{"id":25,"date":"2026-02-09T09:39:55","date_gmt":"2026-02-09T09:39:55","guid":{"rendered":"https:\/\/digiom.fi\/kradi\/?page_id=25"},"modified":"2026-09-04T11:56:35","modified_gmt":"2026-09-04T08:56:35","slug":"home","status":"publish","type":"page","link":"https:\/\/marshallai.com\/fi\/","title":{"rendered":"AI Computer Vision &#038; Sensor Intelligence"},"content":{"rendered":"\n<div class=\"wp-block-cover alignfull has-custom-content-position is-position-bottom-center\" style=\"min-height:80vh;aspect-ratio:unset;\"><video class=\"wp-block-cover__video-background intrinsic-ignore\" autoplay muted loop playsinline src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/2026-08_MarshallAI_hero-web-manuf-1080p.mp4\" data-object-fit=\"cover\"><\/video><span aria-hidden=\"true\" class=\"wp-block-cover__background has-global-color-8-background-color has-background-dim-60 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<div class=\"gb-element-9606dbae\">\n<div>\n<h1 class=\"gb-text gb-text-a7a9bce6 mh-title\">Stop defects, increase margins and automate even demanding inspection task<\/h1>\n\n\n\n<p class=\"gb-text gb-text-85910203\">MarshallAI turns cameras, sensors and data into a <strong>real-time quality inspection system<\/strong>.<br>No line rebuild, production-ready in weeks and ROI in months.<br>Scalable and suitable for different <a href=\"https:\/\/marshallai.com\/industries\/\" data-type=\"page\" data-id=\"2393\">industries<\/a>.<\/p>\n<\/div>\n\n\n\n<div>\n<div class=\"gb-element-9e8877aa\">\n<div class=\"mai-card-hero\">\n<p class=\"gb-text gb-text-53f5e019\">Annual savings potential<br>50k-200k\u20ac*<\/p>\n<\/div>\n\n\n\n<div class=\"mai-card-hero\">\n<p class=\"gb-text gb-text-efa7b782\">Less scrap, false positives, rework and claims<\/p>\n<\/div>\n\n\n\n<div class=\"mai-card-hero\">\n<p class=\"gb-text gb-text-9d2a90a2\">Increased line efficiency and continuity<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"gb-element-f7d20f1e\">\n<div class=\"gb-element-25810984\">\n<div class=\"gb-element-e56b6dd7\">\n<div class=\"gb-element-1fb83aaa\">\n<p class=\"gb-text gb-text-c8ed1490\">Payback typically in under 12 months*<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-73c3dce5\">\n<p class=\"gb-text gb-text-ae739b8f\">Integrates with ERP and automation systems<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-25beca53\">\n<p class=\"gb-text gb-text-967c1fee\">Fast deployment, with no downtime<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-b991c779\">\n<p class=\"gb-text gb-text-6843f0a5\">Proven in the defence industry<\/p>\n<\/div>\n<\/div>\n\n\n\n<p class=\"gb-text gb-text-d8d20971\">*Results vary based on industry and current quality measures.<\/p>\n<\/div>\n<\/div>\n\n\n\n\n\n\n\n<div class=\"mai-section\">\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-0c357f2f\">\n<div>\n<p class=\"gb-text gb-text-397e6d5d\">Why MarshallAI<\/p>\n\n\n\n<h2 class=\"gb-text mai-headline mai-reveal\">Increase margins and quality with automated inspection<\/h2>\n<\/div>\n\n\n\n<div><\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-d5daaf06\">\n<div>\n<div class=\"gb-element-21dd8a50\">\n<span class=\"gb-text-81ce9b0c\"><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=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg><\/span><span class=\"gb-text\">Real-time automated inspection <\/span><\/span>\n\n\n\n<div class=\"gb-text-822fcc56\"><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\">From anomaly detection, object measurement to material grading. <br><a href=\"https:\/\/marshallai.com\/capabilities\/\" data-type=\"page\" data-id=\"3088\">Full list of capabilities<\/a>.<\/span><\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-a413a05b\">\n<span class=\"gb-text-96d20b59\"><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=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg><\/span><span class=\"gb-text\">Small, large and continuous parts at full line speed<\/span><\/span>\n\n\n\n<div class=\"gb-text-f7641775\"><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\">Inspection of tiny millimeter sized components to large and continuous parts.<\/span><\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-3c421e7f\">\n<span class=\"gb-text-30874592\"><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=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg><\/span><span class=\"gb-text\">Turnkey deployment<\/span><\/span>\n\n\n\n<div class=\"gb-text-7dffcd49\"><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\">We offer a full end-to-end solution for your needs.<\/span><\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-0debe955\">\n<span class=\"gb-text-d0b216ee\"><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=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg><\/span><span class=\"gb-text\">Live in weeks, not quarters<\/span><\/span>\n\n\n\n<div class=\"gb-text-be6bdfa7\"><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\">Most industrial deployments go from scoping call to production in 6\u20138 weeks. Pilots can run in days.<\/span><\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-b4e4eeef\">\n<span class=\"gb-text-2264cc4b\"><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=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg><\/span><span class=\"gb-text\">Start small and then scale to cover the whole production<\/span><\/span>\n\n\n\n<div class=\"gb-text-d69459df\"><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\">You can start with one node\/station, validate the results and then easily scale to your whole production. <\/span><\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-f0f468c7\">\n<span class=\"gb-text-381fb2ab\"><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=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg><\/span><span class=\"gb-text\">Integrate with ERP and automation systems<\/span><\/span>\n\n\n\n<div class=\"gb-text-315df2f9\"><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\">Integrate with ejection systems, get real-time analytics and find the root causes of quality issues.<\/span><\/div>\n<\/div>\n\n\n\n<div>\n<a class=\"gb-text gb-text-5a63595d btn-outline\" href=\"https:\/\/marshallai.com\/solutions\/\">Solutions<\/a>\n\n\n\n<a class=\"gb-text mai-btn-primary\" href=\"https:\/\/marshallai.com\/industries\/\">Industries<\/a>\n<\/div>\n<\/div>\n\n\n\n<div>\n<img loading=\"lazy\" decoding=\"async\" width=\"2400\" height=\"1792\" class=\"gb-media-d8a676c7\" alt=\"\" title=\"2026-02_MarshallAI_illustration_push-pins\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins.png\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins.png 2400w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins-300x224.png 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins-1024x765.png 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins-768x573.png 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins-1536x1147.png 1536w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_push-pins-2048x1529.png 2048w\" sizes=\"auto, (max-width: 2400px) 100vw, 2400px\" \/>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-157b7549\">\n<p class=\"gb-text gb-text-01f14091 mai-eyebrow\">AI powered solutions for manufacturing, infrastructure and defence<\/p>\n\n\n\n<section class=\"mai-logo-slider-section\">\n  <div class=\"mai-logo-slider-container\">\n    <div class=\"mai-logo-track\">\n      \n      <!