{"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":"teollinen-optinen-merkintunnistus-ocr","status":"publish","type":"solution","link":"https:\/\/marshallai.com\/fi\/solution\/industrial-optical-character-recognition-ocr\/","title":{"rendered":"Teollinen optinen merkkientunnistus (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\/fi\/\" data-type=\"page\" data-id=\"25\">Koti<\/a> \/ <a href=\"https:\/\/marshallai.com\/fi\/ratkaisut\/\" data-type=\"page\" data-id=\"2395\">Ratkaisut<\/a> \/ Industrial Optical Character Recognition (OCR)<\/p>\n\n\n\n<h1 class=\"gb-text mai-reveal mai-headline\">Teollinen nopea tekstintunnistus<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">Mene pelkk\u00e4\u00e4 pikseleiden t\u00e4sm\u00e4ytyst\u00e4 pidemm\u00e4lle. Meid\u00e4n <a href=\"https:\/\/marshallai.com\/fi\/alusta\/\" data-type=\"page\" data-id=\"988\">AFSA-alusta<\/a> lukee mustesuihku-, laser-, leimattuja, neulapainettuja, kaiverrettuja aakkosnumeerisia ja muita merkint\u00f6j\u00e4 reaaliajassa.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Tunnista virheelliset viimeiset k\u00e4ytt\u00f6p\u00e4iv\u00e4m\u00e4\u00e4r\u00e4t, puuttuvat er\u00e4numerot ja s\u00e4\u00e4ntelymerkinn\u00e4t ennen kuin tuotteet poistuvat tiloistasi.<\/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\/fi\/ota-yhteytta\/\">Pyyd\u00e4 tarjous<\/a>\n<\/div>\n<\/div>\n\n\n\n<div>\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6ab8b99bd70b7&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6ab8b99bd70b7\" 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. 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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=\"MarshallAI Tapaamme BrauBeviale 2026:ssa\">\n  <div class=\"mai-bb-banner__inner\">\n    <div class=\"mai-bb-banner__copy\">\n      <p class=\"mai-bb-banner__eyebrow\">MarshallAI \/ Live at BrauBeviale<\/p>\n      <h2 class=\"mai-bb-banner__title\">Tapaa meid\u00e4t<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. marraskuuta 2026<\/time><\/span>\n        <span class=\"mai-bb-banner__location\">Halli 10 \u00b7 Teline 10-139<\/span>\n      <\/p>\n      <a class=\"mai-bb-banner__cta\" href=\"https:\/\/marshallai.com\/fi\/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\">HALLI 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=\"Katso pohjapiirros, jossa n\u00e4kyy teline 10-139, avautuu uudessa v\u00e4lilehdess\u00e4\">\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=\"Halli 10:n pohjapiirros, jossa telineet 10-139 on korostettu keltaisella v\u00e4rill\u00e4.\" loading=\"lazy\" decoding=\"async\">\n          <span class=\"mai-bb-banner__caption\"><span>Etsi meit\u00e4 Hallissa 10<\/span><span>Suurennuskuva \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\">Luotettu<\/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=\"Suomen tulli 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>Millisekunnin p\u00e4\u00e4ttely<\/strong><\/strong><\/strong><\/strong><\/strong> Lue tekstimerkkijonoja tarkasti \u00e4\u00e4rimm\u00e4isill\u00e4 valmistuksen l\u00e4pimeno-nopeuksilla.<\/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>Eritt\u00e4in mukautumiskykyiset neuroverkot:<\/strong><\/strong><\/strong> Tulkkaa onnistuneesti heikkokontrastiset, v\u00e4\u00e4ristyneet, kaarevat tai osittain peitetyt fontit.<\/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>Kooditon muunnelmien t\u00e4sm\u00e4ytys:<\/strong> <\/strong><\/strong><\/strong>Siirry vaivattomasti eri tekstimuotojen ja fonttien v\u00e4lill\u00e4 korkean sekoituksen tuotannonvaihdoissa.