{"id":3042,"date":"2026-06-15T13:17:49","date_gmt":"2026-06-15T10:17:49","guid":{"rendered":"https:\/\/marshallai.com\/?post_type=solution&#038;p=3042"},"modified":"2026-08-28T13:36:33","modified_gmt":"2026-08-28T10:36:33","slug":"automaattinen-optinen-tarkastus-aoi","status":"publish","type":"solution","link":"https:\/\/marshallai.com\/fi\/solution\/automated-optical-inspection-aoi\/","title":{"rendered":"Automatisoitu optinen tarkastus"},"content":{"rendered":"<div class=\"mai-section gb-element-7c77d488 first-section\">\n<div class=\"mai-container_inner-content\">\n<div class=\"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> \/ Automated Optical Inspection (AOI)<\/p>\n\n\n\n<h1 class=\"gb-text mai-reveal mai-headline\">Automatisoitu optinen tarkastus, joka toimii t\u00e4ydell\u00e4 linjanopeudella<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">Perinteinen automaattinen optinen tarkastus perustuu kiinteisiin s\u00e4\u00e4nt\u00f6kokonaisuuksiin ja hallittuihin valaistusolosuhteisiin. Se toimii siihen asti, kunnes tuotteesi muuttuu, tuotantonopeutesi kasvaa tai ilmenee sellainen virhetyyppi, jota kukaan ei ole ohjelmoinut ennakkoon.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MarshallAI:n teko\u00e4lypohjainen kuvantamisalusta oppii toimimaan juuri teid\u00e4n tuotantoymp\u00e4rist\u00f6ss\u00e4nne \u2014 teid\u00e4n osillanne, valaistuksessanne ja toleransseissanne \u2014 ja toimii kokonaan paikallisesti ilman pilvipalveluista riippuvuutta. Ei en\u00e4\u00e4 toimittajalta riippuvia uudelleenkoulutusjaksoja. Ei internet-yhteytt\u00e4 vaativia mallip\u00e4ivityksi\u00e4. Vain tarkastus, joka toimii juuri teid\u00e4n tuotantolinjan vaatiman nopeuden mukaisesti.<\/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;6abbeb43da97b&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6abbeb43da97b\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1500\" height=\"818\" 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_cosmetic-aerosol5-overlay-1500x818.png\" alt=\"\" class=\"wp-image-2471\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/2026-5_MarshallAI_illustration_cosmetic-aerosol5-overlay-1500x818.png 1500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/2026-5_MarshallAI_illustration_cosmetic-aerosol5-overlay-500x273.png 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/2026-5_MarshallAI_illustration_cosmetic-aerosol5-overlay-768x419.png 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/2026-5_MarshallAI_illustration_cosmetic-aerosol5-overlay-1536x838.png 1536w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/2026-5_MarshallAI_illustration_cosmetic-aerosol5-overlay-2048x1117.png 2048w\" 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<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-207c56eb mai-bg-alt-1\">\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\">Luotettu<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-0fbd3479\">\n<div>\n<img loading=\"lazy\" decoding=\"async\" width=\"695\" height=\"80\" class=\"gb-media-bc9dbb95\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Turvanasta-logo.png\" alt=\"\" title=\"Turvanasta logo\" 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\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=\"Taerosol-logo\" 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 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<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-a7cd9bbe\">\n<div class=\"mai-container_inner-content 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>Pintavirheet<\/strong><\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text mai-list-content\">Mikrohalkeamat, naarmut, pistesy\u00f6pym\u00e4t ja pintavirheet havaittu t\u00e4ydell\u00e4 linjanopeudella.<\/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>Mittatarkastus<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text mai-list-content\">Mittaa kriittiset ominaisuudet, toleranssit ja geometria suhteessa m\u00e4\u00e4ritettyihin rajoihin ilman kontaktimittausta tai manuaalista otantaa.<\/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>Etiketti- ja merkint\u00e4tarkastus<\/strong><\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text mai-list-content\">Tarkista lasermerkinn\u00e4t, painetut er\u00e4koodit, p\u00e4iv\u00e4m\u00e4\u00e4r\u00e4leimat ja viivakoodit. Lue OCR-teksti ja merkitse puuttuvat, k\u00e4\u00e4ntyneet tai lukemattomat merkinn\u00e4t.