-- Primary List -->\n      <div class=\"mai-logo-list\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Stockholms-stad-logo.png\" alt=\"Stockholms stad\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Helsingin-kaupunki-logo-svg.svg\" alt=\"Helsingin kaupunki\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Securitas-Technology-logo-svg.svg\" alt=\"Securitas Technology\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Savox-logo-svg.svg\" alt=\"Savox\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Taerosol-logo.png\" alt=\"Taerosol\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Turvanasta-logo.png\" alt=\"Turvanasta\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Lappeenranta-kaupunki-logo.png\" alt=\"Lappeenranta kaupunki\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Hartwall-logo-svg.svg\" alt=\"Hartwall\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Telia-logo-svg.svg\" alt=\"Telia\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Port-of-turku-logo-svg.svg\" alt=\"Port of Turku\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Cinia-logo-svg.svg\" alt=\"Cinia\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Finnish_customs_Tulli_logo_svg.svg\" alt=\"Tulli\">\n      <\/div>\n\n      <!-- Duplicated List for seamless infinite looping -->\n      <div class=\"mai-logo-list\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Stockholms-stad-logo.png\" alt=\"Stockholms stad\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Helsingin-kaupunki-logo-svg.svg\" alt=\"Helsingin kaupunki\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Securitas-Technology-logo-svg.svg\" alt=\"Securitas Technology\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Savox-logo-svg.svg\" alt=\"Savox\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Taerosol-logo.png\" alt=\"Taerosol\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Turvanasta-logo.png\" alt=\"Turvanasta\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Lappeenranta-kaupunki-logo.png\" alt=\"Lappeenranta kaupunki\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Hartwall-logo-svg.svg\" alt=\"Hartwall\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Telia-logo-svg.svg\" alt=\"Telia\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Port-of-turku-logo-svg.svg\" alt=\"Port of Turku\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Cinia-logo-svg.svg\" alt=\"Cinia\">\n        <img decoding=\"async\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/Finnish_customs_Tulli_logo_svg.svg\" alt=\"Tulli\">\n      <\/div>\n\n    <\/div>\n  <\/div>\n<\/section>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-c6c540a2\">\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-29db0566\">\n<div>\n<p class=\"gb-text gb-text-b9de747a\">The solution<\/p>\n\n\n\n<div class=\"gb-text gb-text-a346efa0 mai-headline\"><em>AI Vision <\/em>&amp; Sensor Intelligence for the hardest challenges<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">MarshallAI provides end-to-end solutions for quality assurance, process optimization and inspection tasks.<br>We use our own <a href=\"https:\/\/marshallai.com\/platform\/\" data-type=\"page\" data-id=\"988\"><strong>AFSA<\/strong> <strong>deep learning vision platform<\/strong><\/a> to automate tasks that were previously impossible to automate. <br>We utilize <strong>any camera or sensor <\/strong>to bring real-time intelligence to production lines, smart cities and tactical deployments.<br>Our <strong>sovereign and secure<\/strong> platform runs completely on-site, deploys fast and has zero external dependencies.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>All-in-one solution: sensoring, rigging, model training and output (ejection, statistics etc.).<\/li>\n\n\n\n<li>99,99995% accuracy at extreme line speeds.<\/li>\n\n\n\n<li>Integration with MES, SCADA &amp; ERP systems.<\/li>\n\n\n\n<li>Secure Edge Processing: all data stays within your facility.<\/li>\n\n\n\n<li>Use IP, GigE, 3D, line scan, SWIR\/NIR or existing cameras already installed. We can also analyze measurement data from third party sensors.<\/li>\n\n\n\n<li>Automatic product\/batch\/SKU sensing &#8211; no need to reconfigure between changeovers.<\/li>\n<\/ul>\n\n\n\n\n\n<p class=\"gb-text gb-text-da646516\">Learn more about our technology<\/p>\n\n\n\n<div>\n<a class=\"gb-text gb-text-a1845981 mai-btn-secondary\" href=\"https:\/\/marshallai.com\/platform\/\">AFSA Platform<\/a>\n\n\n\n<a class=\"gb-text mai-btn-secondary\" href=\"https:\/\/marshallai.com\/reid-edge-device\/\">REID Edge Device<\/a>\n<\/div>\n\n\n<\/div>\n\n\n\n<div class=\"gb-element-1700601e\">\n<img loading=\"lazy\" decoding=\"async\" width=\"1023\" height=\"902\" class=\"gb-media-3e26038c\" alt=\"\" title=\"MarshallAI_rigged-setup_example-2_crop\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MarshallAI_rigged-setup_example-2_crop.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MarshallAI_rigged-setup_example-2_crop.webp 1023w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MarshallAI_rigged-setup_example-2_crop-500x441.webp 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MarshallAI_rigged-setup_example-2_crop-768x677.webp 768w\" sizes=\"auto, (max-width: 1023px) 100vw, 1023px\" \/>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section mai-bg-mesh\">\n<h2 class=\"gb-text gb-text-f63f3ab1 mai-headline mai-reveal\">Featured Industries<\/h2>\n\n\n\n<div class=\"mai-container_inner-content\">\n<div class=\"gb-element-12b98fbb\">\n<div class=\"mai-card-default\" href=\"https:\/\/marshallai.com\/industries\/manufacturing-industrial-qa\/\">\n<div class=\"gb-element-4a6070eb\"><\/div>\n\n\n\n<div class=\"gb-element-3686e151\">\n<div class=\"gb-text gb-text-a7a78bda\">Manufacturing &amp; Industrial QA<\/div>\n\n\n\n<div class=\"gb-text gb-text-92c4b36f\">Small, large and continuous part inspection at line at speed. Anomaly\/Defect detection, label validation, OCR, root cause analysis and more.<\/div>\n\n\n\n<div class=\"gb-element-54eaf74e\">\n<a class=\"gb-text mai-button-primary-block\" href=\"https:\/\/marshallai.com\/industries\/manufacturing-industrial-qa\/\">Explore<\/a>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-card-default\" href=\"https:\/\/marshallai.com\/industries\/manufacturing-industrial-qa\/\">\n<div class=\"gb-element-b16ed190\"><\/div>\n\n\n\n<div class=\"gb-element-6f8dbe5c\">\n<div class=\"gb-text gb-text-f28f70fd\">Beverage and Drink manufacturing<\/div>\n\n\n\n<div class=\"gb-text gb-text-9f0bfeff\">Label inspection, defect and rogue\/foreign can detection for cans, glass bottles and PET bottles<\/div>\n\n\n\n<div class=\"gb-element-87fa3696\">\n<a class=\"gb-text mai-button-primary-block\" href=\"https:\/\/marshallai.com\/industries\/smart-traffic-urban-mobility\/\">Explore<\/a>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-card-default\" href=\"https:\/\/marshallai.com\/industries\/manufacturing-industrial-qa\/\">\n<div class=\"gb-element-dd873d75\"><\/div>\n\n\n\n<div class=\"gb-element-9565ae76\">\n<div class=\"gb-text gb-text-1f1a554d\">Defence &amp; Tactical Operations<\/div>\n\n\n\n<div class=\"gb-text gb-text-fecfca4b\">Mission-hardened AI vision for perimeter security, UAV\/object detection, and situational awareness. Fully offline deployment and support for military video standards.<\/div>\n\n\n\n<div class=\"gb-element-0d6c5ec0\">\n<a class=\"gb-text mai-button-primary-block\" href=\"https:\/\/marshallai.com\/industries\/defence\/\">Explore<\/a>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-a1770734\">\n<h2 class=\"gb-text gb-text-02bd29a7 mai-headline mai-reveal\">From our clients<\/h2>\n\n\n\n<div class=\"mai-container_inner-content gb-element-3b0d6760\">\n<div class=\"gb-element-c94ab831\">\n<div class=\"gb-element-4c0d91d6 mai-panel\">\n<div class=\"gb-text gb-text-acbab38e\">&#8220;We had been trying to solve this problem for 15 years before you came along.