{"id":849,"date":"2026-03-05T08:58:22","date_gmt":"2026-03-05T08:58:22","guid":{"rendered":"https:\/\/digiom.fi\/kradi\/?page_id=849"},"modified":"2026-09-21T13:09:12","modified_gmt":"2026-09-21T10:09:12","slug":"tapaustutkimukset","status":"publish","type":"page","link":"https:\/\/marshallai.com\/fi\/case-studies\/","title":{"rendered":"Asiakastarinat"},"content":{"rendered":"<div class=\"mai-section gb-element-62641e3d\">\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-62143277\">\n<h1 class=\"gb-text mai-headline mai-reveal\">Todistettu <em>Reuna<\/em><\/h1>\n\n\n\n<p class=\"gb-text gbp-section__text mai-reveal\">Tehtaan lattian virheellisten hylk\u00e4ysten poistamisesta kaupungin infrastruktuurin ohjaamiseen \u2013 katso, miten syv\u00e4oppimisalustamme ratkaisee vaikeimmat visuaaliset haasteet ja tuottaa v\u00e4lit\u00f6nt\u00e4 sijoitetun p\u00e4\u00e4oman tuottoa.<\/p>\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 mai-card-article-image\" 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 class=\"gb-element-462c7cbe\">\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<a class=\"gb-text mai-button-secondary-block\" href=\"https:\/\/marshallai.com\/fi\/case-study\/taerosol-automated-qa-in-high-mix-manufacturing\/\">Lue tapaus<\/a>\n\n\n\n<span class=\"gb-shape gb-shape-8d885a20\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 1200 40\" preserveaspectratio=\"none\" width=\"100%\" height=\"100%\">\n  <path d=\"M0,20 L1200,20\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><\/path>\n<\/svg><\/span>\n\n\n\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 mai-card-article-image\" 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 class=\"gb-element-462c7cbe\">\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<a class=\"gb-text mai-button-secondary-block\" href=\"https:\/\/marshallai.com\/fi\/case-study\/eliminating-rogue-cans-high-speed-edge-ai-qa-in-beverage-manufacturing\/\">Lue tapaus<\/a>\n\n\n\n<span class=\"gb-shape gb-shape-8d885a20\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 1200 40\" preserveaspectratio=\"none\" width=\"100%\" height=\"100%\">\n  <path d=\"M0,20 L1200,20\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><\/path>\n<\/svg><\/span>\n\n\n\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 mai-card-article-image\" 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 class=\"gb-element-462c7cbe\">\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<a class=\"gb-text mai-button-secondary-block\" href=\"https:\/\/marshallai.com\/fi\/case-study\/turvanasta-sub-millimeter-defect-detection\/\">Lue tapaus<\/a>\n\n\n\n<span class=\"gb-shape gb-shape-8d885a20\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 1200 40\" preserveaspectratio=\"none\" width=\"100%\" height=\"100%\">\n  <path d=\"M0,20 L1200,20\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><\/path>\n<\/svg><\/span>\n\n\n\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\n<li class=\"gb-loop-item post-2174 case-study type-case-study status-publish has-post-thumbnail hentry category-smart-cities category-traffic-management tag-case-study tag-computer-vision tag-edge-computing tag-smart-cities tag-traffic-control tag-traffic-counting tag-traffic-management tag-traffic-statistics\">\n<article class=\"mai-card-article gb-element-ff0abb7c\">\n<a href=\"https:\/\/marshallai.com\/fi\/case-study\/vantaa-traffic-infrastructure-actuation\/\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"432\" alt=\"\" data-media-id=\"2135\" class=\"gb-media-264cf724 mai-card-article-image\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_multi-view-768x432.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_multi-view-768x432.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_multi-view-300x169.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_multi-view-1024x575.