<\/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>Kalenterin ja ajan tarkistus:<\/strong><\/strong><\/strong> tarkistaa, ett\u00e4 parasta ennen -p\u00e4iv\u00e4ykset ja valmistusp\u00e4iv\u00e4t ovat kalenterin mukaan p\u00e4tevi\u00e4, vertaa valmistusaikaleimaa reaaliaikaan ja merkitsee kaikki parasta ennen -p\u00e4iv\u00e4ykset, jotka ovat odotetun s\u00e4ilyvyysajan ulkopuolella<\/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>Tietokantaintegraatio:<\/strong><\/strong><\/strong> Vertaa skannattua teksti\u00e4 ERP-, MES- tai SQL-taustaj\u00e4rjestelmien tietokantoihin v\u00e4litt\u00f6m\u00e4sti REST API:n kautta.<\/span><\/p>\n<\/div>\n\n\n\n<div class=\"mai-reveal\">\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6ab8b99bd77b6&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6ab8b99bd77b6\" 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\">Teollisuuden k\u00e4ytt\u00f6tapaukset<\/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_optinen merkkientunnistus\" 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\">Ruoka ja juoma<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Parasta ennen -p\u00e4iv\u00e4ysten ja er\u00e4koodien oikeellisuuden varmistaminen nopeilla t\u00f6lkitys- ja pullotuslinjoilla erien hylk\u00e4ysriskien poistamiseksi.<\/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_cosmetic-aerosol2-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\">L\u00e4\u00e4kkeet ja kosmetiikka<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Suoritan tekstin validointia usean variantin etiketeille varmistaakseni s\u00e4\u00e4ntelyyn liittyv\u00e4n j\u00e4ljitett\u00e4vyyden nopeasti vaihtuvissa kuluttajatuotelinjoissa.<\/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\">Metallitekniikka ja muovit<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Leimattujen sarjanumeroiden, neulapistomerkint\u00f6jen ja valettujen osanumeroiden luku suoraan tekstkuvioiduista, turvallisuuskriittisist\u00e4 komponenteista.<\/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\">Teko\u00e4lypohjainen tekstintunnistus<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Perinteiset OCR-ty\u00f6kalut laskevat pikseleit\u00e4 ja vertaavat niit\u00e4 j\u00e4ykkiin geometrisiin fonttimalleihin. Jos valaistusolosuhteet muuttuvat hieman tai etiketti on hieman ryppyinen, perinteiset j\u00e4rjestelm\u00e4t laukaisevat virheellisen h\u00e4lytyksen.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MarshallAI hy\u00f6dynt\u00e4\u00e4 syvi\u00e4 neuroverkkoja, jotka tulkitsevat teksti\u00e4 asiayhteyden perusteella \u2013 samalla tavalla kuin ihminen tarkastajana toimii. Ohjelmisto erottaa merkit monimutkaisista, ep\u00e4tasaisista taustoista ja tekstuureista, mik\u00e4 mahdollistaa luotettavan lukemisen haastavilla pinnoilla, kuten metallisissa alumiinit\u00f6lkeiss\u00e4, liikkuvissa muovikappaleissa ja heijastavassa lasissa.<\/p>\n<\/div>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6ab8b99bd84ad&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6ab8b99bd84ad\" 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\">Perinteisen OCR:n katvealueiden poistaminen<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Ominaisuus<\/th><th>Perinteinen konen\u00e4k\u00f6-OCR<\/th><th>MarshallAI:n teko\u00e4lypohjainen OCR<\/th><\/tr><\/thead><tbody><tr><td><strong><strong>Pinnan muuntautuvuus<\/strong><\/strong><\/td><td>Ep\u00e4onnistuu heijastavilla, kaarevilla tai heikosti erottuvilla pinnoilla.<\/td><td>Lukee vaivattomasti alumiinilta, ter\u00e4kselt\u00e4, lasilta, muovikalvolta ja kuvioidulta metallilta.