&#8221;<\/div>\n\n\n\n<div class=\"gb-text mai-quote-attr\">Customer, beverage industry<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-6d7e6a4c mai-panel\">\n<div class=\"gb-text gb-text-e7977fb5\">&#8220;You promised a lot, and still managed to overdeliver.&#8221;<\/div>\n\n\n\n<div class=\"gb-text mai-quote-attr\">Executive Vice President, Post-Demo Evaluation<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-5289006e mai-panel\">\n<figure class=\"wp-block-video\"><video height=\"1080\" style=\"aspect-ratio: 1920 \/ 1080;\" width=\"1920\" controls poster=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/MarshallAI_Taerosol_Testimoniaali_thumbnail1.webp\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/09\/MarshallAI_Taerosol_Testimoniaali_EN_Subtitled_V2-1080p-H264-4000-kbps-MP4.mp4\"><\/video><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section gb-element-9983436b mai-bg-alt-1\">\n<div class=\"mai-container__inner-narrow gb-element-0f8a44db\">\n<h2 class=\"gb-text gb-text-f234ab9e mai-heading mai-reveal\">Proven under pressure: 1st Place Winner<\/h2>\n\n\n\n<img loading=\"lazy\" decoding=\"async\" width=\"1500\" height=\"334\" class=\"gb-media-f90f0f2f mai-reveal\" alt=\"\" title=\"xTech_Global_AI_Challenge_logo\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/xTech_Global_AI_Challenge_logo.webp\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/xTech_Global_AI_Challenge_logo.webp 1500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/xTech_Global_AI_Challenge_logo-300x67.webp 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/xTech_Global_AI_Challenge_logo-1024x228.webp 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/xTech_Global_AI_Challenge_logo-768x171.webp 768w\" sizes=\"auto, (max-width: 1500px) 100vw, 1500px\" \/>\n\n\n\n<p class=\"mai-reveal wp-block-paragraph\"><strong>xTech Global AI Challenge<\/strong>: a US Department of Defence competition for AI solutions.<\/p>\n\n\n\n<p class=\"mai-reveal wp-block-paragraph\">MarshallAI won the competition by deploying a custom detection model from scratch in 1 hour and 40 minutes using only 77 images, without internet connection.<br>This proves that you don&#8217;t need massive datasets or cloud processing to run AI models.<\/p>\n\n\n\n<a class=\"gb-text gb-text-1b94ee69 mai-btn-secondary\" href=\"https:\/\/marshallai.com\/xtech-challenge-win-rapid-ai-deployment\/\">Read full case study<\/a>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section\">\n<div class=\"mai-container__inner-narrow gb-element-47a392f7\">\n<h2 class=\"gb-text gb-text-af045328 mai-headline mai-reveal\">AI Powered Computer Vision For All Industries<\/h2>\n\n\n\n<p class=\"gb-text gb-text-97193d3a mai-eyebrow mai-reveal\">From production lines to tactical environments<\/p>\n\n\n\n<div class=\"ind-tabs mai-reveal\">\n\n  <div class=\"ind-tab-list-wrap\">\n    <div class=\"ind-tab-list\" role=\"tablist\" aria-label=\"Industries\">\n\n      <button class=\"ind-tab-btn is-active\" role=\"tab\"\n              id=\"ind-tab-metal\" aria-selected=\"true\"\n              aria-controls=\"ind-panel-metal\" data-ind-tab=\"metal\">\n        <div class=\"ind-tab-icon\" aria-hidden=\"true\">\n          <svg width=\"17\" height=\"17\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <path d=\"M14.7 6.3a1 1 0 0 0 0 1.4l1.6 1.6a1 1 0 0 0 1.4 0l3.77-3.77a6 6 0 0 1-7.94 7.94l-6.91 6.91a2.12 2.12 0 0 1-3-3l6.91-6.91a6 6 0 0 1 7.94-7.94l-3.76 3.76z\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"ind-tab-text\">\n          <span class=\"ind-tab-label\">Metal Manufacturing<\/span>\n          <span class=\"ind-tab-desc\">Inline inspection of any size part at 2000+ units per minute.<\/span>\n        <\/div>\n      <\/button>\n\n      <button class=\"ind-tab-btn\" role=\"tab\"\n              id=\"ind-tab-beverage\" aria-selected=\"false\"\n              aria-controls=\"ind-panel-beverage\" data-ind-tab=\"beverage\">\n        <div class=\"ind-tab-icon\" aria-hidden=\"true\">\n          <svg width=\"17\" height=\"17\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <path d=\"M9 2h6v3a4 4 0 0 1 4 4v10a2 2 0 0 1-2 2H7a2 2 0 0 1-2-2V9a4 4 0 0 1 4-4V2z\"\/>\n            <line x1=\"5\" y1=\"11\" x2=\"19\" y2=\"11\" opacity=\"0.4\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"ind-tab-text\">\n          <span class=\"ind-tab-label\">Beverage &amp; FMCG<\/span>\n          <span class=\"ind-tab-desc\">Defect, fill-level, foreign object, label inspection and <strong>rogue can detection<\/strong> on high-speed lines at over 120000 uph.<\/span>\n        <\/div>\n      <\/button>\n\n      <button class=\"ind-tab-btn\" role=\"tab\"\n              id=\"ind-tab-cosmetic\" aria-selected=\"false\"\n              aria-controls=\"ind-panel-cosmetic\" data-ind-tab=\"cosmetic\">\n        <div class=\"ind-tab-icon\" aria-hidden=\"true\">\n          <svg width=\"17\" height=\"17\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <rect x=\"8\" y=\"6\" width=\"8\" height=\"16\" rx=\"2\"\/>\n            <path d=\"M10 6V4a2 2 0 0 1 4 0v2\"\/>\n            <line x1=\"8\" y1=\"10\" x2=\"16\" y2=\"10\" opacity=\"0.4\"\/>\n            <line x1=\"8\" y1=\"18\" x2=\"16\" y2=\"18\" opacity=\"0.4\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"ind-tab-text\">\n          <span class=\"ind-tab-label\">Cosmetic Manufacturing<\/span>\n          <span class=\"ind-tab-desc\">Full inspection of primary package and label defects \u2014 without reducing line speed.<\/span>\n        <\/div>\n      <\/button>\n\n      <button class=\"ind-tab-btn\" role=\"tab\"\n              id=\"ind-tab-traffic\" aria-selected=\"false\"\n              aria-controls=\"ind-panel-traffic\" data-ind-tab=\"traffic\">\n        <div class=\"ind-tab-icon\" aria-hidden=\"true\">\n          <svg width=\"17\" height=\"17\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <rect x=\"1\" y=\"3\" width=\"15\" height=\"13\" rx=\"1\"\/>\n            <path d=\"M16 8h4l3 3v5h-7V8z\"\/>\n            <circle cx=\"5.5\" cy=\"18.5\" r=\"2.5\"\/>\n            <circle cx=\"18.5\" cy=\"18.5\" r=\"2.5\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"ind-tab-text\">\n          <span class=\"ind-tab-label\">Public Sector &amp; Traffic<\/span>\n          <span class=\"ind-tab-desc\">Detailed statistics, vehicle classification, incident detection and junction heatmaps using existing CCTV infrastructure.<\/span>\n        <\/div>\n      <\/button>\n\n      <button class=\"ind-tab-btn\" role=\"tab\"\n              id=\"ind-tab-logistics\" aria-selected=\"false\"\n              aria-controls=\"ind-panel-logistics\" data-ind-tab=\"logistics\">\n        <div class=\"ind-tab-icon\" aria-hidden=\"true\">\n          <svg width=\"17\" height=\"17\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <path d=\"M2 9 L12 5 L22 9 L22 20 L12 24 L2 20 Z\"\/>\n            <path d=\"M2 9 L12 13 L22 9\"\/>\n            <line x1=\"12\" y1=\"13\" x2=\"12\" y2=\"24\"\/>\n            <line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"9\" opacity=\"0.5\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"ind-tab-text\">\n          <span class=\"ind-tab-label\">Logistics &amp; Warehousing<\/span>\n          <span class=\"ind-tab-desc\">Safety and zone monitoring, dwell time reports and throughput counts across loading bays and warehouse floors from standard IP cameras.