{"id":2418,"date":"2026-05-07T13:15:48","date_gmt":"2026-05-07T10:15:48","guid":{"rendered":"https:\/\/marshallai.com\/?page_id=2418"},"modified":"2026-08-24T14:22:36","modified_gmt":"2026-08-24T11:22:36","slug":"alykas-liikenne-ja-urbaani-liikkuminen","status":"publish","type":"page","link":"https:\/\/marshallai.com\/fi\/industries\/smart-traffic-urban-mobility\/","title":{"rendered":"\u00c4lyk\u00e4s liikenne ja kaupunkiliikkuvuus"},"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\">\u00c4lyk\u00e4s liikenne ja kaupunkiliikkuvuus<\/span><\/li><\/ol><\/nav><\/div>\n\n\n\n<h1 class=\"gb-text mai-headline\">Risteykset, jotka ajattelevat. Kaupungit, jotka hengitt\u00e4v\u00e4t.<\/h1>\n\n\n\n<p class=\"gb-text gbp-section__text\">V\u00e4henn\u00e4 CO2-p\u00e4\u00e4st\u00f6j\u00e4 ja poista hukka-ajat teollisuustason teko\u00e4lyll\u00e4 mukautuvaa liikenteenohjausta varten. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MarshallAI tarjoaa reuna-\u00e4lykkyytt\u00e4 nykyaikaisille <strong>\u00c4lykk\u00e4\u00e4t liikennej\u00e4rjestelm\u00e4t<\/strong>, muuttaen tavalliset risteykset datavetoisiksi solmukohdiksi.<\/p>\n\n\n\n<div class=\"gb-element-e5935ff8\">\n<a class=\"gb-text gb-text-e173f5f7 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;6abe4689ec67c&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6abe4689ec67c\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"586\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_multi-view-1024x586.webp\" alt=\"\" class=\"wp-image-2175\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_multi-view-1024x586.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_multi-view-300x172.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_multi-view-768x440.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_multi-view.webp 1500w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\tdata-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.thisImage.buttonRight\"\n\t\t\tdata-wp-style--top=\"state.thisImage.buttonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\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 loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"80\" class=\"gb-media-bc9dbb95\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Stockholms-stad-logo.png\" alt=\"\" title=\"Tukholman kaupungin logo\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Stockholms-stad-logo.png 400w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Stockholms-stad-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=\"400\" height=\"80\" class=\"gb-media-86b01c58\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Lappeenranta-kaupunki-logo.png\" alt=\"\" title=\"Lappeenrannan kaupungin logo\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Lappeenranta-kaupunki-logo.png 400w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Lappeenranta-kaupunki-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\/Helsingin-kaupunki-logo-svg.svg\" alt=\"\" title=\"Helsingin kaupunki logo svg\"\/>\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<p class=\"gb-text-25c48d95\"><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 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm80 248c0 44.112-35.888 80-80 80s-80-35.888-80-80 35.888-80 80-80 80 35.888 80 80z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Mukautuva liikennevaloautomaatio<\/strong> (ATSC)<\/span><\/p>\n\n\n\n<p class=\"gb-text\">Poista \u201ckuolleet sekunnit\u201d s\u00e4\u00e4t\u00e4m\u00e4ll\u00e4 vihreit\u00e4 valoja reaaliaikaisen ajoneuvo- ja jalankulkijatiheyden perusteella.<\/p>\n\n\n\n<p class=\"gb-text-8d5bfa71\"><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 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm80 248c0 44.112-35.888 80-80 80s-80-35.888-80-80 35.888-80 80-80 80 35.888 80 80z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Reaaliaikainen liikennevalojen optimointi<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text\">V\u00e4henn\u00e4 kaupunkiruuhkia ja saavuta kuntien kest\u00e4v\u00e4n kehityksen tavoitteet.<\/p>\n\n\n\n<p class=\"gb-text-88a29fd8\"><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 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm80 248c0 44.112-35.888 80-80 80s-80-35.888-80-80 35.888-80 80-80 80 35.888 80 80z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Aktiivisen liikhtumisen priorisointi<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text\">Tunnista ja priorisoi py\u00f6r\u00e4ilij\u00e4t ja jalankulkijat kaupunkiturvallisuuden parantamiseksi ja vihre\u00e4n liikkumisen edist\u00e4miseksi.