{"id":2416,"date":"2026-05-13T14:47:03","date_gmt":"2026-05-13T11:47:03","guid":{"rendered":"https:\/\/marshallai.com\/?page_id=2416"},"modified":"2026-08-24T14:22:12","modified_gmt":"2026-08-24T11:22:12","slug":"teollinen-laadunvarmistus","status":"publish","type":"page","link":"https:\/\/marshallai.com\/fi\/industries\/manufacturing-industrial-qa\/","title":{"rendered":"Valmistus ja teollisuuden laadunvarmistus"},"content":{"rendered":"<div class=\"mai-section gb-element-7c77d488 first-section\">\n<div class=\"mai-container_inner-content gb-element-3c142d71\">\n<div class=\"gb-element-3ef954b0 mai-reveal\">\n<div class=\"gb-element-5b2eb2c1\"><nav style=\"--separator: &quot;\/&quot;\" class=\"wp-block-breadcrumbs\" aria-label=\"Murupolku\"><ol><li><a href=\"https:\/\/marshallai.com\/fi\/\">Etusivu<\/a><\/li><li><a href=\"https:\/\/marshallai.com\/fi\/industries\/\">Toimialat<\/a><\/li><li><span aria-current=\"page\">Valmistus ja teollisuuden laadunvarmistus<\/span><\/li><\/ol><\/nav><\/div>\n\n\n\n<h1 class=\"gb-text mai-headline\">Havaitse virheet linjanopeudella<\/h1>\n\n\n\n<p class=\"gb-text\">Muunna osaamisesi huippunopeaksi neuroverkoksi tunneissa. Poista virheelliset hylk\u00e4ykset ja havaitse alle millimetrin kokoiset viat automatisoidulla optisella tarkastuksella kirjoittamatta ainoatakaan koodirivi\u00e4.<\/p>\n\n\n\n<div class=\"gb-element-fe993c51\">\n<a class=\"gb-text gb-text-40ab59ad mai-btn-primary\" href=\"https:\/\/marshallai.com\/fi\/ota-yhteytta\/\">Pyyd\u00e4 demo<\/a>\n\n\n\n<a class=\"gb-text mai-btn-secondary\" href=\"https:\/\/marshallai.com\/fi\/tapaustutkimukset\/\">N\u00e4yt\u00e4 tapaustutkimukset<\/a>\n<\/div>\n<\/div>\n\n\n\n<div>\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6ad6775a5e669&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6ad6775a5e669\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"858\" height=\"900\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_rigged-setup_example-1-858x900.webp\" alt=\"\" class=\"wp-image-2945\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_rigged-setup_example-1-858x900.webp 858w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_rigged-setup_example-1-476x500.webp 476w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_rigged-setup_example-1-768x806.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_rigged-setup_example-1.webp 1313w\" sizes=\"auto, (max-width: 858px) 100vw, 858px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\tdata-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.thisImage.buttonRight\"\n\t\t\tdata-wp-style--top=\"state.thisImage.buttonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><figcaption class=\"wp-element-caption\">Tuotantolinjalle toimitetun MarshallAI-silm\u00e4m\u00e4\u00e4r\u00e4isen tarkastusaseman CAD-malli<\/figcaption><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-207c56eb\">\n<div class=\"mai-container_inner-content gb-element-0ed52b43\">\n<div class=\"gb-element-367c01c4\">\n<div class=\"gb-text gb-text-a7fb84b8 mai-eyebrow\">Luotettu<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-0fbd3479\">\n<div>\n<img decoding=\"async\" class=\"gb-media-bc9dbb95\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Hartwall-logo-svg.svg\" alt=\"\" title=\"Hartwall logo svg\"\/>\n<\/div>\n\n\n\n<div>\n<img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"80\" class=\"gb-media-86b01c58\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Taerosol-logo.png\" alt=\"\" title=\"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 loading=\"lazy\" decoding=\"async\" width=\"695\" height=\"80\" class=\"gb-media-5a172836\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Turvanasta-logo.png\" alt=\"\" title=\"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<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section\">\n<div class=\"mai-container_inner-content gb-element-c47aa3ea\">\n<div class=\"gb-element-9e0b1d8b mai-reveal\">\n<div>\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Virheentunnistus<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text mai-list-content\">Havaitse mikrotehovirheet, pintavirheet ja viat nopeudella 2 500 yksikk\u00f6\u00e4 minuutissa k\u00e4ytt\u00e4m\u00e4ll\u00e4 <a href=\"https:\/\/marshallai.com\/fi\/ratkaisut\/automaattinen-optinen-tarkastus-aoi\/\" data-type=\"page\" data-id=\"2426\">Automatisoitu optinen tarkastus<\/a>.