{"id":75047,"date":"2026-06-18T15:20:42","date_gmt":"2026-06-18T15:20:42","guid":{"rendered":"https:\/\/www.linxglobal.com\/?post_type=blog&#038;p=75047"},"modified":"2026-06-18T15:20:43","modified_gmt":"2026-06-18T15:20:43","slug":"finally-an-automated-vision-system-designed-for-real-world-production-lines","status":"publish","type":"blog","link":"https:\/\/www.linxglobal.com\/en\/blog\/finally-an-automated-vision-system-designed-for-real-world-production-lines\/","title":{"rendered":"Finally, an automated vision system designed for real-world production lines"},"content":{"rendered":"\n<p class=\"has-small-font-size\">Most\u00a0production managers\u00a0already know the value of automated code inspection. Many have even tried to implement it.\u00a0But the reality is, adoption\u00a0hasn\u2019t\u00a0always met requirements.\u00a0<\/p>\n\n\n\n<p class=\"has-small-font-size\">Too often vision systems:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list has-small-font-size\">\n<li>are complex to set up and difficult to use\u00a0<\/li>\n\n\n\n<li>require\u00a0additional\u202fequipment\u00a0<\/li>\n\n\n\n<li>don\u2019t\u00a0integrate properly with CIJ printers\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\">So,&nbsp;they get turned off&nbsp;and production teams go back to manual inspection.&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"has-small-font-size\">However,&nbsp;the same worries&nbsp;remain:&nbsp;&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list has-small-font-size\">\n<li>products leaving the factory without a code\u202f\u00a0<\/li>\n\n\n\n<li>codes that are poorly printed\u202f\u00a0<\/li>\n\n\n\n<li>codes\u00a0that\u00a0have\u00a0critical information\u00a0missing\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\">This can lead to large fines, increased costs due to rework,&nbsp;and&nbsp;damage to&nbsp;the brand and reputation.&nbsp;<\/p>\n\n\n\n<p class=\"has-small-font-size\">Manual inspection&nbsp;can\u2019t&nbsp;reliably&nbsp;eliminate&nbsp;these risks. But until now, many&nbsp;automated&nbsp;vision systems&nbsp;haven\u2019t&nbsp;lived up to&nbsp;expectations.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Why traditional vision systems fall short<\/strong>&nbsp;<\/h2>\n\n\n\n<p class=\"has-small-font-size\">Most systems&nbsp;operate&nbsp;independently of the printer, relying on:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list has-small-font-size\">\n<li>Image matching\u00a0<\/li>\n\n\n\n<li>Generic OCR\/OCV models\u00a0<\/li>\n\n\n\n<li>External configuration and management\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\">That creates a disconnect.&nbsp;<\/p>\n\n\n\n<p class=\"has-small-font-size\">The system&nbsp;doesn\u2019t&nbsp;truly \u201cknow\u201d what the printer was supposed to produce&nbsp;\u2013&nbsp;it just compares what it sees to a reference image or pattern. This can lead to:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list has-small-font-size\">\n<li>False fails (perfectly acceptable codes rejected)\u00a0<\/li>\n\n\n\n<li>Missed errors\u00a0<\/li>\n\n\n\n<li>Time-consuming setup and retraining\u00a0<\/li>\n\n\n\n<li>Operator frustration\u00a0<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The&nbsp;Linx Iris<\/strong><strong><sup>\u00ae<\/sup><\/strong><strong>&nbsp;vision system offers a&nbsp;new, better&nbsp;approach<\/strong>&nbsp;<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" height=\"1024\" width=\"1024\" src=\"https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/05\/LX4820.png?w=1024\" alt=\"\" class=\"wp-image-69873\" style=\"aspect-ratio:1.3333333333333333;object-fit:cover;width:503px;height:auto\" srcset=\"https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/05\/LX4820.png 4000w, https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/05\/LX4820.png?resize=150,150 150w, https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/05\/LX4820.png?resize=300,300 300w, https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/05\/LX4820.png?resize=768,768 768w, https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/05\/LX4820.png?resize=1024,1024 1024w, https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/05\/LX4820.png?resize=1536,1536 1536w, https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/05\/LX4820.png?resize=2048,2048 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-small-font-size\">Linx Iris&nbsp;is&nbsp;a&nbsp;fully integrated&nbsp;vision system that works flawlessly&nbsp;with the Linx 9000 Series CIJ printers.&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"has-small-font-size\">There&nbsp;are&nbsp;no&nbsp;additional&nbsp;equipment, laptops,\u202fscreens\u202for power supplies, no complex&nbsp;installation&nbsp;and no&nbsp;disconnected systems to manage.&nbsp;<\/p>\n\n\n\n<p class=\"has-small-font-size\">The camera connects directly to the printer and mounts quickly onto the printhead,&nbsp;making setup&nbsp;really straight&nbsp;forward.