<\/td><\/tr><tr><td><strong><strong>Fonttivalikoima<\/strong><\/strong><\/td><td>Rajoitettu tiettyihin esiohjelmoituihin typografioihin.<\/td><td>Skaalautuu eri variaatioille, tulostusv\u00e4\u00e4ristymille ja pistemerkint\u00e4tyyleille.<\/td><\/tr><tr><td><strong><strong>Linjanopeuden lasku<\/strong><\/strong><\/td><td>Korkean tarkkuuden tekstin luku vaatii hitaampia kuljetinhihnan nopeuksia.<\/td><td>Laitteen tarkkuus on 99,99951 TP4T, kun k\u00e4sittelynopeus on jopa 2 500 kappaletta minuutissa.<\/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\">Asiakastarinat<\/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\/fi\/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\/fi\/case-study\/eliminating-rogue-cans-high-speed-edge-ai-qa-in-beverage-manufacturing\/\">Hyl\u00e4ttyjen t\u00f6lkkien karsiminen: Suurnopeuslaadunvarmistus juomateollisuudessa<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">Er\u00e4s maailmanlaajuinen juomavalmistaja yritti 15 vuoden ajan luotettavasti poimia \u201cvialliset t\u00f6lkit\u201d pois nopeista t\u00e4ytt\u00f6linjoistaan. Lue, kuinka MarshallAI otti k\u00e4ytt\u00f6\u00f6n viiveett\u00f6m\u00e4n reunan\u00e4k\u00f6kameraj\u00e4rjestelm\u00e4n, joka tarkastaa 2 500 t\u00f6lkki\u00e4 minuutissa ja est\u00e4\u00e4 l\u00e4hes t\u00e4ydellisell\u00e4 tarkkuudella tuotteiden virheellisen lajittelun sek\u00e4 kalliit mekaaniset tukokset.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<p class=\"gb-text mai-article-card-tag\"><span>Juomateollisuus<\/span> <span>Laadunvarmistus<\/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\">Kysymykset ja vastaukset<\/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>Pystyyk\u00f6 MarshallAI k\u00e4sittelem\u00e4\u00e4n vaihtelevaa tulostuslaatua tai tahriintuneita merkkej\u00e4?<\/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\">Kyll\u00e4. Koska alustamme toimii muuttuvalla datalla koulutetuilla, vankeilla neuroverkoilla, se sopeutuu tulostuslaadun vaihteluihin, merkkien paksuuteen ja pieniin tahroihin, jotka sokeuttaisivat heti perinteisen pikselipohjaisen n\u00e4k\u00f6j\u00e4rjestelm\u00e4n.<\/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>T\u00e4ytyyk\u00f6 tekstinvarmennustietomme ladata ulkoiselle palvelimelle?<\/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\">Ei. Koko j\u00e4rjestelm\u00e4 toimii paikallisesti ja t\u00e4ysin erill\u00e4\u00e4n verkosta tiloissanne k\u00e4ytt\u00e4en <strong>Universal Edge Stack<\/strong>. Tekstimerkkijonosi, tuotetietosi ja tuotannon seurantatietosi eiv\u00e4t koskaan poistu tiloistasi.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Lue, varmista ja ristiintarkista aakkosnumeerinen teksti nopeilla tuotantolinjoilla haastavissa tehdasolosuhteissa.<\/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\/fi\/wp-json\/wp\/v2\/solution\/3086","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution"}],"about":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/types\/solution"}],"version-history":[{"count":11,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution\/3086\/revisions"}],"predecessor-version":[{"id":3971,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution\/3086\/revisions\/3971"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media\/2629"}],"wp:attachment":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media?parent=3086"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/categories?post=3086"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/tags?post=3086"}],"curies":[{"name":"Hyvin pelattu","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}