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_multi-view.webp 1500w\" 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\/vantaa-traffic-infrastructure-actuation\/\">Fyysisen infrastruktuurin k\u00e4ytt\u00f6\u00f6notto: Miten MarshallAI saavutti 99,8%:n luotettavuuden vaativissa olosuhteissa<\/a><\/span>\n\n\n\n<div class=\"gb-element-462c7cbe\">\n<p class=\"gb-text mai-card-article-text\">Tutustu siihen, kuinka MarshallAI:n reunakuvantunnistusj\u00e4rjestelm\u00e4 seuraa moitteettomasti monimutkaisia kohteita \u00e4\u00e4rimm\u00e4isiss\u00e4 olosuhteissa ja saavuttaa 99,8%:n luotettavuusasteen jalankulkijoiden tunnistuksessa samalla, kun se laukaisee turvallisesti fyysisen infrastruktuurin ohjauslaitteet reaaliajassa.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<a class=\"gb-text mai-button-secondary-block\" href=\"https:\/\/marshallai.com\/fi\/case-study\/vantaa-traffic-infrastructure-actuation\/\">Lue tapaus<\/a>\n\n\n\n<span class=\"gb-shape gb-shape-8d885a20\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 1200 40\" preserveaspectratio=\"none\" width=\"100%\" height=\"100%\">\n  <path d=\"M0,20 L1200,20\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><\/path>\n<\/svg><\/span>\n\n\n\n<p class=\"gb-text mai-article-card-tag\"><span>\u00c4lykaupungit<\/span> <span>Liikenteenohjaus<\/span><\/p>\n<\/div>\n<\/div>\n<\/article>\n<\/li>\n\n<li class=\"gb-loop-item post-2123 case-study type-case-study status-publish has-post-thumbnail hentry category-smart-cities category-traffic-management tag-ai-vision tag-case-study tag-computer-vision tag-emission-reduction tag-machine-vision tag-traffic-control tag-traffic-counting tag-traffic-management\">\n<article class=\"mai-card-article gb-element-ff0abb7c\">\n<a href=\"https:\/\/marshallai.com\/fi\/case-study\/ai4cities-intelligent-traffic-intersection-management\/\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"432\" alt=\"\" data-media-id=\"2133\" class=\"gb-media-264cf724 mai-card-article-image\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_co-reduction-768x432.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_co-reduction-768x432.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_co-reduction-300x169.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_co-reduction-1024x576.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_co-reduction.webp 1500w\" 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\/ai4cities-intelligent-traffic-intersection-management\/\">\u00c4lykk\u00e4\u00e4mm\u00e4t risteykset, v\u00e4hemm\u00e4n p\u00e4\u00e4st\u00f6j\u00e4: MarshallAI ja AI4Cities<\/a><\/span>\n\n\n\n<div class=\"gb-element-462c7cbe\">\n<p class=\"gb-text mai-card-article-text\">MarshallAI on osoittanut toimivuutensa kriittisiss\u00e4 j\u00e4rjestelmiss\u00e4 ja jatkuvassa k\u00e4yt\u00f6ss\u00e4. Helsingiss\u00e4 ja Pariisissa k\u00e4ytt\u00f6\u00f6notettu syv\u00e4oppimisalustamme ohjasi itsen\u00e4isesti reaaliaikaista infrastruktuuria, mink\u00e4 ansiosta p\u00e4\u00e4st\u00f6j\u00e4 saatiin v\u00e4hennetty\u00e4 jopa 8%. <\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<a class=\"gb-text mai-button-secondary-block\" href=\"https:\/\/marshallai.com\/fi\/case-study\/ai4cities-intelligent-traffic-intersection-management\/\">Lue tapaus<\/a>\n\n\n\n<span class=\"gb-shape gb-shape-8d885a20\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 1200 40\" preserveaspectratio=\"none\" width=\"100%\" height=\"100%\">\n  <path d=\"M0,20 L1200,20\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><\/path>\n<\/svg><\/span>\n\n\n\n<p class=\"gb-text mai-article-card-tag\"><span>\u00c4lykaupungit<\/span> <span>Liikenteenohjaus<\/span><\/p>\n<\/div>\n<\/div>\n<\/article>\n<\/li>\n\n<li class=\"gb-loop-item post-2091 case-study type-case-study status-publish has-post-thumbnail hentry category-security category-smart-cities tag-ai-security-monitoring tag-case-study tag-crowd-analytics tag-crowd-counting tag-intrusion-detection tag-ip-camera-security tag-legacy-camera-integration tag-local-network tag-privacy-first-ai tag-security tag-security-monitoring tag-theme-park tag-video-management-system tag-visitor-flow tag-vms\">\n<article class=\"mai-card-article gb-element-ff0abb7c\">\n<a href=\"https:\/\/marshallai.com\/fi\/case-study\/sarkanniemi-crowd-analytics-and-security-using-edgeai\/\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"512\" alt=\"\" data-media-id=\"2092\" class=\"gb-media-264cf724 mai-card-article-image\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/sarkanniemi-hero-768x512.