<\/span>\n        <\/div>\n      <\/button>\n\n      <button class=\"ind-tab-btn\" role=\"tab\"\n              id=\"ind-tab-defence\" aria-selected=\"false\"\n              aria-controls=\"ind-panel-defence\" data-ind-tab=\"defence\">\n        <div class=\"ind-tab-icon\" aria-hidden=\"true\">\n          <svg width=\"17\" height=\"17\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <path d=\"M12 22s8-4 8-10V5l-8-3-8 3v7c0 6 8 10 8 10z\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"ind-tab-text\">\n          <span class=\"ind-tab-label\">Defence &amp; Law Enforcement<\/span>\n          <span class=\"ind-tab-desc\">Fully air-gapped, on-premise deployment. No cloud dependency. Listed on the DoD Tradewinds Solutions Marketplace.<\/span>\n        <\/div>\n      <\/button>\n\n    <\/div><!-- .ind-tab-list -->\n  <\/div><!-- .ind-tab-list-wrap -->\n\n  <div class=\"ind-panel-wrap\">\n\n    <!-- Metal -->\n    <div class=\"ind-panel is-active\" role=\"tabpanel\"\n         id=\"ind-panel-metal\" aria-labelledby=\"ind-tab-metal\"\n         data-ind-panel=\"metal\">\n      <div class=\"ind-panel-visual\">\n        <img decoding=\"async\" class=\"ind-panel-img img-enter\"\n             src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/Turvanasta_crop.jpeg\"\n             alt=\"Metal manufacturing inspection line\">\n        <div class=\"ind-panel-caption\">\n          <div class=\"ind-panel-caption-title\">Metal Manufacturing<\/div>\n          <p class=\"ind-panel-caption-desc\">Inline inspection of any size part at 2000+ units per minute.<\/p>\n        <\/div>\n      <\/div>\n    <\/div>\n\n    <!-- Beverage -->\n    <div class=\"ind-panel\" role=\"tabpanel\"\n         id=\"ind-panel-beverage\" aria-labelledby=\"ind-tab-beverage\"\n         data-ind-panel=\"beverage\">\n      <div class=\"ind-panel-visual\">\n        <img decoding=\"async\" class=\"ind-panel-img\"\n             src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_marshall-cans.jpg\"\n             alt=\"Beverage line inspection\">\n        <div class=\"ind-panel-caption\">\n          <div class=\"ind-panel-caption-title\">Beverage &amp; FMCG<\/div>\n          <p class=\"ind-panel-caption-desc\">Defect, fill-level, foreign object, label inspection and <strong>rogue can detection<\/strong> on high-speed lines at over 120000 uph.<\/p>\n        <\/div>\n      <\/div>\n    <\/div>\n\n    <!-- Cosmetic -->\n    <div class=\"ind-panel\" role=\"tabpanel\"\n         id=\"ind-panel-cosmetic\" aria-labelledby=\"ind-tab-cosmetic\"\n         data-ind-panel=\"cosmetic\">\n      <div class=\"ind-panel-visual\">\n        <img decoding=\"async\" class=\"ind-panel-img\"\n             src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI_illustration_cosmetic-aerosol2-lg.webp\"\n             alt=\"Cosmetic aerosol can inspection\">\n        <div class=\"ind-panel-caption\">\n          <div class=\"ind-panel-caption-title\">Cosmetic Manufacturing<\/div>\n          <p class=\"ind-panel-caption-desc\">Full inspection of primary package and label defects \u2014 without reducing line speed.<\/p>\n        <\/div>\n      <\/div>\n    <\/div>\n\n    <!-- Traffic -->\n    <div class=\"ind-panel\" role=\"tabpanel\"\n         id=\"ind-panel-traffic\" aria-labelledby=\"ind-tab-traffic\"\n         data-ind-panel=\"traffic\">\n      <div class=\"ind-panel-visual\">\n        <img decoding=\"async\" class=\"ind-panel-img\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI-traffic1.webp\" alt=\"Traffic surveillance\">\n        <div class=\"ind-panel-caption\">\n          <div class=\"ind-panel-caption-title\">Public Sector &amp; Traffic<\/div>\n          <p class=\"ind-panel-caption-desc\">Vehicle classification, incident detection and junction heatmaps from existing CCTV infrastructure. No new hardware needed.<\/p>\n        <\/div>\n      <\/div>\n    <\/div>\n\n    <!-- Logistics -->\n    <div class=\"ind-panel\" role=\"tabpanel\"\n         id=\"ind-panel-logistics\" aria-labelledby=\"ind-tab-logistics\"\n         data-ind-panel=\"logistics\">\n      <div class=\"ind-panel-visual\">\n        <img decoding=\"async\" class=\"ind-panel-img\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/03\/MAI-buffer-zone1.webp\" alt=\"Logistics tracking\">\n        <div class=\"ind-panel-image-placeholder\" aria-hidden=\"true\">\n        <\/div>\n        <div class=\"ind-panel-caption\">\n          <div class=\"ind-panel-caption-title\">Logistics &amp; Warehousing<\/div>\n          <p class=\"ind-panel-caption-desc\">Safety and zone monitoring, dwell time reports and throughput counts across loading bays and warehouse floors from standard IP cameras.<\/p>\n        <\/div>\n      <\/div>\n    <\/div>\n\n    <!-- Defence -->\n    <div class=\"ind-panel\" role=\"tabpanel\"\n         id=\"ind-panel-defence\" aria-labelledby=\"ind-tab-defence\"\n         data-ind-panel=\"defence\">\n      <div class=\"ind-panel-visual\">\n        <img decoding=\"async\" class=\"ind-panel-img\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/04\/2026-04_MarshallAI_illustration_drone.webp\" alt=\"Defence - Drone surveillance\">\n        <div class=\"ind-panel-caption\">\n          <div class=\"ind-panel-caption-title\">Defence &amp; Law Enforcement<\/div>\n          <p class=\"ind-panel-caption-desc\">Fully air-gapped, on-premise deployment. No cloud dependency. Listed on the DoD Tradewinds Solutions Marketplace.<\/p>\n        <\/div>\n      <\/div>\n    <\/div>\n\n  <\/div><!-- .ind-panel-wrap -->\n\n<\/div><!-- .ind-tabs -->\n\n\n<script>\n(function () {\n  var tabs   = document.querySelectorAll('.ind-tab-btn');\n  var panels = document.querySelectorAll('[data-ind-panel]');\n  if (!tabs.length) return;\n\n  function activate(target) {\n    tabs.forEach(function (b) {\n      var on = b.dataset.indTab === target;\n      b.classList.toggle('is-active', on);\n      b.setAttribute('aria-selected', on ? 'true' : 'false');\n    });\n\n    panels.forEach(function (p) {\n      var on = p.dataset.indPanel === target;\n      p.classList.toggle('is-active', on);\n\n      if (on) {\n        \/* Re-trigger image entrance *\/\n        var img = p.querySelector('.ind-panel-img');\n        if (img) {\n          img.classList.remove('img-enter');\n          void img.offsetWidth;\n          img.classList.add('img-enter');\n        }\n        \/* Re-trigger caption entrance by clearing and restoring\n           the inline animation override                         *\/\n        var cap = p.querySelector('.ind-panel-caption');\n        if (cap) {\n          cap.style.animation = 'none';\n          cap.style.opacity   = '0';\n          void cap.offsetWidth;\n          cap.style.animation = '';\n          cap.style.opacity   = '';\n        }\n      }\n    });\n  }\n\n  tabs.forEach(function (btn) {\n    btn.addEventListener('click', function () {\n      activate(btn.dataset.indTab);\n      btn.scrollIntoView({ behavior: 'smooth', block: 'nearest', inline: 'center' });\n    });\n  });\n})();\n<\/script>\n\n\n\n<div class=\"gb-element-db344d38\">\n<a class=\"gb-text gb-text-79a166d8 mai-btn-secondary\" href=\"https:\/\/marshallai.com\/case-studies\/\">Case Studies<\/a>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section mai-bg-alt-1\">\n<h2 class=\"gb-text gb-text-ae80cab8 mai-headline mai-reveal\">Automate Operations with Advanced Computer Vision Capabilities<\/h2>\n\n\n\n<div class=\"gb-element-aaf8cc11\">\n<div class=\"cap-grid\">\n      <!-- 1. DEFECT DETECTION -->\n      <div class=\"cap-card\" style=\"--cap-color: var(--mai-accent); transition-delay: 0s;\">\n        <div class=\"cap-glow\"><\/div>\n        <div class=\"cap-icon-wrap\">\n          <svg width=\"22\" height=\"22\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <circle cx=\"11\" cy=\"11\" r=\"8\"\/>\n            <line x1=\"21\" y1=\"21\" x2=\"16.65\" y2=\"16.65\"\/>\n            <line x1=\"11\" y1=\"8\" x2=\"11\" y2=\"14\"\/>\n            <line x1=\"8\" y1=\"11\" x2=\"14\" y2=\"11\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"cap-verb\">Defect Detection<\/div>\n        <div class=\"cap-desc\">Identify micro-cracks, surface blemishes, and structural flaws at full line speed before compromised parts reach the next manufacturing stage.