{"id":3113,"date":"2026-08-10T14:18:58","date_gmt":"2026-08-10T11:18:58","guid":{"rendered":"https:\/\/marshallai.com\/?post_type=solution&#038;p=3113"},"modified":"2026-08-28T13:36:55","modified_gmt":"2026-08-28T10:36:55","slug":"automatic-number-plate-recognition-anpr","status":"publish","type":"solution","link":"https:\/\/marshallai.com\/fi\/solution\/automatic-number-plate-recognition-anpr\/","title":{"rendered":"Automatic Number Plate Recognition (ANPR)"},"content":{"rendered":"<div class=\"mai-section gb-element-7c77d488 first-section\">\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-3c142d71\">\n<div class=\"gb-element-3ef954b0 mai-reveal\">\n<p class=\"gb-text\"><a href=\"https:\/\/marshallai.com\/fi\/\" data-type=\"page\" data-id=\"25\">Home<\/a> \/ <a href=\"https:\/\/marshallai.com\/fi\/solutions\/\" data-type=\"page\" data-id=\"2395\">Solutions<\/a> \/ Automatic Number Plate Recognition (ANPR)<\/p>\n\n\n\n<h1 class=\"gb-text mai-reveal mai-headline\"><strong><strong>Edge ANPR\/ALPR for Intelligent Traffic  &amp; Border Infrastructure<\/strong><\/strong><\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">Turn standard IP surveillance feeds into intelligent vehicle verification nodes. Detect, read, and cross-reference license plates instantly at the edge\u2014fully integrated with European ITS controllers and security databases.<\/p>\n\n\n\n<div class=\"gb-element-1c3832b0\">\n<a class=\"gb-text gb-text-10574e93 mai-btn-primary\" href=\"https:\/\/marshallai.com\/fi\/contact\/\">Request a demo<\/a>\n<\/div>\n<\/div>\n\n\n\n<div>\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6a9ae1d676954&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6a9ae1d676954\" class=\"wp-block-image size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"218\" height=\"218\" 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\/2026-04_MarshallAI_traffic-surveillance3_licenseplate.webp\" alt=\"\" class=\"wp-image-2370\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_traffic-surveillance3_licenseplate.webp 218w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_traffic-surveillance3_licenseplate-150x150.webp 150w\" sizes=\"auto, (max-width: 218px) 100vw, 218px\" \/><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<\/div>\n\n\n\n<div class=\"gbp-section gb-element-207c56eb mai-bg-alt-1\">\n<div class=\"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 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\n\n\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\/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-33d33dd4\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Finnish_customs_Tulli_logo_svg.svg\" alt=\"\" title=\"Finnish_customs_Tulli_logo_svg\"\/>\n<\/div>\n\n\n\n<div>\n<img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"80\" class=\"gb-media-5a38e4b6\" 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<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-a7cd9bbe\">\n<div class=\"gbp-section__inner gb-element-32ffddf5\">\n<div class=\"gb-element-575113d7 mai-reveal\">\n<p class=\"mai-list-title\"><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 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Sovereign edge processing:<\/strong> process all data privately on-site. No cloud or third party connections.<\/span><\/p>\n\n\n\n<p class=\"mai-list-title\"><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 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Built-In Privacy Masking:<\/strong> blur faces and license plates before operator or debug view.<\/span><\/p>\n\n\n\n<p class=\"mai-list-title\"><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 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>98%+ Real-World Accuracy:<\/strong> Read vehicle license plates accurately across varied weather patterns.<\/span><\/p>\n\n\n\n<p class=\"mai-list-title\"><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 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Multi-Lane Tracking: <\/strong>Process license plates simultaneously across multiple lanes from a single camera feed.<\/span><\/p>\n\n\n\n<p class=\"mai-list-title\"><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 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg><\/span><span class=\"gb-text\"><strong>Rapid Database Matching: <\/strong>Match plates instantly against customs, logistics, or security white-lists via standard protocols like REST API or JSON.