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/sarkanniemi-hero-768x512.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/sarkanniemi-hero-300x200.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/sarkanniemi-hero-1024x683.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/sarkanniemi-hero.webp 1500w\" 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\/sarkanniemi-crowd-analytics-and-security-using-edgeai\/\">Vanhentuneen infrastruktuurin p\u00e4ivitt\u00e4minen: Joukko-analytiikka ja tietoturva ilman pilviriippuvuutta<\/a><\/span>\n\n\n\n<div class=\"gb-element-462c7cbe\">\n<p class=\"gb-text mai-card-article-text\">Opi, miten hy\u00f6dynsimme S\u00e4rk\u00e4nniemen huvipuiston olemukseltaan valmista kamerainfrastruktuuria reaaliaikaisen videon k\u00e4sittelyyn suljetussa l\u00e4hiverkossa \u2013 mik\u00e4 mahdollistaa turvallisuus- ja yleis\u00f6virta-analytiikan s\u00e4ilytt\u00e4en samalla yksityisyyden.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<a class=\"gb-text mai-button-secondary-block\" href=\"https:\/\/marshallai.com\/fi\/case-study\/sarkanniemi-crowd-analytics-and-security-using-edgeai\/\">Lue tapaus<\/a>\n\n\n\n<span class=\"gb-shape gb-shape-8d885a20\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 1200 40\" preserveaspectratio=\"none\" width=\"100%\" height=\"100%\">\n  <path d=\"M0,20 L1200,20\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><\/path>\n<\/svg><\/span>\n\n\n\n<p class=\"gb-text mai-article-card-tag\"><span>Turvallisuus<\/span> <span>\u00c4lykaupungit<\/span><\/p>\n<\/div>\n<\/div>\n<\/article>\n<\/li>\n\n<li class=\"gb-loop-item post-2124 case-study type-case-study status-publish has-post-thumbnail hentry category-defence category-edge-ai tag-case-study tag-computer-vision tag-edge-computing tag-edge-device tag-edge-processing tag-machine-vision tag-no-code-training tag-object-detection tag-offline-ai tag-rapid-deployment tag-xtech\">\n<article class=\"mai-card-article gb-element-ff0abb7c\">\n<a href=\"https:\/\/marshallai.com\/fi\/case-study\/xtech-challenge-win-rapid-ai-deployment\/\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"403\" alt=\"\" data-media-id=\"2145\" class=\"gb-media-264cf724 mai-card-article-image\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/xTech_MarshallAI_hero-768x403.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/xTech_MarshallAI_hero-768x403.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/xTech_MarshallAI_hero-300x158.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/xTech_MarshallAI_hero-1024x538.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/xTech_MarshallAI_hero.webp 1200w\" 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\/xtech-challenge-win-rapid-ai-deployment\/\">Tyhj\u00e4st\u00e4 tuotantoon 1 tunnissa ja 40 minuutissa: xTech Global AI Challenge -kilpailun voittaminen<\/a><\/span>\n\n\n\n<div class=\"gb-element-462c7cbe\">\n<p class=\"gb-text mai-card-article-text\">Katso, kuinka alustamme voitti Yhdysvaltain puolustusministeri\u00f6n sponsoroiman xTech Challenge -kilpailun rakentamalla r\u00e4\u00e4t\u00e4l\u00f6idyn, t\u00e4ysin offline-tilassa toimivan esineentunnistusmallin vain tunnissa ja 40 minuutissa k\u00e4ytt\u00e4m\u00e4ll\u00e4 vain 77 viitekuvaa.