<\/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>Kokoonpanon eheys<\/strong><\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text mai-list-content\">Varmista, ett\u00e4 jokainen osa on paikallaan, oikein p\u00e4in ja kunnolla kiinni. Tarkista, ettei O-renkaita puutu, v\u00e4\u00e4r\u00e4t sis\u00e4osat tai v\u00e4\u00e4rin kohdistetut osat.<\/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>Useiden tuotteiden (SKU) erilaistaminen<\/strong><\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text mai-list-content\">Erota l\u00e4hes identtiset tuoteversiot samalla linjalla \u2014 eri kokoonpanot, v\u00e4rikoodit tai osanumerot \u2014 ilman uudelleenohjelmointia.<\/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>Vieraiden kappaleiden tunnistus<\/strong><\/strong><\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text mai-list-content\">Tunnista ep\u00e4puhtaudet, ep\u00e4kelvot osat ja spesifikaatioiden vastaiset materiaalit.<\/p>\n<\/div>\n\n\n\n<div class=\"mai-reveal\">\n<img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1047\" class=\"gb-media-2cee0d01\" 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\n\n\n<img loading=\"lazy\" decoding=\"async\" width=\"2400\" height=\"1792\" class=\"gb-media-6c90633a\" alt=\"\" title=\"2026-02_MarshallAI_kuva_kiinnitystapit\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins.png\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins.png 2400w, 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-1024x765.png 1024w, 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: 2400px) 100vw, 2400px\" \/>\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\">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\">Tekstintunnistus vaikeasti luettavilta pinnoilta<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Lue er\u00e4koodit, leimat, sarjanumerot ja osamerkinn\u00e4t kohokuvioiduista, laseretsatuista, neula-iskumerkityist\u00e4, mustesuihku- ja syvennetyist\u00e4 pinnoista. Erinomainen suorituskyky heikolla kontrastilla, ep\u00e4ihanteellisissa kulmissa ja vaikeasti luettavilla pintak\u00e4sittelyill\u00e4.<\/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=\"360\" height=\"426\" class=\"gb-media-701bde1c\" alt=\"\" title=\"MAI-case-taero2-crop\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI-case-taero2-crop.jpg\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI-case-taero2-crop.jpg 360w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI-case-taero2-crop-254x300.jpg 254w\" sizes=\"auto, (max-width: 360px) 100vw, 360px\" \/>\n<\/div>\n\n\n\n<div class=\"gb-element-a5aaa8ca\">\n<h3 class=\"gb-text gb-text-040109f7\">Vikojen tunnistus<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Tunnista pintaviat, kuten mikros\u00e4r\u00f6t, naarmut, pistem\u00e4inen sy\u00f6pyminen, kolhut, j\u00e4ysteet ja likaantuminen miss\u00e4 tahansa kappaleen geometriassa \u2013 tasaisista ohutlevyist\u00e4 monimutkaisiin valukappaleisiin.<\/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=\"540\" height=\"720\" class=\"gb-media-a099da91\" alt=\"\" title=\"MarshallAI_kuvatarkastus_t\u00f6lkki\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_illustration_inspection_can.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_illustration_inspection_can.webp 540w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_illustration_inspection_can-375x500.webp 375w\" sizes=\"auto, (max-width: 540px) 100vw, 540px\" \/>\n<\/div>\n\n\n\n<div class=\"gb-element-f9348d66\">\n<h3 class=\"gb-text\">Etiketin tarkistus<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Varmista, ett\u00e4 jokainen etiketti on paikallaan, oikein sijoitettu ja sis\u00e4lt\u00e4\u00e4 tarkat tiedot. Varmista ja ristiintaulukoi viivakoodit, QR-koodit, er\u00e4numerot, viimeiset k\u00e4ytt\u00f6p\u00e4iv\u00e4t ja viranomaisten merkinn\u00e4t odotettuihin arvoihin. .<\/p>\n<\/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\">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-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\/fi\/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\/fi\/case-study\/taerosol-automated-qa-in-high-mix-manufacturing\/\">Laadunvarmistuksen hallinta monipuolisessa tuotannossa: Nopeat tuotantokoneiden vaihdot ja yli 99%:n tarkkuus Taerosolilla<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">Sopimusvalmistus ja usein toistuvat tuotevaihdokset merkitsiv\u00e4t aiemmin jatkuvaa taistelua laadunvarmistuksen pullonkauloja vastaan. Tutustu siihen, miten Taerosol varmisti kosmetiikkasarjansa tulevaisuuden kest\u00e4vyyden nopeasti mukautuvalla teko\u00e4lyj\u00e4rjestelm\u00e4ll\u00e4, joka havaitsee yli 99% monimutkaisia etiketti- ja pakkausvirheit\u00e4.