<\/p>\n<\/div>\n\n\n\n<div>\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Kokoonpanon tarkastus<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text mai-list-content\">Varmista, ett\u00e4 100%-komponentti on paikallaan ja oikein suunnattu. Poista manuaaliset tarkastukset monimutkaisista kokoonpanoista.<\/p>\n<\/div>\n\n\n\n<div>\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Etiketit ja pakkausmateriaalit<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text mai-list-content\">Validoi viivakoodit ja viimeinen k\u00e4ytt\u00f6p\u00e4iv\u00e4-\/er\u00e4koodit edistyneell\u00e4 OCR-tekniikalla s\u00e4\u00e4ntelyyn liittyv\u00e4n vaatimustenmukaisuuden varmistamiseksi.<\/p>\n<\/div>\n\n\n\n<div>\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Saanto ja l\u00e4pimeno<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text mai-list-content\">Seuraa OEE:t\u00e4, laske kappaleita ja tunnista pullonkaulat hetkess\u00e4 kamerasy\u00f6tteiden kautta.<\/p>\n<\/div>\n\n\n\n<div>\n<p class=\"mai-list-title\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Materiaalin luokittelu<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text mai-list-content\">Lajittele raaka-aineet (puutavara, elintarvikkeet, tekstiilit) automaattisesti ulkon\u00e4\u00f6n, koon ja v\u00e4rin perusteella.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-9561e5ed mai-reveal\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"765\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins-1024x765.png\" alt=\"\" class=\"wp-image-370\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins-1024x765.png 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins-300x224.png 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins-768x573.png 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins-1536x1147.png 1536w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins-2048x1529.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Pienten osien tarkastus<\/figcaption><\/figure>\n\n\n\n<div style=\"height:12px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1448\" height=\"576\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_optical_character-recognition2.webp\" alt=\"\" class=\"wp-image-2628\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_optical_character-recognition2.webp 1448w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_optical_character-recognition2-500x199.webp 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_optical_character-recognition2-768x306.webp 768w\" sizes=\"auto, (max-width: 1448px) 100vw, 1448px\" \/><figcaption class=\"wp-element-caption\">Teko\u00e4lypohjainen tekstintunnistus (OCR) alumiinit\u00f6lkist\u00e4<\/figcaption><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section\">\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-11a23417\">\n<div>\n<h2 class=\"gb-text mai-headline mai-reveal\">MarshallAI-avaimet k\u00e4teen -ratkaisu<\/h2>\n\n\n\n<p class=\"gb-text\">Ratkaistavan ongelman ja toimintaymp\u00e4rist\u00f6n perusteella rakennamme optimaalisen anturointi- ja takilaratkaisun.<br>Tyypillinen ratkaisumme koostuu seuraavista:<\/p>\n<\/div>\n\n\n\n<div><\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-093901d8\">\n<div>\n<div class=\"gb-accordion\" data-transition=\"slide\" data-accordion-multiple-open=\"true\">\n<div class=\"gb-accordion__item mai-accordion-item\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle mai-accordion-toggle\" id=\"gb-accordion-toggle-d08f2354\">\n<span class=\"gb-text mai-accordion-title\">MarshallAI-lisenssi<\/span>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-1b3bc4cf\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-10102606\">\n<div class=\"gb-element-9f513d5f\">\n<p class=\"gb-text mai-accordion-text\">Kooditon konen\u00e4\u00f6n p\u00e4\u00e4ttelymoottorimme ja solmupohjainen putkiston hallinta reaaliaikaisiin mallis\u00e4\u00e4d\u00f6ksiin.