&nbsp;&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Simple to set up. Simple to&nbsp;use<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"has-small-font-size\">With guided workflows, training&nbsp;the Linx Iris vision system is&nbsp;easy:&nbsp;<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li class=\"has-small-font-size\">Place a coded product under the camera<\/li>\n\n\n\n<li class=\"has-small-font-size\">The system\u00a0automatically optimises\u00a0focus and exposure\u00a0<\/li>\n\n\n\n<li class=\"has-small-font-size\">The Linx Iris confirms\u00a0the image and training\u00a0can start\u00a0<\/li>\n\n\n\n<li class=\"has-small-font-size\">Once\u00a0training is\u00a0complete,\u00a0settings ae stored\u00a0with the message,\u00a0so\u00a0there\u2019s\u00a0no need to retrain\u00a0unless the\u00a0production line has changed significantly\u00a0or the printer has been moved\u00a0<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" height=\"1024\" width=\"1024\" src=\"https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/06\/LX4825.png?w=1024\" alt=\"\" class=\"wp-image-75049\" style=\"aspect-ratio:1.3333333333333333;object-fit:cover;width:500px;height:auto\" srcset=\"https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/06\/LX4825.png 4000w, https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/06\/LX4825.png?resize=150,150 150w, https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/06\/LX4825.png?resize=300,300 300w, https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/06\/LX4825.png?resize=768,768 768w, https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/06\/LX4825.png?resize=1024,1024 1024w, https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/06\/LX4825.png?resize=1536,1536 1536w, https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/06\/LX4825.png?resize=2048,2048 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\"><\/ol>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\"><\/ol>\n\n\n\n<ol start=\"4\" class=\"wp-block-list\"><\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>A vision system&nbsp;that understands what was printed<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"has-small-font-size\">Where&nbsp;the Linx&nbsp;Iris really differs is in how it verifies codes.&nbsp;<\/p>\n\n\n\n<p class=\"has-small-font-size\">Instead of relying on image matching alone, it works directly with the printer:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list has-small-font-size\">\n<li>The Linx Iris\u00a0receives message data, including format and field types\u00a0directly from the printer\u00a0<\/li>\n\n\n\n<li>It checks the printed output against\u00a0what\u2019s\u00a0been\u00a0entered\u00a0into the printer\u00a0<\/li>\n\n\n\n<li>So,\u00a0it knows exactly what should have been printed\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\">This allows it to detect:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list has-small-font-size\">\n<li>Missing codes\u00a0<\/li>\n\n\n\n<li>Incorrect or invalid data\u00a0<\/li>\n\n\n\n<li>Misplaced or incomplete prints\u00a0<\/li>\n\n\n\n<li>Readability issues\u00a0<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"683\" height=\"215\" src=\"https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/06\/Screenshot-2026-06-18-161558.png\" alt=\"\" class=\"wp-image-75060\" style=\"width:743px;height:auto\" srcset=\"https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/06\/Screenshot-2026-06-18-161558.png 683w, https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/06\/Screenshot-2026-06-18-161558.png?resize=300,94 300w\" sizes=\"auto, (max-width: 683px) 100vw, 683px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Practical quality control for real production lines<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"has-small-font-size\">Another key issue with conventional vision systems is&nbsp;that&nbsp;they\u2019re&nbsp;often trained for perfection&nbsp;and&nbsp;anything less becomes a&nbsp;fail.&nbsp;<\/p>\n\n\n\n<p class=\"has-small-font-size\">But in real production environments, \u201cperfect\u201d&nbsp;isn\u2019t&nbsp;always necessary.&nbsp;What matters is whether the code is&nbsp;human-readable.&nbsp;<\/p>\n\n\n\n<p class=\"has-small-font-size\">That\u2019s&nbsp;why&nbsp;the Linx&nbsp;Iris introduces&nbsp;pass criteria and quality levels.&nbsp;<\/p>\n\n\n\n<p class=\"has-small-font-size\">You can define:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list has-small-font-size\">\n<li>What counts as acceptable\u00a0<\/li>\n\n\n\n<li>How strict the inspection should be\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\">This ensures:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list has-small-font-size\">\n<li>Printed\u00a0products\u00a0aren\u2019t\u00a0unnecessarily rejected\u00a0<\/li>\n\n\n\n<li>Production flow\u00a0isn\u2019t\u00a0disrupted\u00a0<\/li>\n\n\n\n<li>Quality standards\u00a0remain\u00a0under your control\u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Immediate action when it matters most<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"has-small-font-size\">With the Linx Iris:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list has-small-font-size\">\n<li>Every code is checked in real time\u00a0<\/li>\n\n\n\n<li>Fail counts can be defined\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\">The Linx\u202fIris will stop print automatically once&nbsp;the&nbsp;fail\u202fcount\u202fpreviously set&nbsp;has been reached.&nbsp;So, if&nbsp;the\u202ffail\u202fcount&nbsp;is&nbsp;set to 1, the print will stop on the first fail.&nbsp;<\/p>\n\n\n\n<p class=\"has-small-font-size\">This means:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list has-small-font-size\">\n<li>No run of incorrectly coded products\u00a0<\/li>\n\n\n\n<li>No unnoticed failures building up\u00a0<\/li>\n\n\n\n<li>No unnecessary rework downstream\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\">And for&nbsp;additional&nbsp;control, alarms or line stops can be triggered to ensure issues are addressed&nbsp;immediately.