{"id":3418,"date":"2026-08-31T10:36:29","date_gmt":"2026-08-31T07:36:29","guid":{"rendered":"https:\/\/marshallai.com\/?post_type=solution&#038;p=3418"},"modified":"2026-09-04T16:23:45","modified_gmt":"2026-09-04T13:23:45","slug":"rogue-can-detection","status":"publish","type":"solution","link":"https:\/\/marshallai.com\/fi\/solution\/rogue-can-detection\/","title":{"rendered":"Rogue\/Foreign Can detection"},"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> \/ Rogue\/Foreign Can detection<\/p>\n\n\n\n<h1 class=\"gb-text mai-reveal mai-headline\"><strong><strong>Stop the One Wrong Can Before It Ships<\/strong><\/strong><\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">Verify the identity of every can on your filling line, not just its label. MarshallAI catches mismatched products and mixed labels from the very first can of a new SKU, with no re-programming and no learning period.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Also detects fallen and damaged cans. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Can be combined with our industry leading <a href=\"https:\/\/marshallai.com\/fi\/solution\/industrial-optical-character-recognition-ocr\/\" data-type=\"solution\" data-id=\"3086\">OCR solution<\/a> for best before date inspection and our <a href=\"https:\/\/marshallai.com\/fi\/solution\/label-inspection\/\" data-type=\"solution\" data-id=\"3416\">Label inspection solution<\/a> for label presence and condition inspection.<\/p>\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\">Minimize recalls and complaints<\/p>\n<\/div>\n\n\n\n<div class=\"mai-card-hero\">\n<p class=\"gb-text gb-text-efa7b782\">Ensure compliance in every market<\/p>\n<\/div>\n\n\n\n<div class=\"mai-card-hero\">\n<p class=\"gb-text gb-text-9d2a90a2\">Avoid Hold-For-Inspect(HFI)<\/p>\n<\/div>\n<\/div>\n<\/div>\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;6a9ae1c46b51f&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6a9ae1c46b51f\" class=\"wp-block-image size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"960\" 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\/08\/MarshallAI_beverage_cans1-rogue.webp\" alt=\"\" class=\"wp-image-3920\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MarshallAI_beverage_cans1-rogue.webp 1280w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MarshallAI_beverage_cans1-rogue-500x375.webp 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MarshallAI_beverage_cans1-rogue-768x576.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MarshallAI_beverage_cans1-rogue-16x12.webp 16w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><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\/Hartwall-logo-svg.svg\" alt=\"\" title=\"Hartwall logo svg\"\/>\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>Zero Changeover Downtime:<\/strong> Recognizes each SKU automatically as it starts running. No operator &#8220;train&#8221; step, no re-teaching the system between batches. Perfect for even small batches.<\/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>Protected From Can One:<\/strong> Flags a mismatched can the moment it appears. No ramp-up period or sample run needed to learn what&#8217;s &#8220;normal&#8221; before protection kicks in.<\/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>99.99995% Detection Accuracy:<\/strong> Holds this accuracy at full line speed, on every SKU, without hand-tuning sensitivity per run.<\/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>2500+ Cans a Minute:<\/strong> Every single can inspected. Performance can be scaled with processing hardware.<\/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>Fallen<\/strong>,<strong> misaligned and damaged can detection:<\/strong> Every single can inspected.<\/span><\/p>\n<\/div>\n\n\n\n<div class=\"mai-reveal\">\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6a9ae1c46ba72&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6a9ae1c46ba72\" class=\"wp-block-image size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1023\" height=\"902\" 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\/08\/MarshallAI_rigged-setup_example-2_crop.webp\" alt=\"\" class=\"wp-image-3714\" 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\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\tdata-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.thisImage.buttonRight\"\n\t\t\tdata-wp-style--top=\"state.thisImage.buttonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"mai-section mai-bg-alt-1\">\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\">Why Rogue Cans Slip Past Legacy Vision Systems<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A rogue can happens when an empty can meant for one product ends up on the wrong filling line \u2014 a domestic-market can filled with an export formulation, or a leftover can from the previous batch mixed into a new run. Because many SKUs in a portfolio share near-identical can geometry and print design, the two cans can look almost identical to a camera scanning for print pattern alone.