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item mai-accordion-item\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle mai-accordion-toggle\" id=\"gb-accordion-toggle-0c835d04\">\n<span class=\"gb-text mai-accordion-title\">Kamerat ja anturit<\/span>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-18d3be20\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-ad2b1eb3\">\n<div class=\"gb-element-d088a03b\">\n<p class=\"gb-text mai-accordion-text\">Sopivat nopeat global shutter -kamerat luotettavalta merkilt\u00e4, kuten Basler, IDS, Teledyne tai Allied Vision. Tai k\u00e4yt\u00e4mme olemassa olevia kameroitasi.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item mai-accordion-item\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle mai-accordion-toggle\" id=\"gb-accordion-toggle-f4fcc042\">\n<span class=\"gb-text mai-accordion-title\">Valaistus<\/span>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-7997f315\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-208bd4ef\">\n<div class=\"gb-element-7a540c51\">\n<p class=\"gb-text mai-accordion-text\">Sopiva v\u00e4l\u00e4hdys-, jatkuva tai koaksiaalivalaistus.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item mai-accordion-item\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle mai-accordion-toggle\" id=\"gb-accordion-toggle-30263073\">\n<span class=\"gb-text mai-accordion-title\">Suoritin<\/span>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-84c2dcd7\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-4f6062a1\">\n<div class=\"gb-element-41c66262\">\n<p class=\"gb-text mai-accordion-text\">Teollisen tason suorituskykyinen laskentayksikk\u00f6, joka on suunniteltu jatkuvaan ja eritt\u00e4in pienen viiveen reunateko\u00e4lyprosessointiin.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item mai-accordion-item\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle mai-accordion-toggle\" id=\"gb-accordion-toggle-85e3a785\">\n<span class=\"gb-text mai-accordion-title\">Suojattu yhdysk\u00e4yt\u00e4v\u00e4<\/span>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-13a9e355\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-58435605\">\n<div class=\"gb-element-9b33ad66\">\n<p class=\"gb-text mai-accordion-text\">Teollisuusreititin salatulla VPN:ll\u00e4 ja mobiiliyhteydell\u00e4.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item mai-accordion-item\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle mai-accordion-toggle\" id=\"gb-accordion-toggle-f14621e2\">\n<span class=\"gb-text mai-accordion-title\">Kest\u00e4v\u00e4 kotelo laitteistolle<\/span>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-975025f8\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-e84bcb40\">\n<div class=\"gb-element-f4c0f75a\">\n<p class=\"gb-text mai-accordion-text\">Raskaan sarjan pesunkest\u00e4v\u00e4 kotelo suojaa kameraa\/sensoreita ja muita komponentteja p\u00f6lylt\u00e4, kosteudelta, kuumuudelta ja hiukkasilta.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item mai-accordion-item\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle mai-accordion-toggle\" id=\"gb-accordion-toggle-eb0aa023\">\n<span class=\"gb-text mai-accordion-title\">Virranhallinta<\/span>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-3cdbd53b\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-6e00bb2d\">\n<div class=\"gb-element-d8301e3a\">\n<p class=\"gb-text mai-accordion-text\">Sis\u00e4\u00e4nrakennettu keskeytym\u00e4t\u00f6n virtal\u00e4hde (UPS), jossa on vankka ylij\u00e4nnitesuoja ja automaattiset et\u00e4k\u00e4ynnistysominaisuudet.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item mai-accordion-item\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle mai-accordion-toggle\" id=\"gb-accordion-toggle-cb5ea7ae\">\n<span class=\"gb-text mai-accordion-title\">Taklaus, kaapelointi ja asennus<\/span>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-be849640\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-88c343fe\">\n<div class=\"gb-element-ff25c5ce\">\n<p class=\"gb-text mai-accordion-text\">Kattava k\u00e4ytt\u00f6\u00f6nottopaketti, joka sis\u00e4lt\u00e4\u00e4 teollisuusluokan pesunkest\u00e4v\u00e4n kiinnityslaitteiston, suojatut kaapelit ja t\u00e4ydellisen rakenteellisen asennuksen.