{"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-urban-mobility","status":"publish","type":"page","link":"https:\/\/marshallai.com\/fi\/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=\"Murupolku\"><ol><li><a href=\"https:\/\/marshallai.com\/fi\/\">Etusivu<\/a><\/li><li><a href=\"https:\/\/marshallai.com\/fi\/industries\/\">Industries<\/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\">Intersections That Think. Cities That Breathe<\/h1>\n\n\n\n<p class=\"gb-text gbp-section__text\">Reduce CO2 emissions and eliminate dead seconds with industrial-grade AI for adaptive traffic control. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MarshallAI provides edge intelligence for modern <strong>Intelligent Transportation Systems (ITS)<\/strong>, turning standard intersections into data-driven hubs.<\/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\/contact\/\">Request a demo<\/a>\n\n\n\n<a class=\"gb-text mai-btn-secondary\" href=\"https:\/\/marshallai.com\/fi\/case-studies\/\">View Case Studies<\/a>\n<\/div>\n<\/div>\n\n\n\n<div>\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6a9b1cc02ccbe&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6a9b1cc02ccbe\" 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\">Trusted by<\/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=\"Stockholms stad 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=\"Lappeenranta kaupunki 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>Adaptive Traffic Signal Control<\/strong> (ATSC)<\/span><\/p>\n\n\n\n<p class=\"gb-text\">Eliminate &#8220;dead seconds&#8221; by adjusting green lights based on real-time vehicle and pedestrian density.<\/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 Traffic Signal Optimization<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text\">Reduce urban congestion and hit municipal sustainability targets.<\/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>Active Travel Prioritization<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text\">Detect and prioritize cyclists and pedestrians to improve urban safety and encourage green mobility.<\/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>Harsh Weather Reliability<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text\">Proven performance in Finnish winters; maintain 99% accuracy in heavy snow, fog, and low-light conditions.<\/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 &amp; Emission Reduction<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text\">Lower idling times and emissions directly contributing to municipal carbon neutrality goals.<\/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>Edge Processing<\/strong><\/span><\/p>\n\n\n\n<p class=\"gb-text\">Ultra-low latency actuation with strict data privacy; process video feed entirely on-site.<\/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 case study - 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_public-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\">Field proven, secure and accurate<\/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\">Sustainable ROI<\/h3>\n\n\n\n<p class=\"gb-text\">Reduce congestion-related economic loss while hitting environmental targets through optimized flow.<\/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-icon-finnish\" 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\">Sovereign &amp; Secure<\/h3>\n\n\n\n<p class=\"gb-text\">GDPR-compliant by design. Numeric data only. Our air-gapped systems process everything locally at the intersection.<\/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\">Near instant actuation<\/h3>\n\n\n\n<p class=\"gb-text\">Direct integration with Swarco and Yunex controllers via NTCIP and other industrial protocols.<\/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\">Infrastructure Agnostic<\/h3>\n\n\n\n<p class=\"gb-text\">Use your existing IP camera infrastructure or deploy our turnkey &#8220;box&#8221; with pre-integrated sensors.<\/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\">Classification<\/h3>\n\n\n\n<p class=\"gb-text\">Simultaneously classify cars, heavy freight, buses, cyclists, and pedestrians with a single sensor.<\/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\">Proven solutions for <em>urban mobility<\/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\/\">Actuating Physical Infrastructure: How MarshallAI Achieved 99.8% Reliability in Harsh Conditions<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">Discover how MarshallAI&#8217;s edge vision flawlessly tracks complex objects in extreme conditions, achieving a 99.8% pedestrian detection reliability rate while safely triggering physical infrastructure controllers in real-time.<\/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>Traffic management<\/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\/\">Smarter intersections, fewer emissions: MarshallAI and AI4Cities<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">MarshallAI is proven in critical systems and continuous operation. Deployed in Helsinki and Paris, our deep learning platform autonomously controlled live infrastructure to reduce emissions by up to 8%. <\/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>Traffic management<\/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\/\">Upgrading Legacy Infrastructure: Crowd Analytics &amp; Security Without Cloud Dependency<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">Learn how we utilized S\u00e4rk\u00e4nniemi theme park&#8217;s existing camera infrastructure to process live video on a closed-loop local area network \u2013 enabling security and crowd flow analytics while maintaining privacy.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<p class=\"gb-text mai-article-card-tag\"><span>Security<\/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\">Urban intelligence: From video feeds to ground truth<\/h2>\n\n\n\n<p class=\"gb-text gbp-section__text\">Stop guessing. MarshallAI provides the high-fidelity data city planners need to justify infrastructure investments and reach sustainability targets. Our edge-based analytics transform standard camera feeds into anonymized, actionable intelligence. GDPR-compliant by design.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Multimodal Modal Share (Split)<\/strong> \u2013 Real-time tracking of the ratio between cars, heavy freight, cyclists, and pedestrians.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Turning Movement Counts (TMC)<\/strong> \u2013 Precise entry\/exit flow mapping for optimizing complex intersections.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Safety &amp; Near-Miss Detection<\/strong> \u2013 Identify high-risk conflict zones between vehicles and vulnerable road users before accidents occur.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Pedestrian Desire Lines<\/strong> \u2013 Heatmap actual walking paths vs. designated sidewalks to guide urban redesign.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Queue &amp; Delay Metrics<\/strong> \u2013 Measure &#8220;dead seconds,&#8221; wait times, and bottleneck lengths at the point of need.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Asset &amp; Lane Utilization<\/strong> \u2013 Monitor the efficiency of bus lanes, HOV lanes, and dedicated cycling paths.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Environmental Impact Modeling<\/strong> \u2013 Correlate idling times with CO2 emissions to track progress toward carbon neutrality.<\/p>\n<\/div>\n\n\n\n<div>\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6a9b1cc030f60&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6a9b1cc030f60\" 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;6a9b1cc0311e8&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6a9b1cc0311e8\" 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 Traffic Signal Control (ATSC)<\/h2>\n\n\n\n<p class=\"gb-text gbp-section__text\">Go beyond fixed-timer cycles. Our platform enables true <strong>Adaptive Traffic Signal Control (ATSC)<\/strong>, optimizing green-time allocation based on actual demand.<\/p>\n<\/div>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6a9b1cc031469&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6a9b1cc031469\" 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 with the ecosystem you already use<\/h2>\n\n\n\n<p class=\"gb-text gbp-section__text\">We don\u2019t believe in &#8220;vendor lock-in.&#8221; MarshallAI is built to be the &#8220;brain&#8221; of your existing infrastructure. Our software integrates natively with Video Management Software like <strong>Milestone&#8217;s XProtect<\/strong> and <strong>Genetec<\/strong> for visualization, and communicates directly with <strong>Swarco<\/strong> and other major traffic light controllers.<\/p>\n<\/div>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6a9b1cc0316cf&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6a9b1cc0316cf\" 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\">Built for the street<\/h2>\n\n\n\n<p class=\"gb-text gbp-section__text\">Urban environments are unforgiving. Our <a href=\"https:\/\/marshallai.com\/fi\/reid-edge-device\/\" data-type=\"page\" data-id=\"993\"><strong>REID4 Edge Devices<\/strong> <\/a>are housed in IP66-rated, climate-controlled enclosures designed to run 24\/7 in extreme temperatures. With redundant UPS power and secure 5G\/LTE failover, your traffic intelligence stays online even when the grid fluctuates.<br>Solar powered solutions are available.<\/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\/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":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}