<\/span><\/p>\n<\/div>\n\n\n\n<div class=\"mai-reveal\">\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6a9ae1d6771eb&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6a9ae1d6771eb\" class=\"wp-block-image size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1396\" 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_Tulli_Truck-scaled.png\" alt=\"\" class=\"wp-image-2312\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-scaled.png 2560w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-500x273.png 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-1500x818.png 1500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-768x419.png 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-1536x838.png 1536w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-2048x1117.png 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><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\">\n<h2 class=\"wp-block-heading has-text-align-center mai-reveal mai-headline\">Industry Use Cases<\/h2>\n\n\n\n<div class=\"mai-container_inner-content gb-element-8f1e8c57\">\n<div class=\"gb-element-cc5a6eed\">\n<div class=\"gb-element-79f91d7c\">\n<div class=\"gb-element-def79192\">\n<img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1396\" class=\"gb-media-5bc34334\" alt=\"\" title=\"MarshallAI_Case-Study_Tulli_Truck\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-scaled.png\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-scaled.png 2560w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-500x273.png 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-1500x818.png 1500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-768x419.png 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-1536x838.png 1536w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Case-Study_Tulli_Truck-2048x1117.png 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/>\n<\/div>\n\n\n\n<div class=\"gb-element-149c1c88\">\n<h3 class=\"gb-text\">Customs &amp; Border Control<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Automating commercial freight registration and customs documentation processing, matching the field-proven results used by Finnish Customs.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-b5aee065\">\n<div class=\"gb-element-cf2c8214\">\n<img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1918\" class=\"gb-media-701bde1c\" alt=\"Trucks at logistics hub\" title=\"MAI_Logistics-hub\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MAI_Logistics-hub-scaled.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MAI_Logistics-hub-scaled.webp 2560w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MAI_Logistics-hub-500x375.webp 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MAI_Logistics-hub-1201x900.webp 1201w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MAI_Logistics-hub-768x576.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MAI_Logistics-hub-1536x1151.webp 1536w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MAI_Logistics-hub-2048x1535.webp 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/>\n<\/div>\n\n\n\n<div class=\"gb-element-a5aaa8ca\">\n<h3 class=\"gb-text gb-text-040109f7\">Logistics &amp; Distribution Hubs<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Managing industrial facility access control by triggering gates and barrier arms natively via Modbus or TCP commands when white-listed vehicles arrive.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-59b58b80\">\n<div class=\"gb-element-797f833b\">\n<img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1080\" class=\"gb-media-a099da91\" alt=\"\" title=\"MarshallAI_ANPR_car-gate\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_ANPR_car-gate.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_ANPR_car-gate.webp 1920w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_ANPR_car-gate-500x281.webp 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_ANPR_car-gate-1500x844.webp 1500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_ANPR_car-gate-768x432.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/06\/MarshallAI_ANPR_car-gate-1536x864.webp 1536w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/>\n<\/div>\n\n\n\n<div class=\"gb-element-f9348d66\">\n<h3 class=\"gb-text\">Smart Cities &amp; Urban Tolling<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Tracking vehicle entry zones and parking enforcement without the operational expense of dedicated, proprietary sensor installations.<\/p>\n<\/div>\n<\/div>\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-1475a085\">\n<div class=\"gb-element-531a117a\">\n<h2 class=\"gb-text gbp-section__headline mai-reveal mai-headline\">Weather-Resilient Edge Performance<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Outdoor environments present challenges for many OCR systems not only due to varying weather conditions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The MarshallAI platform<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Edge processing for minimal latency.<\/li>\n\n\n\n<li>Deep-learning models that accurately detect, track and solve license plates in variable weather conditions.<\/li>\n<\/ul>\n<\/div>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6a9ae1d677a34&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6a9ae1d677a34\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"575\" 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_multi-view-1024x575.webp\" alt=\"\" class=\"wp-image-2135\" srcset=\"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-300x169.webp 300w, 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.