<\/div>\n      <\/div>\n\n      <!-- 2. ASSEMBLY VERIFICATION -->\n      <div class=\"cap-card\" style=\"--cap-color: var(--mai-accent); transition-delay: 0.08s;\">\n        <div class=\"cap-glow\"><\/div>\n        <div class=\"cap-icon-wrap\">\n          <svg width=\"22\" height=\"22\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <polyline points=\"9 11 12 14 22 4\"\/>\n            <path d=\"M21 12v7a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2V5a2 2 0 0 1 2-2h11\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"cap-verb\">Assembly Verification<\/div>\n        <div class=\"cap-desc\">Ensure every component is present, correctly oriented, and properly seated. Eliminate manual checks on complex, multi-part assemblies.<\/div>\n      <\/div>\n\n      <!-- 3. LABEL & PACKAGING -->\n      <div class=\"cap-card\" style=\"--cap-color: var(--mai-accent); transition-delay: 0.16s;\">\n        <div class=\"cap-glow\"><\/div>\n        <div class=\"cap-icon-wrap\">\n          <svg width=\"22\" height=\"22\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <path d=\"M3 7V5a2 2 0 0 1 2-2h2\"\/>\n            <path d=\"M17 3h2a2 2 0 0 1 2 2v2\"\/>\n            <path d=\"M21 17v2a2 2 0 0 1-2 2h-2\"\/>\n            <path d=\"M7 21H5a2 2 0 0 1-2-2v-2\"\/>\n            <line x1=\"7\" y1=\"12\" x2=\"17\" y2=\"12\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"cap-verb\">Label &#038; Packaging<\/div>\n        <div class=\"cap-desc\">Validate barcodes, read OCR text (dates\/batch codes), and detect misaligned or missing labels to ensure total compliance in FMCG and pharma.<\/div>\n      <\/div>\n\n      <!-- 4. YIELD & THROUGHPUT -->\n      <div class=\"cap-card\" style=\"--cap-color: var(--mai-accent); transition-delay: 0.24s;\">\n        <div class=\"cap-glow\"><\/div>\n        <div class=\"cap-icon-wrap\">\n          <svg width=\"22\" height=\"22\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <line x1=\"18\" y1=\"20\" x2=\"18\" y2=\"10\"\/>\n            <line x1=\"12\" y1=\"20\" x2=\"12\" y2=\"4\"\/>\n            <line x1=\"6\"  y1=\"20\" x2=\"6\"  y2=\"14\"\/>\n            <rect x=\"2\" y=\"2\" width=\"20\" height=\"20\" rx=\"2\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"cap-verb\">Yield &#038; Throughput<\/div>\n        <div class=\"cap-desc\">Generate real-time production statistics without PLC integration. Identify bottlenecks, count units, and monitor OEE instantly via camera feeds.<\/div>\n      <\/div>\n\n      <!-- 5. MATERIAL GRADING -->\n      <div class=\"cap-card\" style=\"--cap-color: var(--mai-accent); transition-delay: 0.32s;\">\n        <div class=\"cap-glow\"><\/div>\n        <div class=\"cap-icon-wrap\">\n          <svg width=\"22\" height=\"22\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <polygon points=\"12 2 2 7 12 12 22 7 12 2\"\/>\n            <polyline points=\"2 17 12 22 22 17\"\/>\n            <polyline points=\"2 12 12 17 22 12\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"cap-verb\">Material Grading<\/div>\n        <div class=\"cap-desc\">Automatically grade and sort variable raw materials like lumber, agricultural produce, or textiles based on visual quality, size, and color limits.<\/div>\n      <\/div>\n\n      <!-- 6. SAFETY COMPLIANCE -->\n      <div class=\"cap-card\" style=\"--cap-color: var(--mai-accent); transition-delay: 0.40s;\">\n        <div class=\"cap-glow\"><\/div>\n        <div class=\"cap-icon-wrap\">\n          <svg width=\"22\" height=\"22\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.8\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n            <path d=\"M12 22s8-4 8-10V5l-8-3-8 3v7c0 6 8 10 8 10z\"\/>\n            <line x1=\"12\" y1=\"8\" x2=\"12\" y2=\"12\"\/>\n            <circle cx=\"12\" cy=\"16\" r=\"1\"\/>\n          <\/svg>\n        <\/div>\n        <div class=\"cap-verb\">Safety Compliance<\/div>\n        <div class=\"cap-desc\">Monitor factory floors for PPE violations (helmets, vests) and trigger instant machine-halts if personnel enter restricted or hazardous zones.<\/div>\n      <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section\">\n<div class=\"gb-element-bf2aff06\">\n<p class=\"gb-text gb-text-12d7a939\">How It Works<\/p>\n\n\n\n<h2 class=\"gb-text mai-headline mai-reveal\">A complete <em>turnkey AI computer vision solution<\/em><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Our end-to-end solutions include all necessary scoping, hardware, software, installation and support.<br><\/p>\n\n\n\n<style>\n.hiw-steps {\n  display: grid;\n  grid-template-columns: repeat(4, 1fr);\n  gap: 28px;\n  margin-top: 8px;\n}\n\n.hiw-step {\n  position: relative;\n  display: flex;\n  flex-direction: column;\n}\n\n\/* Connector arrow between cards \u2014 hidden on the last step and on mobile *\/\n.hiw-step:not(:last-child)::after {\n  content: '';\n  position: absolute;\n  top: calc(37.5% - 1px); \/* vertically centered on the image *\/\n  right: -20px;\n  width: 14px;\n  height: 14px;\n  border-top: 2px solid var(--mai-orange);\n  border-right: 2px solid var(--mai-orange);\n  transform: translateY(-50%) rotate(45deg);\n  opacity: 0.5;\n}\n\n.hiw-img-wrap {\n  position: relative;\n  margin-bottom: 16px;\n}\n\n.hiw-step-num {\n  position: absolute;\n  top: -10px;\n  left: -10px;\n  z-index: 2;\n  width: 34px;\n  height: 34px;\n  display: flex;\n  align-items: center;\n  justify-content: center;\n  border-radius: 50%;\n  background: var(--mai-surface);\n  border: 1.5px solid var(--mai-orange);\n  color: var(--mai-orange);\n  font-family: var(--font-mono);\n  font-size: 13px;\n  font-weight: var(--fw-bold);\n  letter-spacing: 0.02em;\n}\n\n.hiw-img {\n  width: 100%;\n  aspect-ratio: 4 \/ 3;\n  border-radius: var(--mai-radius-lg);\n  object-fit: cover;\n  display: block;\n}\n\n\/* Placeholder \u2014 kept for any future step that still needs one. *\/\n.hiw-img-placeholder {\n  aspect-ratio: 4 \/ 3;\n  border-radius: var(--mai-radius-lg);\n  border: 1px dashed var(--mai-border-2);\n  background: var(--mai-surface-2);\n  display: flex;\n  flex-direction: column;\n  align-items: center;\n  justify-content: center;\n  gap: 10px;\n  padding: 16px;\n  text-align: center;\n}\n.hiw-img-placeholder svg {\n  width: 26px;\n  height: 26px;\n  color: var(--mai-muted);\n}\n.hiw-img-placeholder span {\n  font-family: var(--font-mono);\n  font-size: 10.5px;\n  letter-spacing: 0.06em;\n  text-transform: uppercase;\n  color: var(--mai-sub2);\n  line-height: 1.4;\n}\n\n.hiw-step-label {\n  font-family: var(--font-body);\n  font-weight: var(--fw-bold);\n  font-size: 1rem;\n  color: var(--mai-text);\n  margin-bottom: 6px;\n}\n.hiw-step-desc {\n  color: var(--mai-sub);\n  line-height: var(--lh-body);\n}\n\n@media (max-width: 900px) {\n  .hiw-steps { grid-template-columns: repeat(2, 1fr); row-gap: 36px; }\n  .hiw-step:nth-child(2)::after { display: none; }\n}\n@media (max-width: 560px) {\n  .hiw-steps { grid-template-columns: 1fr; }\n  .hiw-step::after { display: none; }\n}\n<\/style>\n\n  <!-- 4 horizontal steps -->\n  <div class=\"hiw-steps mai-reveal\" style=\"transition-delay: 0.15s;\">\n\n    <!