{"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":"smart-traffic-stadtmobilitat","status":"publish","type":"page","link":"https:\/\/marshallai.com\/de\/industries\/smart-traffic-urban-mobility\/","title":{"rendered":"Smart Traffic &amp; Urban Mobility"},"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=\"Navigationspfad\"><ol><li><a href=\"https:\/\/marshallai.com\/de\/\">Start<\/a><\/li><li><a href=\"https:\/\/marshallai.com\/de\/industries\/\">Industrien<\/a><\/li><li><span aria-current=\"page\">Smart Traffic &amp; Urban Mobility<\/span><\/li><\/ol><\/nav><\/div>\n\n\n\n<h1 class=\"gb-text mai-headline\">Intersektoren, die denken. St\u00e4dte, die atmen.<\/h1>\n\n\n\n<p class=\"gb-text gbp-section__text\">Verringern Sie die CO2-Emissionen und beseitigen Sie Stillstandszeiten mit industrieller KI f\u00fcr adaptive Verkehrssteuerung. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MarshallAI bietet Edge-Intelligence f\u00fcr die moderne Welt <strong>Intelligente Verkehrssysteme (ITS)<\/strong>, Die Transformation von Standardkreuzungen zu datengetriebenen Knotenpunkten.<\/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\/de\/kontakt\/\">Bitten Sie um eine Demo<\/a>\n\n\n\n<a class=\"gb-text mai-btn-secondary\" href=\"https:\/\/marshallai.com\/de\/fallstudien\/\">Case Studies ansehen<\/a>\n<\/div>\n<\/div>\n\n\n\n<div>\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6aee1734b2a00&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6aee1734b2a00\" 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\">Vertraut von<\/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=\"Logo der Stadt Stockholm\" 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=\"Logo der Stadt Lappeenranta\" 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=\"Logo der Stadt Helsinki in SVG-Format\"\/>\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>Adaptive Verkehrszeichensteuerung<\/strong> (ATSC)<\/span><\/p>\n\n\n\n<p class=\"gb-text\">Verringern Sie \u201ctotale Sekunden\u201d durch die Anpassung der gr\u00fcnen Leuchten an die tats\u00e4chliche Verkehrsdichte von Fahrzeugen und Fu\u00dfg\u00e4ngern in Echtzeit.<\/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>Real-time-Optimierung der Verkehrssignale<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text\">Verringern Sie die st\u00e4dtische Staubelastung und erreichen Sie die Nachhaltigkeitsziele der Kommunen.<\/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>Priorisierung aktiver Mobilit\u00e4t<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text\">Fahrer und Fu\u00dfg\u00e4nger werden erkannt und priorisiert, um die Sicherheit in St\u00e4dten zu verbessern und eine gr\u00fcne Mobilit\u00e4t zu f\u00f6rdern.<\/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>Zuverl\u00e4ssigkeit bei widrigen Wetterbedingungen<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text\">Bewiesene Leistung bei finnischen Wintern: Erh\u00e4lt 99 % Genauigkeit bei starkem Schneefall, Nebel und schlechten Lichtverh\u00e4ltnissen.<\/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>CO2- und Emissionsreduktion<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text\">Verringerte Leerlaufzeiten und emissionsarme Betriebsabl\u00e4ufe tragen direkt zur Zielsetzung einer CO2-neutralen Stadtentwicklung bei.<\/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>Randverarbeitung<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text\">Ultra-niedrige Reaktionszeiten bei strenger Datensicherheit; das Video-Feed-Verfahren wird vollst\u00e4ndig vor Ort durchgef\u00fchrt.<\/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=\"Fallstudie von MarshallAI \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_\u00f6ffentliches Dashboard\" 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\">Bereichsfest, sicher und pr\u00e4zise<\/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\">Nachhaltiger ROI<\/h3>\n\n\n\n<p class=\"gb-text\">Verringern Sie die durch Staus verursachten wirtschaftlichen Verluste und erreichen Sie gleichzeitig Umweltziele durch eine optimierte Verkehrsf\u00fchrung.<\/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-Symbol-finnisch\" 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\">Souver\u00e4n und sicher<\/h3>\n\n\n\n<p class=\"gb-text\">Entwickelt gem\u00e4\u00df den Anforderungen der DSGVO. Nur numerische Daten. Unsere luftgek\u00fchlten Systeme verarbeiten alles lokal am Schnittpunkt.