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Traditional label verifiers are not built to tell apart two versions of the <em>same<\/em> label with only a subtle formulation difference. <\/li>\n\n\n\n<li>Traditional systems can be hard to tune, tightening thresholds to catch subtle differences means risking more false rejects.<\/li>\n<\/ul>\n<\/div>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6a9ae1c46bd86&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6a9ae1c46bd86\" class=\"wp-block-image size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"960\" 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\/08\/MarshallAI_beverage_cans2-rogue.webp\" alt=\"\" class=\"wp-image-3921\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MarshallAI_beverage_cans2-rogue.webp 1280w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MarshallAI_beverage_cans2-rogue-500x375.webp 500w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MarshallAI_beverage_cans2-rogue-768x576.webp 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/08\/MarshallAI_beverage_cans2-rogue-16x12.webp 16w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><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\">Rogue Can Detection: MarshallAI vs. Legacy Label Verifiers<\/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>Legacy Label \/ Deco Verifiers<\/th><th>MarshallAI<\/th><\/tr><\/thead><tbody><tr><td><strong><strong><strong><strong><strong>Detection basis<\/strong><\/strong><\/strong><\/strong><\/strong><\/td><td>Compares printed pattern\/color against a reference; flags deviation past a set threshold.<\/td><td><strong>Verifies each can&#8217;s full product identity against the SKU that should be running<\/strong><\/td><\/tr><tr><td><strong><strong><strong><strong><strong>Near-identical SKU variants<\/strong> (e.g. domestic vs. export)<\/strong><\/strong><\/strong><\/strong><\/td><td>Prone to miss \u2014 differences can fall inside the pattern-matching tolerance.<\/td><td><strong>Built to catch \u2014 trained on every SKU&#8217;s distinct signature, not just gross print differences<\/strong>.<\/td><\/tr><tr><td><strong><strong><strong>New batch \/ SKU changeover<\/strong><\/strong><\/strong><\/td><td>Operator triggers a &#8220;learn&#8221; step for the new label; protection relies on the previous batch&#8217;s memorized pattern until it&#8217;s retrained.<\/td><td><strong>Recognizes the new SKU automatically \u2014 protected from the first can, no learning step<\/strong>.<\/td><\/tr><tr><td><strong>Detection reliability<\/strong><\/td><td>Depends on sample size and a sensitivity setting, trading off missed defects against false rejects.<\/td><td><strong>99.99995% accuracy<\/strong>, consistent across SKUs and runs.<\/td><\/tr><tr><td><strong>Scope<\/strong><\/td><td>Single-purpose module for label\/deco inspection.<\/td><td><strong>One station covers rogue can, fallen can, and damaged cans.<\/strong><\/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-2282 case-study type-case-study status-publish has-post-thumbnail hentry category-beverage-industry category-quality-assurance tag-beverage-industry tag-case-study tag-defect-detection tag-drinks-industry tag-edge-computing tag-label-verification tag-quality-assurance tag-rogue-can\">\n<article class=\"mai-card-article gb-element-ff0abb7c\">\n<a href=\"https:\/\/marshallai.com\/fi\/case-study\/eliminating-rogue-cans-high-speed-edge-ai-qa-in-beverage-manufacturing\/\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"573\" alt=\"\" data-media-id=\"68\" class=\"gb-media-264cf724\" src=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_sheriff-cans-768x573.jpg\" srcset=\"https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_sheriff-cans-768x573.jpg 768w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_sheriff-cans-300x224.jpg 300w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_sheriff-cans-1024x765.jpg 1024w, https:\/\/marshallai.com\/wp-content\/uploads\/2026\/02\/2026-02_MarshallAI_illustration_sheriff-cans.jpg 1200w\" 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\/eliminating-rogue-cans-high-speed-edge-ai-qa-in-beverage-manufacturing\/\">Eliminating Rogue Cans: High-Speed QA in Beverage Manufacturing<\/a><\/span>\n\n\n\n<div>\n<p class=\"gb-text mai-card-article-text\">A global beverage manufacturer spent 15 years trying to reliably intercept &#8220;rogue cans&#8221; on their high-speed filling lines. Discover how MarshallAI deployed a minimal latency edge vision system to inspect 2,500 cans per minute, preventing mismatched products and costly mechanical jams with near-perfect precision.