-- Step 01 -->\n    <div class=\"hiw-step\">\n      <div class=\"hiw-img-wrap\">\n        <div class=\"hiw-step-num\">01<\/div>\n        <img decoding=\"async\" class=\"hiw-img\" src=\"\/wp-content\/uploads\/2026\/08\/MarshallAI_camera-rig_P1042960-scaled-e1786436477301.webp\" alt=\"Industrial camera installed on a production line\">\n      <\/div>\n      <div class=\"hiw-step-label\">Cameras &amp; Sensors<\/div>\n      <div class=\"hiw-step-desc\">We install new sensors or use existing cameras. We typically use IP, GigE, 3D, line scan, SWIR\/NIR or analog cameras. IP66\/67-rated enclosures available for outdoor and washdown environments.<\/div>\n    <\/div>\n\n    <!-- Step 02 -->\n    <div class=\"hiw-step\">\n      <div class=\"hiw-img-wrap\">\n        <div class=\"hiw-step-num\">02<\/div>\n        <img decoding=\"async\" class=\"hiw-img\" src=\"\/wp-content\/uploads\/2026\/08\/MarshallAI_AFSA_training-presence1-scaled.webp\" alt=\"MarshallAI AFSA computer vision platform annotation and classification view\">\n      <\/div>\n      <div class=\"hiw-step-label\">Annotate &amp; Train the Model<\/div>\n      <div class=\"hiw-step-desc\">We build an accurate model. A small set of annotated images is enough. Model training can be run locally or in the cloud, whichever your data policy requires.<\/div>\n    <\/div>\n\n    <!-- Step 03 -->\n    <div class=\"hiw-step\">\n      <div class=\"hiw-img-wrap\">\n        <div class=\"hiw-step-num\">03<\/div>\n        <img decoding=\"async\" class=\"hiw-img\" src=\"\/wp-content\/uploads\/2026\/08\/MarshallAI_REID-on-premise_P1042996-scaled-e1786436392144.webp\" alt=\"MarshallAI REID Edge Processing device installed next to production line\">\n      <\/div>\n      <div class=\"hiw-step-label\">Real-time processing<\/div>\n      <div class=\"hiw-step-desc\">Our solutions run entirely on-site and 100% air-gapped. Data never leaves your facility.<\/div>\n    <\/div>\n\n    <!-- Step 04 -->\n    <div class=\"hiw-step\">\n      <div class=\"hiw-img-wrap\">\n        <div class=\"hiw-step-num\">04<\/div>\n        <img decoding=\"async\" class=\"hiw-img\" src=\"\/wp-content\/uploads\/2026\/08\/MarshallAI_rejection-arm_P1042844-scaled-e1786436344284.webp\" alt=\"MarshallAI's AFSA platform controls rejection mechanism\">\n      <\/div>\n      <div class=\"hiw-step-label\">Integrate &amp; Actuate<\/div>\n      <div class=\"hiw-step-desc\">Structured results route to your SCADA, MES, or ERP via OPC UA, MQTT, or REST, or trigger rejection arms and alarms directly in real time.<\/div>\n    <\/div>\n\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section mai-bg-alt-1\">\n<div class=\"mai-container__inner-narrow gb-element-7fa145ad\">\n<section>\n  <div class=\"faq-section\">\n\n    <!-- \u2500\u2500 LEFT: HEADER \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 -->\n    <div class=\"faq-header faq-reveal\">\n\n      <div class=\"faq-eyebrow\">FAQ<\/div>\n      <h2 class=\"faq-title\">Common<br><em>Questions<\/em><\/h2>\n\n      <!-- Category nav -->\n\t\t<div class=\"faq-cats\">\n\t\t  <button class=\"faq-cat-btn active\" data-cat=\"all\">All questions<\/button>\n\t\t  <button class=\"faq-cat-btn\" data-cat=\"general\">General<\/button>\n\t\t  <button class=\"faq-cat-btn\" data-cat=\"deployment\">Deployment<\/button>\n\t\t  <button class=\"faq-cat-btn\" data-cat=\"hardware\">Hardware<\/button>\n\t\t  <button class=\"faq-cat-btn\" data-cat=\"security\">Security<\/button>\n\t\t<\/div>\n\n    <\/div>\n\n    <!-- \u2500\u2500 RIGHT: ACCORDION \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 -->\n    <div class=\"faq-list faq-reveal\" style=\"transition-delay: 0.12s;\">\n\n      <!-- \u2550\u2550 GROUP: GENERAL \u2550\u2550 -->\n      <div class=\"faq-group\" data-group=\"general\">\n        <div class=\"faq-group-label\">\n          <span class=\"faq-group-label-dot\" style=\"background:#00d4ff;\"><\/span>\n          General\n        <\/div>\n\n        <div class=\"faq-item open\">\n          <button class=\"faq-question\">\n            <div class=\"faq-q-inner\">\n              <span class=\"faq-q-num\">01<\/span>\n              <span class=\"faq-q-text\">What is MarshallAI?<\/span>\n            <\/div>\n            <div class=\"faq-icon\">\n              <svg width=\"12\" height=\"12\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\">\n                <line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"><\/line><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"><\/line>\n              <\/svg>\n            <\/div>\n          <\/button>\n          <div class=\"faq-answer\">\n            <div class=\"faq-answer-inner\">\n              <p>MarshallAI is a computer vision and sensor intelligence company that provides turnkey solutions for automated optical inspection, process optimisation and signal analysis. MarshallAI utilises its proprietary AFSA (Agile Focused Signal Analysis), a node-based multimodal AI, platform for real-time sensor intelligence (eg. machine vision). AFSA can be used to build, deploy and manage deep learning pipelines very quickly.<\/p>\n              <p><a href=\"\/platform\/\">AFSA<\/a> ingests video, audio, thermal, radio and data streams simultaneously, processes them through configurable neural network pipelines, and outputs structured results to any industrial protocol including <span class=\"faq-tag\">OPC UA<\/span> <span class=\"faq-tag\">REST<\/span> <span class=\"faq-tag\">MQTT<\/span> and <span class=\"faq-tag\">MOXA<\/span>.<\/p>\n            <\/div>\n          <\/div>\n        <\/div>\n\n        <div class=\"faq-item\">\n          <button class=\"faq-question\">\n            <div class=\"faq-q-inner\">\n              <span class=\"faq-q-num\">02<\/span>\n              <span class=\"faq-q-text\">Are you a Large Language Model (LLM) company like OpenAI\/ChatGPT?<\/span>\n            <\/div>\n            <div class=\"faq-icon\">\n              <svg width=\"12\" height=\"12\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\">\n                <line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"><\/line><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"><\/line>\n              <\/svg>\n            <\/div>\n          <\/button>\n          <div class=\"faq-answer\">\n            <div class=\"faq-answer-inner\">\n              <p>No. <strong>MarshallAI is a computer vision and sensor intelligence company and AFSA is our deep learning platform<\/strong>. While LLMs excel at processing text, we utilize neural networks optimized for high-speed object and pattern recognition in real-time video streams.<\/p>\n              <p>Think of them as siblings: LLMs are the masters of language, while MarshallAI is the master of sight. Our system makes automated decisions in milliseconds, on tasks that are outside the current technical scope of standard language models.<\/p>\n            <\/div>\n          <\/div>\n        <\/div>\n\n        <div class=\"faq-item\">\n          <button class=\"faq-question\">\n            <div class=\"faq-q-inner\">\n              <span class=\"faq-q-num\">03<\/span>\n              <span class=\"faq-q-text\">What services or products does MarshallAI provide?