<\/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\">Sofortige Aktivierung<\/h3>\n\n\n\n<p class=\"gb-text\">Direkte Integration mit Swarco- und Yunex-Steuerungen \u00fcber NTCIP und andere Industrieprotokolle.<\/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\">Infrastrukturunabh\u00e4ngig<\/h3>\n\n\n\n<p class=\"gb-text\">Nutzen Sie Ihre bestehende IP-Kamerainfrastruktur oder setzen Sie unsere \u201cBox\u201d mit vorkonfigurierte Sensoren um.<\/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\">Klassifizierung<\/h3>\n\n\n\n<p class=\"gb-text\">Automobile, Schwerlastfahrzeuge, Busse, Radfahrer und Fu\u00dfg\u00e4nger k\u00f6nnen gleichzeitig mit einem einzigen Sensor klassifiziert werden.<\/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\">Nachgewiesene L\u00f6sungen f\u00fcr <em>St\u00e4dtische Mobilit\u00e4t<\/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\/de\/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\/de\/case-study\/vantaa-traffic-infrastructure-actuation\/\">Aktive physische Infrastruktur: Wie MarshallAI 99,8 % Zuverl\u00e4ssigkeit unter schwierigen Bedingungen erreichte<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">Erfahren Sie, wie die Edge-Vision von MarshallAI komplexe Objekte unter extremen Bedingungen fehlerfrei erkennt und dabei eine Zuverl\u00e4ssigkeitsrate von 99,8 % f\u00fcr die Fu\u00dfg\u00e4ngererkennung erreicht, w\u00e4hrend gleichzeitig physische Infrastruktursteuerungen in Echtzeit ausgel\u00f6st werden.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<p class=\"gb-text mai-article-card-tag\"><span>Smart Cities<\/span> <span>Verkehrsmanagement<\/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\/de\/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\/de\/case-study\/ai4cities-intelligent-traffic-intersection-management\/\">Intelligenterer Verkehr, weniger Emissionen: MarshallAI und AI4Cities<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">MarshallAI ist in kritischen Systemen und in kontinuierlicher Betriebsbereitschaft erprobt. Aufgestellt in Helsinki und Paris steuert unsere Deep-Learning-Plattform die Live-Infrastruktur autonom, um Emissionen um bis zu 8 % zu reduzieren. <\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<p class=\"gb-text mai-article-card-tag\"><span>Smart Cities<\/span> <span>Verkehrsmanagement<\/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\/de\/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\/de\/case-study\/sarkanniemi-crowd-analytics-and-security-using-edgeai\/\">Aktualisierung der Legacy-Infrastruktur: Crowd Analytics &amp; Security ohne Cloud-Abh\u00e4ngigkeit<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">Erfahren Sie, wie wir die bestehende Kamerainfrastruktur des Themenparks S\u00e4rk\u00e4nniemi nutzten, um Live-Videos \u00fcber ein lokales Netzwerk mit geschlossenem Kreislauf zu verarbeiten \u2013 was die Analyse von Sicherheit und Massenfluss erm\u00f6glicht, w\u00e4hrend gleichzeitig die Privatsph\u00e4re gewahrt bleibt.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<p class=\"gb-text mai-article-card-tag\"><span>Sicherheit<\/span> <span>Smart Cities<\/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\">Stadtintelligenz: Von Videoaufzeichnungen bis hin zur tats\u00e4chlichen Situation vor Ort<\/h2>\n\n\n\n<p class=\"gb-text gbp-section__text\">Stoppen Sie das Zweifeln. MarshallAI bietet die hochgenaue Datenbasis, die Stadtplaner ben\u00f6tigen, um Investitionen in Infrastruktur zu rechtfertigen und Nachhaltigkeitsziele zu erreichen. Unsere edge-basierten Analysen transformieren Standard-Kamerabilder in anonymisierte, handlungsf\u00e4hige Informationen. Designgerecht gem\u00e4\u00df den Bestimmungen des Datenschutzgesetzes (GDPR).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Multimodale Modal Share (Split)<\/strong> \u2013 Echtzeit-Verfolgung des Verh\u00e4ltnisses zwischen Autos, Schwerlastfahrzeugen, Radfahrern und Fu\u00dfg\u00e4ngern.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Drehbewegungsumrechnung (TMC)<\/strong> \u2013 Pr\u00e4zise Zu- und Abfahrtsfluss-Mapping zur Optimierung komplexer Kreuzungen.