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-62fba4e0\">\n<p class=\"gb-text mai-article-card-tag\"><span>Beverage industry<\/span> <span>Quality assurance<\/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><strong>Does MarshallAI need to &#8220;learn&#8221; each new SKU before it can protect the line?<\/strong><\/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\">No. Every SKU in your portfolio is modeled in advance, so the system recognizes what&#8217;s running the moment a changeover happens. There&#8217;s no operator-triggered training step and no window where the line is protected only by a memorized previous batch.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item gbp-card--border gb-accordion__item-ed6d81e3\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle gb-accordion__toggle-31d588f0\" id=\"gb-accordion-toggle-31d588f0\">\n<h3 class=\"gb-text gbp-card__title gb-text-6144ab51\"><strong><strong>What happens when a rogue\/foreign can is detected?<\/strong><\/strong><\/h3>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-27fc4f20\"><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-48a9528c\">\n<div class=\"gb-element-e63f42d0\">\n<p class=\"gb-text\">We can issue an alert, halt the line or integrate with a rejection mechanism. Timelined statistics are also provided for total products and faulty products for OEE optimisation and root cause analysis.<\/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><strong>Can it tell apart two versions of the same can \u2014 like a domestic and export variant?<\/strong><\/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. This is the core case MarshallAI was built for. Because the model verifies a can&#8217;s full identity rather than comparing print patterns against a similarity threshold, it catches differences that fall below what pattern-matching systems are tuned to flag.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item gbp-card--border gb-accordion__item-9ad4315a\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle gb-accordion__toggle-2c1f4ff3\" id=\"gb-accordion-toggle-2c1f4ff3\">\n<h3 class=\"gb-text gbp-card__title gb-text-90a1207e\"><strong><strong>Does inspection data leave our facility?<\/strong><\/strong><\/h3>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-2318e749\"><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-ef942f15\">\n<div class=\"gb-element-0f6bac9a\">\n<p class=\"gb-text\">No. Processing runs entirely on-site via our Universal Edge Stack. Can images and production data stay on your network.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-accordion__item gbp-card--border gb-accordion__item-66a1818c\">\n<div role=\"button\" tabindex=\"0\" class=\"gb-accordion__toggle gb-accordion__toggle-7f231504\" id=\"gb-accordion-toggle-7f231504\">\n<h3 class=\"gb-text gbp-card__title gb-text-a5b834fb\"><strong><strong>Will this slow down our line or require a new SKU program for every product?<\/strong><\/strong><\/h3>\n\n\n\n<span class=\"gb-accordion__toggle-icon gb-accordion__toggle-icon-47f045b7\"><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-cfbd539e\">\n<div class=\"gb-element-97dba764\">\n<p class=\"gb-text\">No. MarshallAI runs at full line speed \u2014 2,500+ cans a minute \u2014 and handles SKU changeovers automatically, with no reconfiguration required.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>AI-powered rogue\/foreign can and mixed-label detection for beverage lines. Verify every can&#8217;s identity from the first can, at 2500+ cans\/minute, with zero reconfiguration between SKUs.<\/p>","protected":false},"featured_media":3920,"template":"","meta":{"content-type":"","footnotes":""},"categories":[58],"tags":[],"class_list":["post-3418","solution","type-solution","status-publish","has-post-thumbnail","hentry","category-beverage-industry"],"_links":{"self":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution\/3418","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":14,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution\/3418\/revisions"}],"predecessor-version":[{"id":3924,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/solution\/3418\/revisions\/3924"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media\/3920"}],"wp:attachment":[{"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/media?parent=3418"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/categories?post=3418"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/marshallai.com\/fi\/wp-json\/wp\/v2\/tags?post=3418"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}