<\/span>\n            <\/div>\n            <div class=\"faq-icon\">\n              <svg width=\"12\" height=\"12\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\">\n                <line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"><\/line><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"><\/line>\n              <\/svg>\n            <\/div>\n          <\/button>\n          <div class=\"faq-answer\">\n            <div class=\"faq-answer-inner\">\n              <p>MarshallAI can provide a variety of solutions for different industries. Here are some examples:<\/p>\n              <ul>\n                <li>Industrial quality inspection and defect detection on production lines<\/li>\n                <li>Assembly verification<\/li>\n                <li>Label &amp; Packaging verification<\/li>\n                <li>Yield &amp; Throughput monitoring<\/li>\n                <li>Material grading<\/li>\n                <li>Safety\/PPE Compliance<\/li>\n                <li>Vehicle and pedestrian tracking and classification<\/li>\n                <li>Predictive maintenance from audio and vibration sensors<\/li>\n                <li>Perimeter security and intruder detection<\/li>\n                <li>Tactical intelligence and surveillance at the edge<\/li>\n              <\/ul>\n              <p>We also sell licenses to our <a href=\"\/platform\/\">AFSA platform<\/a> and have our own <a href=\"\/reid-edge-device\/\">REID4 edge hardware<\/a>.<\/p>\n            <\/div>\n          <\/div>\n        <\/div>\n\n        <div class=\"faq-item\">\n          <button class=\"faq-question\">\n            <div class=\"faq-q-inner\">\n              <span class=\"faq-q-num\">04<\/span>\n              <span class=\"faq-q-text\">What level of technical expertise is required from us?<\/span>\n            <\/div>\n            <div class=\"faq-icon\">\n              <svg width=\"12\" height=\"12\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\">\n                <line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"><\/line><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"><\/line>\n              <\/svg>\n            <\/div>\n          <\/button>\n          <div class=\"faq-answer\">\n            <div class=\"faq-answer-inner\">\n              <p>This depends on how you work with us:<\/p>\n              <p><strong>Turnkey clients.<\/strong> If we deliver the full solution, no computer vision or coding background is needed on your side. We build, train and maintain the pipeline for you. Day-to-day, your team works with the results, dashboards and alerts configured for your systems, and any change to detection logic goes through our team under your support agreement. Operator training on the interface is included as part of onboarding.<\/p>\n              <p><strong>Platform license holders.<\/strong> If you&#8217;re running AFSA independently, the node-based editor is built for engineers and operators without a machine learning background. Building and modifying pipelines requires no coding: nodes are connected visually and configured through a web UI. For custom model training or integration work, a basic understanding of data collection and labelling helps. Training and onboarding are included as part of every deployment.<\/p>\n            <\/div>\n          <\/div>\n        <\/div>\n\n      <\/div><!-- group: platform -->\n\n      <!-- \u2550\u2550 GROUP: DEPLOYMENT \u2550\u2550 -->\n      <div class=\"faq-group\" data-group=\"deployment\">\n        <div class=\"faq-group-label\">\n          <span class=\"faq-group-label-dot\" style=\"background:#8b93ff;\"><\/span>\n          Deployment\n        <\/div>\n\n        <div class=\"faq-item\">\n          <button class=\"faq-question\">\n            <div class=\"faq-q-inner\">\n              <span class=\"faq-q-num\">05<\/span>\n              <span class=\"faq-q-text\">Do you offer turnkey deployment and what is included?<\/span>\n            <\/div>\n            <div class=\"faq-icon\">\n              <svg width=\"12\" height=\"12\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\">\n                <line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"><\/line><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"><\/line>\n              <\/svg>\n            <\/div>\n          <\/button>\n          <div class=\"faq-answer\">\n            <div class=\"faq-answer-inner\">\n              <p>Yes. A turnkey deployment includes <strong>hardware, software, installation, model training and operator onboarding<\/strong> \u2014 delivered as a single contract. Typical scope covers:<\/p>\n              <ul>\n                <li>Site survey and sensor placement planning<\/li>\n                <li>Hardware provisioned and pre-configured for your environment<\/li>\n                <li>Pipeline build and initial model training on your data<\/li>\n                <li>Integration with your existing SCADA, MES or output systems<\/li>\n                <li>On-site commissioning and acceptance testing<\/li>\n                <li>Operator training and documentation<\/li>\n                <li>Support and maintenance based on Service Level Agreement (SLA)<\/li>\n              <\/ul>\n              <p>Contact us for a scoping call \u2014 most industrial deployments are production-ready within <strong>6\u20138 weeks<\/strong> from project start.<\/p>\n            <\/div>\n          <\/div>\n        <\/div>\n\n        <div class=\"faq-item\">\n          <button class=\"faq-question\">\n            <div class=\"faq-q-inner\">\n              <span class=\"faq-q-num\">06<\/span>\n              <span class=\"faq-q-text\">How long does deployment take?<\/span>\n            <\/div>\n            <div class=\"faq-icon\">\n              <svg width=\"12\" height=\"12\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\">\n                <line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"><\/line><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"><\/line>\n              <\/svg>\n            <\/div>\n          <\/button>\n          <div class=\"faq-answer\">\n            <div class=\"faq-answer-inner\">\n              <p>Standard industrial deployments go from scoping call to production in <strong>6\u20138 weeks<\/strong>. The timeline depends primarily on data collection for model training and the complexity of output integrations.<\/p>\n              <p><strong>We can build proof-of-concept pilots in days<\/strong> using images and data from your sensors.<\/p>\n            <\/div>\n          <\/div>\n        <\/div>\n\n        <div class=\"faq-item\">\n          <button class=\"faq-question\">\n            <div class=\"faq-q-inner\">\n              <span class=\"faq-q-num\">07<\/span>\n              <span class=\"faq-q-text\">Can MarshallAI integrate with our existing systems?<\/span>\n            <\/div>\n            <div class=\"faq-icon\">\n              <svg width=\"12\" height=\"12\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\">\n                <line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"><\/line><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"><\/line>\n              <\/svg>\n            <\/div>\n          <\/button>\n          <div class=\"faq-answer\">\n            <div class=\"faq-answer-inner\">\n              <p>Yes. Our AFSA platform outputs to all major industrial protocols natively. If your system accepts <span class=\"faq-tag\">OPC UA<\/span>, <span class=\"faq-tag\">REST<\/span>, <span class=\"faq-tag\">MQTT<\/span>, <span class=\"faq-tag\">ModbusTCP<\/span>, <span class=\"faq-tag\">InfluxDB<\/span> or basic <span class=\"faq-tag\">TCP\/UDP<\/span>, integration is straightforward. MOXA relay and other digital outputs are also supported for direct hardware actuation.<\/p>\n            <\/div>\n          <\/div>\n        <\/div>\n\n      <\/div><!-- group: deployment -->\n\n      <!-- \u2550\u2550 GROUP: HARDWARE \u2550\u2550 -->\n      <div class=\"faq-group\" data-group=\"hardware\">\n        <div class=\"faq-group-label\">\n          <span class=\"faq-group-label-dot\" style=\"background:#ff8c35;\"><\/span>\n          Hardware\n        <\/div>\n\n        <div class=\"faq-item\">\n          <button class=\"faq-question\">\n            <div class=\"faq-q-inner\">\n              <span class=\"faq-q-num\">08<\/span>\n              <span class=\"faq-q-text\">What are the hardware requirements?