{"id":2393,"date":"2026-05-06T10:55:34","date_gmt":"2026-05-06T07:55:34","guid":{"rendered":"https:\/\/marshallai.com\/?page_id=2393"},"modified":"2026-09-03T15:40:34","modified_gmt":"2026-09-03T12:40:34","slug":"industries","status":"publish","type":"page","link":"https:\/\/marshallai.com\/fi\/industries\/","title":{"rendered":"Industries"},"content":{"rendered":"<div class=\"mai-section gb-element-62641e3d first-section\">\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-62143277\">\n<h1 class=\"gb-text mai-headline mai-reveal\">Industries<\/h1>\n\n\n\n<p class=\"gb-text gbp-section__text mai-reveal\">MarshallAI deploys across several industries \u2014 each with its own performance demands, compliance requirements, and operational constraints.<br>We have built the one platform to rule them all.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-19359747 mai-bg-dots\">\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-294d277b\">\n<div class=\"mai-card-industry mai-shadow-card\">\n<h3 class=\"gb-text\">Beverage manufacturing<\/h3>\n\n\n\n<p class=\"gb-text gb-text-95fad15a\">Date label inspection, defect and rogue\/foreign product detection for cans, glass bottles and PET bottles.<\/p>\n\n\n\n<div class=\"gb-element-7718f649\">\n<a class=\"gb-text mai-button-primary-block gb-text-27366632\" href=\"https:\/\/marshallai.com\/fi\/industries\/beverage-and-drink-manufacturing\/\">Explore<\/a>\n\n\n\n<span class=\"gb-shape gb-shape-13ac3153\"><svg height=\"100%\" width=\"100%\" preserveaspectratio=\"none\" viewbox=\"0 0 1200 40\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n  <path stroke-width=\"2\" stroke=\"currentColor\" fill=\"none\" d=\"M0,20 L1200,20\"><\/path>\n<\/svg><\/span>\n\n\n\n<p class=\"gb-text gb-text-302d005d\"><strong>2 500<\/strong>+ units per minute.<\/p>\n\n\n\n<p class=\"gb-text gb-text-b3940e41\"><strong>99,99995%<\/strong> detection accuracy.<br>No reconfiguration between SKUs.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-card-industry mai-shadow-card\">\n<h3 class=\"gb-text\">Cosmetics manufacturing<\/h3>\n\n\n\n<p class=\"gb-text gb-text-f3af9200\">Inspect primary and secondary packaging across tubes, jars, bottles, compacts, cases and aerosol cans.<\/p>\n\n\n\n<div class=\"gb-element-6febdbc2\">\n<a class=\"gb-text mai-button-primary-block gb-text-62a5f7bb\" href=\"https:\/\/marshallai.com\/fi\/industries\/cosmetics-manufacturing\/\">Explore<\/a>\n\n\n\n<span class=\"gb-shape gb-shape-be5a9057\"><svg height=\"100%\" width=\"100%\" preserveaspectratio=\"none\" viewbox=\"0 0 1200 40\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n  <path stroke-width=\"2\" stroke=\"currentColor\" fill=\"none\" d=\"M0,20 L1200,20\"><\/path>\n<\/svg><\/span>\n\n\n\n<p class=\"gb-text gb-text-3f2770a0\">Proven in high-mix production.<\/p>\n\n\n\n<p class=\"gb-text gb-text-16d9f078\">No reconfiguration between SKUs.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-card-industry mai-shadow-card\">\n<h3 class=\"gb-text\">Sawmill &amp; Wood processing<\/h3>\n\n\n\n<p class=\"gb-text gb-text-f0d4e81a\">Vision based quality assurance, quality control and process monitoring for sawmills. Use your existing cameras to detect log jams and rollovers, and automate wood grading and quality assurance.<\/p>\n\n\n\n<div class=\"gb-element-0e277299\">\n<a class=\"gb-text mai-button-primary-block gb-text-219bc5aa\" href=\"https:\/\/marshallai.com\/fi\/industries\/sawmills-wood-processing\/\">Explore<\/a>\n\n\n\n<span class=\"gb-shape gb-shape-e8095b2f\"><svg height=\"100%\" width=\"100%\" preserveaspectratio=\"none\" viewbox=\"0 0 1200 40\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n  <path stroke-width=\"2\" stroke=\"currentColor\" fill=\"none\" d=\"M0,20 L1200,20\"><\/path>\n<\/svg><\/span>\n\n\n\n<p class=\"gb-text gb-text-9d54b7bd\">Compatible with existing cameras and VMS.<\/p>\n\n\n\n<p class=\"gb-text gb-text-5949aeb5\">Minimize costly jams and incidents.<br>Automate grading. <\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-card-industry mai-shadow-card\">\n<h3 class=\"gb-text\">Manufacturing &amp; Industrial QA<\/h3>\n\n\n\n<p class=\"gb-text gb-text-9df9c3ae\">Defect detection, assembly verification, label validation, and yield tracking \u2014 integrated directly into your existing line without slowing it down or replacing hardware.