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<a class=\"gb-text mai-button-secondary-block\" href=\"https:\/\/marshallai.com\/fi\/case-study\/xtech-challenge-win-rapid-ai-deployment\/\">Lue tapaus<\/a>\n\n\n\n<span class=\"gb-shape gb-shape-8d885a20\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 1200 40\" preserveaspectratio=\"none\" width=\"100%\" height=\"100%\">\n  <path d=\"M0,20 L1200,20\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><\/path>\n<\/svg><\/span>\n\n\n\n<p class=\"gb-text mai-article-card-tag\"><span>Puolustus<\/span> <span>Reuna-teko\u00e4ly<\/span><\/p>\n<\/div>\n<\/div>\n<\/article>\n<\/li>\n\n<li class=\"gb-loop-item post-2309 case-study type-case-study status-publish has-post-thumbnail hentry category-logistics-supply-chain category-security tag-access-control tag-alpr-automatic-license-plate-recognition tag-border-security tag-case-study tag-edge-ai tag-freight-automation\">\n<article class=\"mai-card-article gb-element-ff0abb7c\">\n<a href=\"https:\/\/marshallai.com\/fi\/case-study\/zero-friction-borders-automating-freight-traffic-with-finnish-customs\/\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"419\" alt=\"\" data-media-id=\"2312\" class=\"gb-media-264cf724 mai-card-article-image\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-768x419.png\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-768x419.png 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-500x273.png 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-1500x818.png 1500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-1536x838.png 1536w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-2048x1117.png 2048w\" 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\/zero-friction-borders-automating-freight-traffic-with-finnish-customs\/\">Kitkattomat rajat: Rahtiliikenteen automatisointi Suomen Tullin kanssa<\/a><\/span>\n\n\n\n<div class=\"gb-element-462c7cbe\">\n<p class=\"gb-text mai-card-article-text\">MarshallAI on ryhtynyt yhteisty\u00f6h\u00f6n Suomen tullin kanssa edell\u00e4k\u00e4vij\u00e4n\u00e4 automatisoidun rajavalvonnan tulevaisuudessa. Tutustu siihen, kuinka reuna-alueiden kuvantamisteknologiamme mahdollistaa raskaan rahtiliikenteen v\u00e4litt\u00f6m\u00e4n l\u00e4pikulun ja luo sujuvan rajakokemuksen.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<a class=\"gb-text mai-button-secondary-block\" href=\"https:\/\/marshallai.com\/fi\/case-study\/zero-friction-borders-automating-freight-traffic-with-finnish-customs\/\">Lue tapaus<\/a>\n\n\n\n<span class=\"gb-shape gb-shape-8d885a20\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 1200 40\" preserveaspectratio=\"none\" width=\"100%\" height=\"100%\">\n  <path d=\"M0,20 L1200,20\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><\/path>\n<\/svg><\/span>\n\n\n\n<p class=\"gb-text mai-article-card-tag\"><span>Logistiikka ja toimitusketju<\/span> <span>Turvallisuus<\/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 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src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Puolustusvoimat-logo-svg.svg\"\/>\n<\/div>\n\n\n\n<div class=\"mai-container-logo\">\n<img decoding=\"async\" class=\"mai-image-logo\" alt=\"\" title=\"Cinia logo svg\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Cinia-logo-svg.svg\"\/>\n<\/div>\n\n\n\n<div class=\"mai-container-logo\">\n<img decoding=\"async\" class=\"mai-image-logo\" alt=\"\" title=\"Turun satama logo svg\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Port-of-turku-logo-svg.svg\"\/>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Todistettu k\u00e4yt\u00e4nn\u00f6ss\u00e4: Tehdasteollisuudessa v\u00e4\u00e4ri\u00e4 virheit\u00e4 poistamalla ja kaupunkinfrastruktuuria ohjaamalla n\u00e4et, kuinka syv\u00e4oppimisalustamme ratkaisee vaikeimmat visuaaliset haasteet ja tuottaa v\u00e4litt\u00f6mi\u00e4 tuottoja.<\/p>","protected":false},"author":1,"featured_media":4239,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"content-type":"","page_theme":"","footnotes":""},"class_list":["post-849","page","type-page","status-publish","has-post-thumbnail"],"_links":{"self":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/849","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=849"}],"version-history":[{"count":14,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/849\/revisions"}],"predecessor-version":[{"id":3581,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/849\/revisions\/3581"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media\/4239"}],"wp:attachment":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media?parent=849"}],"curies":[{"name":"Hyvin 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