2>\n\n\n\n<div class=\"mai-container_inner-content gb-element-8f1e8c57\">\n<div class=\"gb-element-cc5a6eed\">\n<div class=\"gb-element-79f91d7c\">\n<div class=\"gb-element-def79192\">\n<img loading=\"lazy\" decoding=\"async\" width=\"1502\" height=\"510\" class=\"gb-media-5bc34334\" alt=\"\" title=\"2026-04_MarshallAI_optische_Zeichenerkennung\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_optical_character-recognition.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_optical_character-recognition.webp 1502w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_optical_character-recognition-500x170.webp 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_optical_character-recognition-1500x509.webp 1500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_optical_character-recognition-768x261.webp 768w\" sizes=\"auto, (max-width: 1502px) 100vw, 1502px\" \/>\n<\/div>\n\n\n\n<div class=\"gb-element-149c1c88\">\n<h3 class=\"gb-text\">Food &amp; Beverage<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Verifying correct best-before dates and lot codes on high-speed canning and bottling lines to eliminate batch rejection risks.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-b5aee065\">\n<div class=\"gb-element-cf2c8214\">\n<img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1047\" class=\"gb-media-701bde1c\" alt=\"\" title=\"MAI_illustration_kosmetische-Aerosol-2-lg\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI_illustration_cosmetic-aerosol2-lg.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI_illustration_cosmetic-aerosol2-lg.webp 1920w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI_illustration_cosmetic-aerosol2-lg-300x164.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI_illustration_cosmetic-aerosol2-lg-1024x558.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI_illustration_cosmetic-aerosol2-lg-768x419.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI_illustration_cosmetic-aerosol2-lg-1536x838.webp 1536w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/>\n<\/div>\n\n\n\n<div class=\"gb-element-a5aaa8ca\">\n<h3 class=\"gb-text gb-text-040109f7\">Pharmaceuticals &amp; Cosmetics<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Performing text validation on multi-variant labels to ensure regulatory trace-compliance across fast-moving consumer lines.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-59b58b80\">\n<div class=\"gb-element-797f833b\">\n<img loading=\"lazy\" decoding=\"async\" width=\"1046\" height=\"620\" class=\"gb-media-a099da91\" alt=\"\" title=\"MAI-turvanasta-studs2\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI-turvanasta-studs2.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI-turvanasta-studs2.webp 1046w, 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-studs2-768x455.webp 768w\" sizes=\"auto, (max-width: 1046px) 100vw, 1046px\" \/>\n<\/div>\n\n\n\n<div class=\"gb-element-f9348d66\">\n<h3 class=\"gb-text\">Metal Engineering &amp; Plastics<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Reading stamped serial codes, dot-peen markings, and molded part numbers directly from textured, safety-critical components.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section mai-bg-grid\">\n<div class=\"mai-container_inner-content gb-element-1475a085\">\n<div class=\"gb-element-531a117a\">\n<h2 class=\"gb-text gbp-section__headline\">AI based OCR<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Traditional OCR tools count pixels and compare them to rigid geometric font templates. If lighting conditions shift slightly or a label is slightly wrinkled, traditional systems trigger a false error.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MarshallAI utilizes deep neural networks that read text contextually\u2014similar to how a human inspector operates. The software isolates characters from complex, uneven backgrounds and texturing, enabling reliable reads on challenging surfaces like metallic aluminum cans, moving plastics, and reflective glass.<\/p>\n<\/div>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6aee155d1579a&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6aee155d1579a\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1500\" height=\"509\" 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\/04\/2026-04_MarshallAI_optical_character-recognition-1500x509.webp\" alt=\"\" class=\"wp-image-2629\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_optical_character-recognition-1500x509.webp 1500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_optical_character-recognition-500x170.webp 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_optical_character-recognition-768x261.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_optical_character-recognition.webp 1502w\" sizes=\"auto, (max-width: 1500px) 100vw, 1500px\" \/><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><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section mai-bg-grid\">\n<div class=\"mai-container_inner-content gb-element-d9662ad5\">\n<div class=\"gb-element-4557cc4c\">\n<h2 class=\"gb-text gbp-section__headline\">Eliminating the blind spots of Traditional OCR<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Feature<\/th><th>Legacy Machine Vision OCR<\/th><th>MarshallAI AI-Powered OCR<\/th><\/tr><\/thead><tbody><tr><td><strong><strong>Surface Adaptability<\/strong><\/strong><\/td><td>Fails on reflective, curved, or low-contrast surfaces.<\/td><td>Reads effortlessly on aluminum, steel, glass, film, and textured metal.<\/td><\/tr><tr><td><strong><strong>Font Variety<\/strong><\/strong><\/td><td>Limited to specific pre-programmed typography.<\/td><td>Accommodates high-mix variations, print distortions, and dot-peen styles.<\/td><\/tr><tr><td><strong><strong>Line Speed Drop<\/strong><\/strong><\/td><td>High-precision text reads require slower conveyor belt speeds.<\/td><td>Maintains a 99.9995% accuracy rate at processing speeds up to 2,500 parts per minute.<\/td><\/tr><\/tbody><\/table><\/figure>\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\">Fallstudien<\/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-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<\/ul><\/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-002df6c4\">\n<h2 class=\"gb-text gbp-section__headline mai-reveal mai-headline\">Fragen &amp; Antworten<\/h2>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-accordion\" data-transition=\"fade\">\n<div class=\"gb-accordion__item gbp-card--border gb-accordion__item-a91230e8\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle gb-accordion__toggle-95a2a1e6\" id=\"gb-accordion-toggle-95a2a1e6\">\n<h3 class=\"gb-text gbp-card__title gb-text-8462845e\"><strong>Can MarshallAI handle varying print qualities or smudged characters?<\/strong><\/h3>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-837853b1\"><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-78547f3f\">\n<div class=\"gb-element-32d8ed4e\">\n<p class=\"gb-text\">Yes. Because our platform is driven by robust neural networks trained on variable data, it adapts to variations in print quality, character thickness, and slight smudging that would instantly blind a traditional pixel-based vision system.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item gbp-card--border gb-accordion__item-ea60d4d0\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle gb-accordion__toggle-0a3cc5d2\" id=\"gb-accordion-toggle-0a3cc5d2\">\n<h3 class=\"gb-text gbp-card__title gb-text-2e32a8ee\"><strong>Does our text verification data have to be uploaded to an external server?<\/strong> <\/h3>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-875e7dfc\"><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-7b045ed7\">\n<div class=\"gb-element-aa0bdc02\">\n<p class=\"gb-text\">No. The entire system executes locally and fully air-gapped within your facility via the <strong>Universal Edge Stack<\/strong>. Your text strings, product data, and production tracking metrics never leave the premises.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Lesen, verifizieren und alphanumerische Texte unter anspruchsvollen Produktionsbedingungen in Hochgeschwindigkeitslinien vergleichen.<\/p>","protected":false},"featured_media":2629,"template":"","meta":{"content-type":"","footnotes":""},"categories":[45],"tags":[],"class_list":["post-3086","solution","type-solution","status-publish","has-post-thumbnail","hentry","category-manufacturing"],"_links":{"self":[{"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/solution\/3086","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/solution"}],"about":[{"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/types\/solution"}],"version-history":[{"count":11,"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/solution\/3086\/revisions"}],"predecessor-version":[{"id":3971,"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/solution\/3086\/revisions\/3971"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/media\/2629"}],"wp:attachment":[{"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/media?parent=3086"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/categories?post=3086"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/tags?post=3086"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}