<\/span>\n            <\/div>\n            <div class=\"faq-icon\">\n              <svg width=\"12\" height=\"12\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\">\n                <line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"><\/line><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"><\/line>\n              <\/svg>\n            <\/div>\n          <\/button>\n          <div class=\"faq-answer\">\n            <div class=\"faq-answer-inner\">\n              <p>Our solutions are hardware and OS agnostic. We can use <strong>ARM and x86 architectures<\/strong> and have deployed on laptops, mini-pcs, standard rack servers and our own <a href=\"\/reid-edge-device\/\">REID-4 Edge Device<\/a>.<\/p>\n            <\/div>\n          <\/div>\n        <\/div>\n\n        <div class=\"faq-item\">\n          <button class=\"faq-question\">\n            <div class=\"faq-q-inner\">\n              <span class=\"faq-q-num\">09<\/span>\n              <span class=\"faq-q-text\">What cameras and sensors do you use?<\/span>\n            <\/div>\n            <div class=\"faq-icon\">\n              <svg width=\"12\" height=\"12\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\">\n                <line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"><\/line><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"><\/line>\n              <\/svg>\n            <\/div>\n          <\/button>\n          <div class=\"faq-answer\">\n            <div class=\"faq-answer-inner\">\n              <p>We support virtually any <strong>industrial camera (GigE, USB3, RTSP)<\/strong> or sensor. If your existing infrastructure meets the necessary specifications for your use case, we can re-use your current hardware to reduce deployment costs and installation time.<\/p>\n            <\/div>\n          <\/div>\n        <\/div>\n\n        <div class=\"faq-item\">\n          <button class=\"faq-question\">\n            <div class=\"faq-q-inner\">\n              <span class=\"faq-q-num\">10<\/span>\n              <span class=\"faq-q-text\">What is REID-4 and do I need it?<\/span>\n            <\/div>\n            <div class=\"faq-icon\">\n              <svg width=\"12\" height=\"12\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\">\n                <line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"><\/line><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"><\/line>\n              <\/svg>\n            <\/div>\n          <\/button>\n          <div class=\"faq-answer\">\n            <div class=\"faq-answer-inner\">\n              <p>REID-4 is our purpose-built edge device, a ruggedised compute unit designed to run our AFSA-platform in demanding environments. It handles 5\u201315 simultaneous data streams, operates from \u201340\u00b0C to +50\u00b0C, is rated IP68, and connects via a single CAT6 cable for both power and data.<\/p>\n              <p>You do not need REID-4 to use AFSA. The platform also runs on <strong>standard server hardware or cloud infrastructure<\/strong>. REID-4 is the right choice when you need on-premise processing, disconnected operation, or MIL-STD-810H environmental resilience.<\/p>\n            <\/div>\n          <\/div>\n        <\/div>\n\n      <\/div><!-- group: hardware -->\n\n      <!-- \u2550\u2550 GROUP: SECURITY \u2550\u2550 -->\n      <div class=\"faq-group\" data-group=\"security\">\n        <div class=\"faq-group-label\">\n          <span class=\"faq-group-label-dot\" style=\"background:#00ff9d;\"><\/span>\n          Security\n        <\/div>\n\n        <div class=\"faq-item\">\n          <button class=\"faq-question\">\n            <div class=\"faq-q-inner\">\n              <span class=\"faq-q-num\">11<\/span>\n              <span class=\"faq-q-text\">Does data leave our facility?<\/span>\n            <\/div>\n            <div class=\"faq-icon\">\n              <svg width=\"12\" height=\"12\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\">\n                <line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"><\/line><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"><\/line>\n              <\/svg>\n            <\/div>\n          <\/button>\n          <div class=\"faq-answer\">\n            <div class=\"faq-answer-inner\">\n              <p><strong>No.<\/strong> Our AFSA-platform is designed for fully on-premise, air-gapped deployment. Sensor data, model weights and inference outputs never leave your network unless you explicitly configure an external output destination. There is no mandatory cloud connectivity, telemetry or licensing call-home.<\/p>\n            <\/div>\n          <\/div>\n        <\/div>\n\n        <div class=\"faq-item\">\n          <button class=\"faq-question\">\n            <div class=\"faq-q-inner\">\n              <span class=\"faq-q-num\">12<\/span>\n              <span class=\"faq-q-text\">What compliance standards does the platform meet?<\/span>\n            <\/div>\n            <div class=\"faq-icon\">\n              <svg width=\"12\" height=\"12\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\">\n                <line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"><\/line><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"><\/line>\n              <\/svg>\n            <\/div>\n          <\/button>\n          <div class=\"faq-answer\">\n            <div class=\"faq-answer-inner\">\n              <p>The platform software is deployable in classified environments and we work with customers on compliance documentation for defence and critical infrastructure procurement.<\/p>\n              <p>The REID-4 hardware is designed and tested to <span class=\"faq-tag\">MIL-STD-810H<\/span> and <span class=\"faq-tag\">AECTP 100-500<\/span> environmental standards.<\/p>\n              <p>For specific certification requirements, <a href=\"\/contact\/\">contact our team directly<\/a>.<\/p>\n            <\/div>\n          <\/div>\n        <\/div>\n\n      <\/div><!-- group: security -->\n\n    <\/div><!-- .faq-list -->\n\n  <\/div><!-- .faq-section -->\n<\/section>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Payback typically in under 12 months* Integrates with ERP and automation systems Fast deployment, with no downtime Proven in the defence industry *Results vary based on industry and current quality measures. Why MarshallAI Increase margins and quality with automated inspection Real-time automated inspection From anomaly detection, object measurement to material grading. Full list of capabilities. &#8230; <a title=\"AI Computer Vision &#038; Sensor Intelligence\" class=\"read-more\" href=\"https:\/\/marshallai.com\/fi\/\" aria-label=\"Lue lis\u00e4\u00e4 aiheesta AI Computer Vision &#038; Sensor Intelligence\">Lue lis\u00e4\u00e4<\/a><\/p>","protected":false},"author":1,"featured_media":2272,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"content-type":"","page_theme":"","footnotes":""},"class_list":["post-25","page","type-page","status-publish","has-post-thumbnail"],"_links":{"self":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/25","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=25"}],"version-history":[{"count":14,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/25\/revisions"}],"predecessor-version":[{"id":3912,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/pages\/25\/revisions\/3912"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media\/2272"}],"wp:attachment":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media?parent=25"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}