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-d9662ad5\">\n<div class=\"gb-element-4557cc4c\">\n<h2 class=\"gb-text gbp-section__headline mai-reveal mai-headline\">Unrivaled features<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong><strong>Operational Aspect<\/strong><\/strong><\/th><th>Technical Delivery Method<\/th><th>European Compliance \/ Benefit<\/th><\/tr><\/thead><tbody><tr><td><strong><strong><strong><strong>Privacy Safeguards<\/strong><\/strong><\/strong><\/strong><\/td><td>Local Blurring Node<\/td><td>Obscures human faces and sensitive visuals in real time, before the operator view.<\/td><\/tr><tr><td><strong><strong><strong><strong>Direct Actuation<\/strong><\/strong><\/strong><\/strong><\/td><td>RSMP \/ OCIT Protocols<\/td><td>Fire direct commands to Swarco, Yunex, or local PLC gates to eliminate perimeter access delays.<\/td><\/tr><tr><td><strong><strong>VMS Compatibility<\/strong><\/strong><\/td><td>Milestone \/ Genetec<\/td><td>Overlays data logs and event notifications right into your current control room dashboard layout.<\/td><\/tr><\/tbody><\/table><\/figure>\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-reveal mai-headline\">Case studies<\/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\">\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-002df6c4\">\n<h2 class=\"gb-text gbp-section__headline mai-reveal mai-headline\">Questions &amp; Answers<\/h2>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-accordion\" data-transition=\"fade\">\n<div class=\"gb-accordion__item gbp-card--border gb-accordion__item-a91230e8\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle gb-accordion__toggle-95a2a1e6\" id=\"gb-accordion-toggle-95a2a1e6\">\n<h3 class=\"gb-text gbp-card__title gb-text-8462845e\"><strong>How does the system comply with European GDPR mandates?<\/strong><\/h3>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-837853b1\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-78547f3f\">\n<div class=\"gb-element-32d8ed4e\">\n<p class=\"gb-text\">The system converts license plates into text strings locally at the edge within milliseconds, discarding the unmasked video frame immediately. Our native blurring node blocks faces and surrounding non-target info in real time before it hits any dashboard, ensuring total data minimization.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item gbp-card--border gb-accordion__item-ea60d4d0\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle gb-accordion__toggle-0a3cc5d2\" id=\"gb-accordion-toggle-0a3cc5d2\">\n<h3 class=\"gb-text gbp-card__title gb-text-2e32a8ee\"><strong>Can MarshallAI read plates from different countries with varying layouts?<\/strong><\/h3>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-875e7dfc\"><span class=\"gb-accordion__toggle-icon-open\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"208 96 128 176 48 96\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><span class=\"gb-accordion__toggle-icon-close\"><svg aria-hidden=\"true\" viewbox=\"0 0 256 256\"><rect width=\"256\" height=\"256\" fill=\"none\"><\/rect><polyline points=\"48 160 128 80 208 160\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"16\"><\/polyline><\/svg><\/span><\/span>\n<\/div>\n\n\n\n<div class=\"gb-accordion__content\" id=\"gb-accordion-content-7b045ed7\">\n<div class=\"gb-element-aa0bdc02\">\n<p class=\"gb-text\">Yes. The AFSA platform can be trained to identify and parse multi-country alpha-numeric layouts, character sizes, and varying font sizes seamlessly across different regions.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Automated vehicle license plate reading and authorization for parking, border crossings, law enforcement, customs and logistics.<\/p>","protected":false},"featured_media":2370,"template":"","meta":{"content-type":"","footnotes":""},"categories":[63,69,44,26],"tags":[],"class_list":["post-3113","solution","type-solution","status-publish","has-post-thumbnail","hentry","category-border-security","category-logistics-supply-chain","category-smart-cities","category-traffic-management"],"_links":{"self":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution\/3113","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution"}],"about":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/types\/solution"}],"version-history":[{"count":13,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution\/3113\/revisions"}],"predecessor-version":[{"id":3755,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution\/3113\/revisions\/3755"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media\/2370"}],"wp:attachment":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media?parent=3113"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/categories?post=3113"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/tags?post=3113"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}