<\/p>\n\n\n\n<p class=\"gb-text-1d4f6105\"><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 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm80 248c0 44.112-35.888 80-80 80s-80-35.888-80-80 35.888-80 80-80 80 35.888 80 80z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Vaativien s\u00e4\u00e4olojen luotettavuus<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text\">Todistettu suorituskyky suomalaisissa talviolosuhteissa; s\u00e4ilytt\u00e4\u00e4 99%-tarkkuuden runsaslumisissa olosuhteissa, sumussa ja h\u00e4m\u00e4r\u00e4ss\u00e4.<\/p>\n\n\n\n<p class=\"gb-text-887f3b75\"><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 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm80 248c0 44.112-35.888 80-80 80s-80-35.888-80-80 35.888-80 80-80 80 35.888 80 80z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Hiilidioksidi- ja p\u00e4\u00e4st\u00f6v\u00e4hennykset<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text\">Pienemm\u00e4t joutok\u00e4yntiajat ja p\u00e4\u00e4st\u00f6t edist\u00e4v\u00e4t suoraan kuntien hiilineutraaliustavoitteita.<\/p>\n\n\n\n<p class=\"gb-text-615aeb57\"><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 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm80 248c0 44.112-35.888 80-80 80s-80-35.888-80-80 35.888-80 80-80 80 35.888 80 80z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Reunak\u00e4sittely<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text\">Eritt\u00e4in matalan viiveen ohjaus tiukalla tietosuojalla; k\u00e4sittele videovirta kokonaan paikallisesti.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-2b341c8a mai-reveal\">\n<img loading=\"lazy\" decoding=\"async\" width=\"1500\" height=\"840\" class=\"gb-media-254f0c2c\" alt=\"\" title=\"MarshallAI-tapaustutkimus \u2013 AI4Cities\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities.webp 1500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities-300x168.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities-1024x573.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities-768x430.webp 768w\" sizes=\"auto, (max-width: 1500px) 100vw, 1500px\" \/>\n\n\n\n<img loading=\"lazy\" decoding=\"async\" width=\"1600\" height=\"773\" class=\"gb-media-99d01645\" alt=\"\" title=\"MarshallAI_Case-Vantaa_julkinen-koontin\u00e4ytt\u00f6\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard.webp 1600w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard-300x145.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard-1024x495.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard-768x371.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard-1536x742.webp 1536w\" sizes=\"auto, (max-width: 1600px) 100vw, 1600px\" \/>\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\">Kent\u00e4ll\u00e4 todistettu, turvallinen ja tarkka<\/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\">Kest\u00e4v\u00e4 sijoitetun p\u00e4\u00e4oman tuotto<\/h3>\n\n\n\n<p class=\"gb-text\">V\u00e4henn\u00e4 ruuhkista johtuvia taloudellisia menetyksi\u00e4 ja saavuta ymp\u00e4rist\u00f6tavoitteet optimoidun virran avulla.<\/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<h3 class=\"gb-text\">Suvereeni ja turvallinen<\/h3>\n\n\n\n<p class=\"gb-text\">GDPR-yhteensopiva suunnittelusta alkaen. Vain numeerista dataa. Ilman verkkoa toimivat j\u00e4rjestelm\u00e4mme k\u00e4sittelev\u00e4t kaiken paikallisesti risteyksess\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<h3 class=\"gb-text\">L\u00e4hes v\u00e4lit\u00f6n kytkent\u00e4<\/h3>\n\n\n\n<p class=\"gb-text\">Suora integrointi Swarco- ja Yunex-ohjaimiin NTCIP- ja muiden teollisuusprotokollien kautta.<\/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\">infrastruktuuririippumaton<\/h3>\n\n\n\n<p class=\"gb-text\">K\u00e4yt\u00e4 olemassa olevaa IP-kameraerustusta tai ota k\u00e4ytt\u00f6\u00f6n k\u00e4ytt\u00f6valmis \u201cbox\u201d-laatikko esintegroiduilla antureilla.<\/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<h3 class=\"gb-text\">Luokittelu<\/h3>\n\n\n\n<p class=\"gb-text\">Luokittele samanaikaisesti henkil\u00f6autot, raskas rahti, bussit, py\u00f6r\u00e4ilij\u00e4t ja jalankulkijat yhdell\u00e4 anturilla.<\/p>\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>kaupunkiliikenne<\/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-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\" 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>\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<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\" 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>\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<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\" 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>\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<p class=\"gb-text mai-article-card-tag\"><span>Turvallisuus<\/span> <span>\u00c4lykaupungit<\/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 mai-bg-grid\">\n<div class=\"mai-container_inner-content gb-element-2d6d12af\">\n<div class=\"gb-element-15187f43\">\n<h2 class=\"gb-text gbp-section__headline mai-headline