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<p class=\"gb-text mai-article-card-tag\"><span>Kosmetiikkavalmistus<\/span> <span>Laadunvarmistus<\/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\/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\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\/fi\/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\/fi\/case-study\/turvanasta-sub-millimeter-defect-detection\/\">Alimillimetritason laadunvalvonta mittakaavassa: Turvanastan tuotannon varmistaminen<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">Vanhat kuvantamisj\u00e4rjestelm\u00e4t h\u00e4vittiv\u00e4t t\u00e4ysin k\u00e4ytt\u00f6kelpoista materiaalia. Tutustu siihen, kuinka MarshallAI otti k\u00e4ytt\u00f6\u00f6n reunalaskentaratkaisun v\u00e4\u00e4rien hylk\u00e4ysten eliminoimiseksi ja satojen miljoonien alle millimetrin kokoisten metalliosien tarkastamiseksi ehdottoman tarkasti.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<p class=\"gb-text mai-article-card-tag\"><span>Valmistus<\/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<h2 class=\"gb-text gb-text-006c1760 mai-headline mai-reveal\">MarshallAI automatisoituun silm\u00e4m\u00e4\u00e4r\u00e4iseen tarkastukseen<\/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<h3 class=\"gb-text\">2500+ ppm<\/h3>\n\n\n\n<p class=\"gb-text\">Tasainen, monipuolinen sis\u00e4inen tarkastusnopeus ilman puskurointiviiveit\u00e4 tai kehyksen katoamisia.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-ef2d39cd\">\n<img loading=\"lazy\" decoding=\"async\" width=\"279\" height=\"256\" class=\"gb-media-dd676ea2\" alt=\"\" title=\"MAI-kuvakkeen tarkkuus\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MAI-icon-accuracy.svg\"\/>\n\n\n\n<h3 class=\"gb-text\">99,9951 TP4T-tarkkuus<\/h3>\n\n\n\n<p class=\"gb-text\">Kent\u00e4ll\u00e4 todistettua tarkkuutta suurnopeustuotantolinjoilla. Jatkuva automaattinen viritys parantaa mallin tarkkuutta.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-6b3c2c98\">\n<img loading=\"lazy\" decoding=\"async\" width=\"1094\" height=\"1254\" class=\"gb-media-9c399266\" alt=\"\" title=\"MAI-kuvakkeen nopeus\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MAI-icon-speed.svg\"\/>\n\n\n\n<h3 class=\"gb-text\">Nopea k\u00e4ytt\u00f6\u00f6notto<\/h3>\n\n\n\n<p class=\"gb-text\">Rakenna, kouluta ja ota k\u00e4ytt\u00f6\u00f6n toimiva tarkastusmalli alusta alkaen k\u00e4ytt\u00e4m\u00e4ll\u00e4 vain 5\u201310 kuvaa.<\/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<h3 class=\"gb-text\">Tietosuoja<\/h3>\n\n\n\n<p class=\"gb-text\">Yrityksesi tuotantotiedot eiv\u00e4t koskaan poistu tehtaan alueelta. 100%-k\u00e4sittely paikan p\u00e4\u00e4ll\u00e4.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-f08846bc\">\n<img decoding=\"async\" class=\"gb-media-4ed66ce0\" alt=\"\" title=\"MAI-icon-agnostic-trans\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-agnostic-trans.svg\"\/>\n\n\n\n<h3 class=\"gb-text\">Teollisuusintegraatiot ja suora toimilaitetekniikka<\/h3>\n\n\n\n<p class=\"gb-text\">MarshallAI integroituu ERP-, MES- ja SCADA-j\u00e4rjestelmiin ja ohjaa fyysisi\u00e4 ohjauslaitteita, portteja tai ohjelmoitavia logiikkayksik\u00f6it\u00e4 (PLC) reuna-k\u00e4sittelyn avulla l\u00e4hes ilman viivett\u00e4.<\/p>\n<\/div>\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-002df6c4\">\n<h2 class=\"gb-text gbp-section__headline mai-reveal mai-headline\">Vastauksia automaattisesta optisesta tarkastuksesta<\/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\">Mik\u00e4 on automaattinen optinen tarkastus (AOI)?<\/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\">Automatisoitu optinen tarkastus (AOI) on kameraj\u00e4rjestelmien ja kuvank\u00e4sittelyohjelmistojen k\u00e4ytt\u00f6 tuotteiden automaattiseen tarkastamiseen valmistuksen aikana tai sen j\u00e4lkeen. <\/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\">Mihin automaattista optista tarkastusta voidaan k\u00e4ytt\u00e4\u00e4?