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-889ddbb8\">\n<div style=\"height:12px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6ad6775a60bad&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6ad6775a60bad\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1536\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/2026-5_MarshallAI_illustration_core-bundle-manufacturing-overlays-v5-edited.webp\" alt=\"\" class=\"wp-image-2676\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/2026-5_MarshallAI_illustration_core-bundle-manufacturing-overlays-v5-edited.webp 2048w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/2026-5_MarshallAI_illustration_core-bundle-manufacturing-overlays-v5-edited-500x375.webp 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/2026-5_MarshallAI_illustration_core-bundle-manufacturing-overlays-v5-edited-1200x900.webp 1200w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/2026-5_MarshallAI_illustration_core-bundle-manufacturing-overlays-v5-edited-768x576.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/2026-5_MarshallAI_illustration_core-bundle-manufacturing-overlays-v5-edited-1536x1152.webp 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\tdata-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.thisImage.buttonRight\"\n\t\t\tdata-wp-style--top=\"state.thisImage.buttonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><figcaption class=\"wp-element-caption\">MarshallAI-ratkaisu sis\u00e4lt\u00e4\u00e4 kaiken tarvittavan laitteiston, ohjelmiston ja asennustarvikkeet<\/figcaption><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section\">\n<h2 class=\"gb-text gb-text-006c1760 mai-headline mai-reveal\">Suunniteltu teollisuusluokan laadunvarmistukseen<\/h2>\n\n\n\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-b912bdcb\">\n<div class=\"gb-element-e58c60ec\">\n<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"902\" class=\"gb-media-31ad73a3\" alt=\"\" title=\"MAI-icon-performance-trans-v2\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-performance-trans-v2.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-performance-trans-v2.webp 900w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-performance-trans-v2-300x300.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-performance-trans-v2-150x150.webp 150w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-performance-trans-v2-768x770.webp 768w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/>\n\n\n\n<h2 class=\"gb-text\">Eritt\u00e4in suuri nopeus<\/h2>\n\n\n\n<p class=\"gb-text\">Integroitu tunnistus jopa 2 500 yksik\u00f6lle minuutissa. Pysy nopeimpien tuotantolinjojesi tahdissa ilman pullonkauloja.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-ef2d39cd\">\n<img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"900\" class=\"gb-media-d4a2a5cb\" alt=\"\" title=\"MAI-kuvake-suomi\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-finnish.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-finnish.webp 900w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-finnish-300x300.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-finnish-150x150.webp 150w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-finnish-768x768.webp 768w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/>\n\n\n\n<h2 class=\"gb-text\">Submillimetritarkkuus<\/h2>\n\n\n\n<p class=\"gb-text\">Tunnista naarmut, lommot tai kokoonpanovirheet, jotka eiv\u00e4t n\u00e4y paljaalla silm\u00e4ll\u00e4.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-6b3c2c98\">\n<img decoding=\"async\" class=\"gb-media-9c399266\" alt=\"\" title=\"MAI-icon-nodebased-trans-v2\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-nodebased-trans-v2.svg\"\/>\n\n\n\n<h2 class=\"gb-text\">Korkean sekoituksen valmis<\/h2>\n\n\n\n<p class=\"gb-text\">Nopeat vaihdot. Kouluta uusia malleja eri tuotevariantteille minuuteissa, \u00e4l\u00e4 viikoissa.