mai-reveal\">Kaupunkitiedustelu: Videosy\u00f6tteist\u00e4 totuustasoon<\/h2>\n\n\n\n<p class=\"gb-text gbp-section__text\">\u00c4l\u00e4 en\u00e4\u00e4 arvaile. MarshallAI tarjoaa kaupunkisuunnittelijoille tarvittavat tarkat tiedot, joiden avulla he voivat perustella infrastruktuuri-investointeja ja saavuttaa kest\u00e4vyystavoitteet. Reunapohjainen analytiikkamme muuntaa tavalliset kamerakuvat nimett\u00f6m\u00e4ksi, k\u00e4yt\u00e4nn\u00f6nl\u00e4heiseksi tiedoksi. Suunniteltu GDPR-vaatimusten mukaiseksi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Multimodaalinen kulkutapaosuus<\/strong> \u2013 Henkil\u00f6autojen, raskaan liikenteen, py\u00f6r\u00e4ilij\u00f6iden ja jalankulkijoiden v\u00e4lisen suhteen reaaliaikainen seuranta.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Risteysliikennem\u00e4\u00e4r\u00e4t<\/strong> \u2013 Tarkka sis\u00e4\u00e4n- ja ulosajovirtojen kartoitus monimutkaisten risteyksien optimoimiseksi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Turvallisuus ja vaaratilanteiden havaitseminen<\/strong> \u2013 Tunnista ajoneuvojen ja suojattomien tienk\u00e4ytt\u00e4jien v\u00e4liset korkean riskin konfliktialueet ennen onnettomuuksien tapahtumista.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>jalankulkijoiden omat polut<\/strong> \u2013 L\u00e4mp\u00f6kartta todellisista k\u00e4velyreiteist\u00e4 vs. virallisista jalkak\u00e4yt\u00e4vist\u00e4 kaupunkisuunnittelun ohjaamiseksi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Jonotus- ja viivemittarit<\/strong> \u2013 Mittaa \u201ckuolleet sekunnit\u201d, odotusajat ja pullonkaulojen pituudet tarvepaikassa.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Resurssien ja ajokaistojen k\u00e4ytt\u00f6aste<\/strong> \u2013 Seuraa bussikaistojen, kimppakyytikaistojen ja erillisten py\u00f6r\u00e4teiden tehokkuutta.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Ymp\u00e4rist\u00f6vaikutusten mallintaminen<\/strong> \u2013 Korreloi joutok\u00e4yntiaikoja hiilidioksidip\u00e4\u00e4st\u00f6jen kanssa hiilineutraaliuden saavuttamisen edistymisen seuraamiseksi.<\/p>\n<\/div>\n\n\n\n<div>\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6abe4689f177e&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6abe4689f177e\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"495\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard-1024x495.webp\" alt=\"\" class=\"wp-image-2176\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard-1024x495.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard-300x145.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard-768x371.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard-1536x742.webp 1536w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_public-dashboard.webp 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><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\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6abe4689f1ab6&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6abe4689f1ab6\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1500\" height=\"310\" 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\/MarshallAI_smart-traffic-stats-1500x310.webp\" alt=\"\" class=\"wp-image-2566\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_smart-traffic-stats-1500x310.webp 1500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_smart-traffic-stats-500x103.webp 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_smart-traffic-stats-768x159.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_smart-traffic-stats-1536x318.webp 1536w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_smart-traffic-stats.webp 1634w\" 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\n\n\n<div class=\"mai-section mai-bg-grid\">\n<div class=\"mai-container_inner-content gb-element-587d2bc4\">\n<div class=\"gb-element-87e2ea30\">\n<h2 class=\"gb-text gbp-section__headline mai-headline mai-reveal\">Mukautuva liikennevalo ohjaus<\/h2>\n\n\n\n<p class=\"gb-text gbp-section__text\">Mene kiinteit\u00e4 ajastinjaksoja pidemm\u00e4lle. Alustamme mahdollistaa todellisen <strong>Mukautuva liikennevalo ohjaus<\/strong>, optimoiden vihre\u00e4n ajan jakoa todellisen kysynn\u00e4n perusteella.