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Sicherheit und Erkennung von Fehlern<\/strong> \u2013 Identifizieren Sie Konfliktzonen zwischen Fahrzeugen und gef\u00e4hrdeten Verkehrsteilnehmern, bevor Unf\u00e4lle auftreten.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Pedestrian Desire Lines<\/strong> \u2013 Heatmap zeigt die tats\u00e4chlichen Gehwege im Vergleich zu den ausgewiesenen Fu\u00dfg\u00e4ngerzonen zur Unterst\u00fctzung der Neugestaltung der Stadt.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Queue- und Verz\u00f6gerungsmetriken<\/strong> \u2013 Messen Sie \u201ctotale Sekunden\u201d, Wartezeiten und Engpassl\u00e4ngen an den Stellen, wo sie ben\u00f6tigt werden.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Verwendung von Assets und Fahrspuren<\/strong> \u2013 \u00dcberwachen Sie die Effizienz der Busstreifen, der HOV-Streifen und der speziellen Radwege.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Modellierung der Umweltwirkungen<\/strong> \u2013 Verkn\u00fcpfen Sie die Standzeiten bei Leerlauf mit den CO2-Emissionen, um den Fortschritt auf dem Weg zur Kohlenstoffneutralit\u00e4t zu verfolgen.<\/p>\n<\/div>\n\n\n\n<div>\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6aee1734bc87a&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6aee1734bc87a\" 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;6aee1734bcef2&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6aee1734bcef2\" 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\">Adaptive Verkehrszeichensteuerung (ATSC)<\/h2>\n\n\n\n<p class=\"gb-text gbp-section__text\">Greifen Sie \u00fcber die Festzeitzyklen hinaus. Unsere Plattform erm\u00f6glicht eine echte <strong>Adaptive Verkehrszeichensteuerung (ATSC)<\/strong>, Die Optimierung der Zeitvergabe f\u00fcr Gr\u00fcnfl\u00e4chen basiert auf der tats\u00e4chlichen Nachfrage.<\/p>\n<\/div>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6aee1734bd1d9&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6aee1734bd1d9\" 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\">Native Integration mit dem Ecosystem, das Sie bereits nutzen<\/h2>\n\n\n\n<p class=\"gb-text gbp-section__text\">Wir glauben nicht an \u201cVendor Lock-in\u201d. MarshallAI wurde so entwickelt, dass es die \u201cKopfschmiede\u201d Ihrer bestehenden Infrastruktur ist. Unsere Software integriert sich nativ mit Video-Management-Software wie <strong>XProtect von Milestone<\/strong> und <strong>Genetec<\/strong> f\u00fcr die Visualisierung und kommuniziert direkt mit <strong>Swarco<\/strong> und andere gro\u00dfe Ampelregler.<\/p>\n<\/div>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6aee1734bd484&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6aee1734bd484\" 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\">Entworfen f\u00fcr die Stra\u00dfe<\/h2>\n\n\n\n<p class=\"gb-text gbp-section__text\">St\u00e4dtische Umgebungen sind unnachgiebig. Unsere <a href=\"https:\/\/marshallai.com\/de\/reid-kanten-gerat\/\" data-type=\"page\" data-id=\"993\"><strong>REID4 Edge-Ger\u00e4te<\/strong> <\/a>Sie werden in IP66-zertifizierten, klimatisch kontrollierten Geh\u00e4usen untergebracht, die f\u00fcr den Betrieb 24\/7 bei extremen Temperaturen ausgelegt sind. Dank redundanter UPS-Stromversorgung und sicheren Failover-Funktionen f\u00fcr 5G\/LTE bleibt Ihre Traffic-Intelligence online, auch wenn das Stromnetz schwankt.<br>Solarpowered L\u00f6sungen sind verf\u00fcgbar.<\/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=\"Smart Traffic &amp; Urban Mobility\" class=\"read-more\" href=\"https:\/\/marshallai.com\/de\/industries\/smart-traffic-urban-mobility\/\" aria-label=\"Mehr Informationen \u00fcber Smart Traffic &amp; Urban Mobility\">Weiterlesen<\/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\/de\/wp-json\/wp\/v2\/pages\/2418","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/comments?post=2418"}],"version-history":[{"count":15,"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/pages\/2418\/revisions"}],"predecessor-version":[{"id":3537,"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/pages\/2418\/revisions\/3537"}],"up":[{"embeddable":true,"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/pages\/2393"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/media\/2125"}],"wp:attachment":[{"href":"https:\/\/marshallai.com\/de\/wp-json\/wp\/v2\/media?parent=2418"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}