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-5ed1f395\">\n<img decoding=\"async\" class=\"gb-media-0b193b11\" alt=\"\" title=\"MAI-icon-security-shield-trans\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-security-shield-trans.svg\"\/>\n\n\n\n<h2 class=\"gb-text\">Tietosuoja<\/h2>\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-multimodal-trans-v2\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MAI-icon-multimodal-trans-v2.svg\"\/>\n\n\n\n<h2 class=\"gb-text\">Suorak\u00e4ytt\u00f6<\/h2>\n\n\n\n<p class=\"gb-text\">\u00c4l\u00e4 tyydy pelk\u00e4st\u00e4\u00e4n havaitsemaan, vaan reagoi. MarshallAI ohjaa fyysisi\u00e4 jakajia, venttiilej\u00e4 tai ohjelmoitavia logiikkayksik\u00f6it\u00e4 (PLC) l\u00e4hes ilman viivett\u00e4.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section\">\n<h2 class=\"gb-text gb-text-ae80cab8 mai-headline mai-reveal\">Automatisoi toiminnot kehittyneell\u00e4 tietokonen\u00e4\u00f6ll\u00e4<\/h2>\n\n\n\n<div class=\"gb-element-aaf8cc11\">\n<div class=\"cap-grid\">\n      <!-- 1. DEFECT DETECTION -->\n      <div class=\"cap-card\" style=\"--cap-color: var(--mai-accent); transition-delay: 0s;\">\n        <div class=\"cap-glow\"><\/div>\n        <div class=\"cap-icon-wrap\">\n          <svg width=\"22\" height=\"22\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <circle cx=\"11\" cy=\"11\" r=\"8\"\/>\n            <line x1=\"21\" y1=\"21\" x2=\"16.65\" y2=\"16.65\"\/>\n            <line x1=\"11\" y1=\"8\" x2=\"11\" y2=\"14\"\/>\n            <line x1=\"8\" y1=\"11\" x2=\"14\" y2=\"11\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"cap-verb\">Virheentunnistus<\/div>\n        <div class=\"cap-desc\">Tunnista mikrohalkeamat, pintavirheet ja rakenteelliset viat t\u00e4ydell\u00e4 tuotantonopeudella ennen kuin vialliset osat p\u00e4\u00e4sev\u00e4t seuraavaan valmistusvaiheeseen.<\/div>\n      <\/div>\n\n      <!-- 2. ASSEMBLY VERIFICATION -->\n      <div class=\"cap-card\" style=\"--cap-color: var(--mai-accent); transition-delay: 0.08s;\">\n        <div class=\"cap-glow\"><\/div>\n        <div class=\"cap-icon-wrap\">\n          <svg width=\"22\" height=\"22\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <polyline points=\"9 11 12 14 22 4\"\/>\n            <path d=\"M21 12v7a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2V5a2 2 0 0 1 2-2h11\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"cap-verb\">Kokoonpanon tarkastus<\/div>\n        <div class=\"cap-desc\">Varmista, ett\u00e4 jokainen osa on paikallaan, oikein p\u00e4in ja kunnolla kiinni. Poista manuaaliset tarkastukset monimutkaisilta, useammasta osasta koostuvilta kokoonpanoilta.<\/div>\n      <\/div>\n\n      <!-- 3. LABEL & PACKAGING -->\n      <div class=\"cap-card\" style=\"--cap-color: var(--mai-accent); transition-delay: 0.16s;\">\n        <div class=\"cap-glow\"><\/div>\n        <div class=\"cap-icon-wrap\">\n          <svg width=\"22\" height=\"22\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <path d=\"M3 7V5a2 2 0 0 1 2-2h2\"\/>\n            <path d=\"M17 3h2a2 2 0 0 1 2 2v2\"\/>\n            <path d=\"M21 17v2a2 2 0 0 1-2 2h-2\"\/>\n            <path d=\"M7 21H5a2 2 0 0 1-2-2v-2\"\/>\n            <line x1=\"7\" y1=\"12\" x2=\"17\" y2=\"12\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"cap-verb\">Etiketit ja pakkausmateriaalit<\/div>\n        <div class=\"cap-desc\">Validoi viivakoodit, lue OCR-teksti (p\u00e4iv\u00e4m\u00e4\u00e4r\u00e4t\/er\u00e4koodit) ja tunnista virheellisesti kohdistetut tai puuttuvat etiketit varmistaaksesi t\u00e4ydellisen vaatimustenmukaisuuden FMCG- ja l\u00e4\u00e4keteollisuudessa.<\/div>\n      <\/div>\n\n      <!-- 4. YIELD & THROUGHPUT -->\n      <div class=\"cap-card\" style=\"--cap-color: var(--mai-accent); transition-delay: 0.24s;\">\n        <div class=\"cap-glow\"><\/div>\n        <div class=\"cap-icon-wrap\">\n          <svg width=\"22\" height=\"22\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <line x1=\"18\" y1=\"20\" x2=\"18\" y2=\"10\"\/>\n            <line x1=\"12\" y1=\"20\" x2=\"12\" y2=\"4\"\/>\n            <line x1=\"6\"  y1=\"20\" x2=\"6\"  y2=\"14\"\/>\n            <rect x=\"2\" y=\"2\" width=\"20\" height=\"20\" rx=\"2\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"cap-verb\">Saanto ja l\u00e4pimeno<\/div>\n        <div class=\"cap-desc\">Tuota reaaliaikaisia tuotantotilastoja ilman PLC-integraatiota. Tunnista pullonkaulat, laske yksik\u00f6t ja tarkkaile OEE:t\u00e4 v\u00e4litt\u00f6m\u00e4sti kamerasy\u00f6tteiden avulla.