<\/p>\n<\/div>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6abe4689f1d33&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6abe4689f1d33\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI-case-study-AI4Cities_co-reduction-1024x576.webp\" alt=\"\" class=\"wp-image-2133\" srcset=\"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-300x169.webp 300w, 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.webp 1500w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\tdata-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.thisImage.buttonRight\"\n\t\t\tdata-wp-style--top=\"state.thisImage.buttonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section mai-bg-grid\">\n<div class=\"mai-container_inner-content gb-element-1475a085\">\n<div class=\"gb-element-531a117a\">\n<h2 class=\"gb-text gbp-section__headline mai-headline mai-reveal\">Saumaton integraatio jo k\u00e4ytt\u00e4m\u00e4si ekosysteemin kanssa<\/h2>\n\n\n\n<p class=\"gb-text gbp-section__text\">Emme usko \u201ctoimittajariippuvuuteen\u201d. MarshallAI on suunniteltu toimimaan nykyisen infrastruktuurisi \u201caivoina\u201d. Ohjelmistomme integroituu saumattomasti videohallintaohjelmistoihin, kuten <strong>Milestone XProtect<\/strong> ja <strong>Genetec<\/strong> visualisointia varten ja kommunikoi suoraan <strong>Swarco<\/strong> ja muiden suurten liikennevalos\u00e4\u00e4timien kanssa.<\/p>\n<\/div>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6abe4689f1f10&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6abe4689f1f10\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"586\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_multi-view-1024x586.webp\" alt=\"\" class=\"wp-image-2175\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_multi-view-1024x586.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_multi-view-300x172.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_multi-view-768x440.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Vantaa_multi-view.webp 1500w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\tdata-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.thisImage.buttonRight\"\n\t\t\tdata-wp-style--top=\"state.thisImage.buttonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section mai-bg-grid\">\n<div class=\"mai-container_inner-content gb-element-133f3631\">\n<div class=\"gb-element-18c3a912\">\n<h2 class=\"gb-text gbp-section__headline mai-headline mai-reveal\">Katua varten<\/h2>\n\n\n\n<p class=\"gb-text gbp-section__text\">Kaupunkiymp\u00e4rist\u00f6t ovat armottomia. Meid\u00e4n <a href=\"https:\/\/marshallai.com\/fi\/reid-edge-laite\/\" data-type=\"page\" data-id=\"993\"><strong>REID4-reunalaiteet<\/strong> <\/a>sijoitetaan IP66-luokiteltuihin, ilmastoituihin koteloihin, jotka on suunniteltu toimimaan 24\/7 \u00e4\u00e4rimm\u00e4isiss\u00e4 l\u00e4mp\u00f6tiloissa. Kahdennetun UPS-virran ja tietoturvallisen 5G\/LTE-varmistusyhteyden ansiosta liikenne\u00e4lysi pysyy toiminnassa s\u00e4hk\u00f6verkon vaihteluista huolimatta.<br>Aurinkoenergialla toimivia ratkaisuja on saatavilla.<\/p>\n<\/div>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"675\" height=\"900\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_installation_traffic-675x900.webp\" alt=\"\" class=\"wp-image-2541\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_installation_traffic-675x900.webp 675w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_installation_traffic-375x500.webp 375w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_installation_traffic-768x1024.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_installation_traffic-1152x1536.webp 1152w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_installation_traffic-1536x2048.webp 1536w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/05\/MarshallAI_installation_traffic-scaled.webp 1920w\" sizes=\"auto, (max-width: 675px) 100vw, 675px\" \/><\/figure>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Intersections That Think. Cities That Breathe Reduce CO2 emissions and eliminate dead seconds with industrial-grade AI for adaptive traffic control. MarshallAI provides edge intelligence for modern Intelligent Transportation Systems (ITS), turning standard intersections into data-driven hubs. Request a demo View Case Studies Trusted by Adaptive Traffic Signal Control (ATSC) Eliminate &#8220;dead seconds&#8221; by adjusting green &#8230; <a title=\"\u00c4lyk\u00e4s liikenne ja kaupunkiliikkuvuus\" class=\"read-more\" href=\"https:\/\/marshallai.com\/fi\/industries\/smart-traffic-urban-mobility\/\" aria-label=\"Lue lis\u00e4\u00e4 aiheesta Smart Traffic &amp; Urban Mobility\">Lue lis\u00e4\u00e4<\/a><\/p>","protected":false},"author":1,"featured_media":2125,"parent":2393,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"content-type":"","page_theme":"","footnotes":""},"class_list":["post-2418","page","type-page","status-publish","has-post-thumbnail"],"_links":{"self":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/2418","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=2418"}],"version-history":[{"count":15,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/2418\/revisions"}],"predecessor-version":[{"id":3537,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/2418\/revisions\/3537"}],"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\/2125"}],"wp:attachment":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media?parent=2418"}],"curies":[{"name":"Hyvin pelattu","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}