<\/p>\n\n\n\n<div class=\"gb-element-44298576\">\n<a class=\"gb-text mai-button-primary-block gb-text-ec14276d\" href=\"https:\/\/marshallai.com\/fi\/industries\/manufacturing-industrial-qa\/\">Explore<\/a>\n\n\n\n<span class=\"gb-shape gb-shape-3ebe4c98\"><svg height=\"100%\" width=\"100%\" preserveaspectratio=\"none\" viewbox=\"0 0 1200 40\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n  <path stroke-width=\"2\" stroke=\"currentColor\" fill=\"none\" d=\"M0,20 L1200,20\"><\/path>\n<\/svg><\/span>\n\n\n\n<p class=\"gb-text gb-text-d7b3271e\">Works with existing production lines.<\/p>\n\n\n\n<p class=\"gb-text gb-text-33b14189\">Solve previously unsolvable challenges.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-card-industry mai-shadow-card\">\n<h3 class=\"gb-text\">Smart Traffic &amp; Urban Mobility<\/h3>\n\n\n\n<p class=\"gb-text gb-text-fb2fcf53\">Vehicle classification, pedestrian analytics, junction heatmaps, and live signal actuation \u2014 deployed on existing CCTV infrastructure across Helsinki, Paris, and Vantaa.<\/p>\n\n\n\n<div class=\"gb-element-40904967\">\n<a class=\"gb-text mai-button-primary-block gb-text-e083b1de\" href=\"https:\/\/marshallai.com\/fi\/industries\/smart-traffic-urban-mobility\/\">Explore<\/a>\n\n\n\n<span class=\"gb-shape gb-shape-39f7f59c\"><svg height=\"100%\" width=\"100%\" preserveaspectratio=\"none\" viewbox=\"0 0 1200 40\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n  <path stroke-width=\"2\" stroke=\"currentColor\" fill=\"none\" d=\"M0,20 L1200,20\"><\/path>\n<\/svg><\/span>\n\n\n\n<p class=\"gb-text gb-text-ecc1117b\"><strong>98%<\/strong> vehicle detection rate.<\/p>\n\n\n\n<p class=\"gb-text gb-text-22712642\"><strong>8%<\/strong> emission reduction rate.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-card-industry mai-shadow-card\">\n<h3 class=\"gb-text\">Defence &amp; Tactical Operations<\/h3>\n\n\n\n<p class=\"gb-text gb-text-5df50915\">Fully offline, on-premise deployment with no cloud dependency. Custom models trained from minimal imagery in under two hours. Listed on the DoD Tradewinds Solutions Marketplace.<\/p>\n\n\n\n<div class=\"gb-element-7b14f6a3\">\n<a class=\"gb-text mai-button-primary-block gb-text-945c0757\" href=\"https:\/\/marshallai.com\/fi\/industries\/defence\/\">Explore<\/a>\n\n\n\n<span class=\"gb-shape gb-shape-8d885a20\"><svg height=\"100%\" width=\"100%\" preserveaspectratio=\"none\" viewbox=\"0 0 1200 40\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n  <path stroke-width=\"2\" stroke=\"currentColor\" fill=\"none\" d=\"M0,20 L1200,20\"><\/path>\n<\/svg><\/span>\n\n\n\n<p class=\"gb-text gb-text-d56cec30\"><strong>TAK\/ATAK<\/strong> support.<\/p>\n\n\n\n<p class=\"gb-text gb-text-78f9e27d\">Fully on-site.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-ea045c5b\">\n<div class=\"mai-container_inner-content\">\n<h3 class=\"gb-text mai-heading\">Don&#8217;t see your industry?<\/h3>\n\n\n\n<p class=\"gb-text\">We work with industries not listed here. <a href=\"https:\/\/marshallai.com\/fi\/contact\/\" data-type=\"page\" data-id=\"27\">Send us a message<\/a> or look at our <a href=\"https:\/\/marshallai.com\/fi\/solutions\/\" data-type=\"page\" data-id=\"2395\">solutions<\/a>.<\/p>\n\n\n\n<a class=\"gb-text mai-btn-primary\" href=\"https:\/\/marshallai.com\/fi\/contact\/\">Contact<\/a>\n\n\n\n<a class=\"gb-text gb-text-675fbb5f btn-outline\" href=\"https:\/\/marshallai.com\/fi\/solutions\/\">Solutions<\/a>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Industries MarshallAI deploys across several industries \u2014 each with its own performance demands, compliance requirements, and operational constraints.We have built the one platform to rule them all. Beverage manufacturing Date label inspection, defect and rogue\/foreign product detection for cans, glass bottles and PET bottles. Explore 2 500+ units per minute. 99,99995% detection accuracy.No reconfiguration between &#8230; <a title=\"Industries\" class=\"read-more\" href=\"https:\/\/marshallai.com\/fi\/industries\/\" aria-label=\"Lue lis\u00e4\u00e4 aiheesta Industries\">Lue lis\u00e4\u00e4<\/a><\/p>","protected":false},"author":1,"featured_media":2619,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"content-type":"","page_theme":"","footnotes":""},"class_list":["post-2393","page","type-page","status-publish","has-post-thumbnail"],"_links":{"self":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/2393","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=2393"}],"version-history":[{"count":15,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/2393\/revisions"}],"predecessor-version":[{"id":3877,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/2393\/revisions\/3877"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media\/2619"}],"wp:attachment":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media?parent=2393"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}