<\/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\">AOI-j\u00e4rjestelm\u00e4t tarkastavat pintavirheet, mittatarkkuuden, kokoonpanon t\u00e4ydellisyyden, merkint\u00f6jen oikeellisuuden ja vierasesinekontaminaation. AOI-j\u00e4rjestelm\u00e4t pystyv\u00e4t tarjoamaan tasaisen laadunvalvonnan tuotantolinjan nopeudella ilman manuaalista ty\u00f6t\u00e4 tai ihmisen v\u00e4liintuloa.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item gbp-card--border gb-accordion__item-4c5dbfe6\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle gb-accordion__toggle-d836ce49\" id=\"gb-accordion-toggle-d836ce49\">\n<h3 class=\"gb-text gbp-card__title gb-text-19946ecb\">Miten automatisoitu optinen tarkastus toimii?<\/h3>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-a288c271\"><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-01fabe42\">\n<div class=\"gb-element-57f65e32\">\n<p class=\"gb-text\">AOI-j\u00e4rjestelm\u00e4 ottaa kuvat jokaisesta osasta sen kulkiessa tarkastusaseman l\u00e4pi. Ohjelmisto analysoi jokaisen kuvan vertaamalla sit\u00e4 viitemalliin tai esiohjelmoituun s\u00e4\u00e4nt\u00f6ihin, merkitsee vaatimustenvastaiset osat ja lakaisee hylk\u00e4ys- tai h\u00e4lytyssignaalin reaaliajassa. <\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item gbp-card--border gb-accordion__item-078c35d8\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle gb-accordion__toggle-258caa04\" id=\"gb-accordion-toggle-258caa04\">\n<h3 class=\"gb-text gbp-card__title gb-text-5c4a23a9\">Miten nykyaikaiset teko\u00e4lypohjaiset AOI-j\u00e4rjestelm\u00e4t eroavat perinteisist\u00e4 AOI-j\u00e4rjestelmist\u00e4?<\/h3>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-f4135bb2\"><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-a1e9fe15\">\n<div class=\"gb-element-30d2049d\">\n<p class=\"gb-text\">Modernit teko\u00e4lypohjaiset AOI-j\u00e4rjestelm\u00e4t muodostavat vertailumallinsa kouluttamalla sit\u00e4 todellisen tuotantoymp\u00e4rist\u00f6si tunnetusti hyvien ja virheellisten osien kuvilla sen sijaan, ett\u00e4 ne tukeutuisivat manuaalisesti ohjelmoituihin s\u00e4\u00e4nt\u00f6ihin.<\/p>\n\n\n\n<figure class=\"wp-block-table mai-reveal\"><table class=\"has-fixed-layout\"><thead><tr><th><\/th><th>Perinteinen AOI<\/th><th>Teko\u00e4lypohjainen AOI<\/th><\/tr><\/thead><tbody><tr><td><strong>Asetukset<\/strong><\/td><td>Manuaalinen s\u00e4\u00e4nt\u00f6ohjelmointi tuotekohtaisesti<\/td><td>Junat tuotantokuvista<\/td><\/tr><tr><td><strong>Vikatyypit<\/strong><\/td><td>L\u00f6yt\u00e4\u00e4 vain ennalta m\u00e4\u00e4ritetyt virheet<\/td><td>Yleistyy uusille virhetyypeille<\/td><\/tr><tr><td><strong>Tuotteen vaihto<\/strong><\/td><td>Vaatii uudelleenohjelmoinnin<\/td><td>Uudelleenkouluta uusista n\u00e4ytekuvista<\/td><\/tr><tr><td><strong>Tarkkuus<\/strong><\/td><td>Herkk\u00e4 valaistukselle ja vaihtelulle<\/td><td>Kest\u00e4v\u00e4 ymp\u00e4rist\u00f6n vaihtelua vastaan<\/td><\/tr><tr><td><strong>V\u00e4\u00e4r\u00e4n hylk\u00e4yksen aste<\/strong><\/td><td>Korkeampi \u2013 j\u00e4yk\u00e4t kynnysarvot<\/td><td>Alemmat \u2014 opitut toleranssit<\/td><\/tr><tr><td><strong>K\u00e4ytt\u00f6\u00f6nottoaika<\/strong><\/td><td>Viikoista kuukausiin<\/td><td>Tunteja p\u00e4iviksi<\/td><\/tr><tr><td><strong>Infrastruktuuri<\/strong><\/td><td>Usein suljettu laitteisto<\/td><td>Toimii tavallisten IP-kameroiden kanssa<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Teko\u00e4lypohjainen avaimet k\u00e4teen -kokonaisratkaisu automaattiseen optiseen tarkastukseen (AOI) ja automaattiseen visuaaliseen tarkastukseen (AVI). Todistettu tarkkuus ja luotettavuus.<\/p>","protected":false},"featured_media":2471,"template":"","meta":{"content-type":"","footnotes":""},"categories":[45,46],"tags":[],"class_list":["post-3042","solution","type-solution","status-publish","has-post-thumbnail","hentry","category-manufacturing","category-quality-assurance"],"_links":{"self":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution\/3042","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":12,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution\/3042\/revisions"}],"predecessor-version":[{"id":3756,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution\/3042\/revisions\/3756"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media\/2471"}],"wp:attachment":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media?parent=3042"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/categories?post=3042"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/tags?post=3042"}],"curies":[{"name":"Hyvin pelattu","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}