<\/div>\n      <\/div>\n\n      <!-- 5. MATERIAL GRADING -->\n      <div class=\"cap-card\" style=\"--cap-color: var(--mai-accent); transition-delay: 0.32s;\">\n        <div class=\"cap-glow\"><\/div>\n        <div class=\"cap-icon-wrap\">\n          <svg width=\"22\" height=\"22\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <polygon points=\"12 2 2 7 12 12 22 7 12 2\"\/>\n            <polyline points=\"2 17 12 22 22 17\"\/>\n            <polyline points=\"2 12 12 17 22 12\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"cap-verb\">Materiaalin luokittelu<\/div>\n        <div class=\"cap-desc\">Arvioi ja lajittele muuttuvat raaka-aineet, kuten puutavara, maataloustuotteet tai tekstiilit, automaattisesti visuaalisen laadun, koon ja v\u00e4rirajojen perusteella.<\/div>\n      <\/div>\n\n      <!-- 6. SAFETY COMPLIANCE -->\n      <div class=\"cap-card\" style=\"--cap-color: var(--mai-accent); transition-delay: 0.40s;\">\n        <div class=\"cap-glow\"><\/div>\n        <div class=\"cap-icon-wrap\">\n          <svg width=\"22\" height=\"22\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <path d=\"M12 22s8-4 8-10V5l-8-3-8 3v7c0 6 8 10 8 10z\"\/>\n            <line x1=\"12\" y1=\"8\" x2=\"12\" y2=\"12\"\/>\n            <circle cx=\"12\" cy=\"16\" r=\"1\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"cap-verb\">Turvallisuusm\u00e4\u00e4r\u00e4ysten noudattaminen<\/div>\n        <div class=\"cap-desc\">Valvo tehtaiden lattioita henkil\u00f6nsuojainten (kyp\u00e4r\u00e4t, liivit) k\u00e4yt\u00f6n osalta ja k\u00e4ynnist\u00e4 v\u00e4litt\u00f6m\u00e4t konepys\u00e4ytykset, jos henkil\u00f6st\u00f6 astuu rajoitetuille tai vaarallisille alueille.<\/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\">Todistetut ratkaisut kohteeseen <em>valmistus<\/em><\/h2>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-container_inner-content\">\n<div><ul class=\"gbp-list--unstyled gb-looper-5cf487fa\">\n<li class=\"gb-loop-item post-853 case-study type-case-study status-publish has-post-thumbnail hentry category-cosmetic-manufacturing category-quality-assurance tag-aerosol-manufacturing tag-case-study tag-computer-vision tag-cosmetic-manufacturing tag-defect-detection tag-edge-computing tag-machine-vision tag-quality-assurance\">\n<article class=\"mai-card-article gb-element-ff0abb7c\">\n<a href=\"https:\/\/marshallai.com\/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>","protected":false},"excerpt":{"rendered":"<p>Tunnistakaa virheet linjalla nopeudella K\u00e4\u00e4nn\u00e4 asiantuntemuksesi nopeaan neuroverkkoon tunneissa. Poista v\u00e4\u00e4ri\u00e4 hyllytyksi\u00e4 ja tunnistakaa alimittaisista virheist\u00e4 k\u00e4ytt\u00e4m\u00e4ll\u00e4 automaattista optista tarkkailua ilman ett\u00e4 kirjoitatte yht\u00e4\u00e4n rivi\u00e4 koodia. Pyyd\u00e4 demo Katso tapaus esimerkkej\u00e4: Luotettu vauriotunnistuksessa: Tunnista mikrorikkoutumat, pinnalliset vioittumat ja virheet 2 500 yksik\u00f6n\/minuutin nopeudella automaattisen optisen tarkkailun avulla \u2026 <a title=\"Valmistus ja teollisuuden laadunvarmistus\" class=\"read-more\" href=\"https:\/\/marshallai.com\/fi\/industries\/manufacturing-industrial-qa\/\" aria-label=\"Lue lis\u00e4\u00e4 aiheesta Manufacturing &amp; Industrial QA\">Lue lis\u00e4\u00e4<\/a><\/p>","protected":false},"author":1,"featured_media":2477,"parent":2393,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"content-type":"","page_theme":"","footnotes":""},"class_list":["post-2416","page","type-page","status-publish","has-post-thumbnail"],"_links":{"self":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/2416","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/comments?post=2416"}],"version-history":[{"count":15,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/2416\/revisions"}],"predecessor-version":[{"id":3536,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/2416\/revisions\/3536"}],"up":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/2393"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media\/2477"}],"wp:attachment":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media?parent=2416"}],"curies":[{"name":"Hyvin pelattu","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}