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" height=\"1024\" width=\"1024\" src=\"https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/05\/LX4811.png?w=1024\" alt=\"\" class=\"wp-image-69818\" style=\"aspect-ratio:1.3333333333333333;object-fit:cover;width:584px;height:auto\" srcset=\"https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/05\/LX4811.png 4000w, https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/05\/LX4811.png?resize=150,150 150w, https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/05\/LX4811.png?resize=300,300 300w, https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/05\/LX4811.png?resize=768,768 768w, https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/05\/LX4811.png?resize=1024,1024 1024w, https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/05\/LX4811.png?resize=1536,1536 1536w, https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/05\/LX4811.png?resize=2048,2048 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Making printing one less thing to worry about<\/strong>&nbsp;<\/h2>\n\n\n\n<p class=\"has-small-font-size\">With every code automatically checked&nbsp;&#8211;&nbsp;accurately, consistently, and in real time&nbsp;-production teams no longer need to&nbsp;manually inspect the codes.&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"has-small-font-size\">They can:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-medium-font-size\">Reduce waste and rework\u00a0<\/li>\n\n\n\n<li class=\"has-medium-font-size\">Avoid significant fines\u00a0<\/li>\n\n\n\n<li class=\"has-medium-font-size\">Maintain customer trust\u00a0<\/li>\n\n\n\n<li class=\"has-medium-font-size\">Keep production moving\u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>When the&nbsp;vision inspection works the&nbsp;way&nbsp;it should,&nbsp;printing becomes one less thing to worry about.<\/strong>&nbsp;<\/h3>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Most\u00a0production managers\u00a0already know the value of automated code inspection. Many have even tried to implement it.\u00a0But the reality is, adoption\u00a0hasn\u2019t\u00a0always met requirements.\u00a0 Too often vision systems:&nbsp; So,&nbsp;they get turned off&nbsp;and production teams go back to manual inspection.&nbsp;&nbsp; However,&nbsp;the same worries&nbsp;remain:&nbsp;&nbsp; This can lead to large fines, increased costs due to rework,&nbsp;and&nbsp;damage to&nbsp;the brand and reputation.&nbsp; Manual inspection&nbsp;can\u2019t&nbsp;reliably&nbsp;eliminate&nbsp;these risks. But until now,<a class=\"moretag\" href=\"https:\/\/www.linxglobal.com\/en\/blog\/finally-an-automated-vision-system-designed-for-real-world-production-lines\/\"> Read More<\/a><\/p>\n","protected":false},"author":39,"featured_media":0,"menu_order":0,"template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-75047","blog","type-blog","status-publish","hentry"],"acf":{"exclude_from_html_sitemap":false},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.1 (Yoast SEO v22.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Linx Printing Technologies UK - Blog<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.linxglobal.com\/en\/blog\/finally-an-automated-vision-system-designed-for-real-world-production-lines\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Linx Printing Technologies UK - Blog\" \/>\n<meta property=\"og:description\" content=\"Most\u00a0production managers\u00a0already know the value of automated code inspection. Many have even tried to implement it.\u00a0But the reality is, adoption\u00a0hasn\u2019t\u00a0always met requirements.\u00a0 Too often vision systems:&nbsp; So,&nbsp;they get turned off&nbsp;and production teams go back to manual inspection.&nbsp;&nbsp; However,&nbsp;the same worries&nbsp;remain:&nbsp;&nbsp; This can lead to large fines, increased costs due to rework,&nbsp;and&nbsp;damage to&nbsp;the brand and reputation.&nbsp; Manual inspection&nbsp;can\u2019t&nbsp;reliably&nbsp;eliminate&nbsp;these risks. 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Blog","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.linxglobal.com\/en\/blog\/finally-an-automated-vision-system-designed-for-real-world-production-lines\/","og_locale":"en_US","og_type":"article","og_title":"Linx Printing Technologies UK - Blog","og_description":"Most\u00a0production managers\u00a0already know the value of automated code inspection. Many have even tried to implement it.\u00a0But the reality is, adoption\u00a0hasn\u2019t\u00a0always met requirements.\u00a0 Too often vision systems:&nbsp; So,&nbsp;they get turned off&nbsp;and production teams go back to manual inspection.&nbsp;&nbsp; However,&nbsp;the same worries&nbsp;remain:&nbsp;&nbsp; This can lead to large fines, increased costs due to rework,&nbsp;and&nbsp;damage to&nbsp;the brand and reputation.&nbsp; Manual inspection&nbsp;can\u2019t&nbsp;reliably&nbsp;eliminate&nbsp;these risks. But until now, Read More","og_url":"https:\/\/www.linxglobal.com\/en\/blog\/finally-an-automated-vision-system-designed-for-real-world-production-lines\/","og_site_name":"Linx Printing Technologies","article_publisher":"https:\/\/www.facebook.com\/people\/Linx-Printing-Technologies-UK\/61587101996275\/","article_modified_time":"2026-06-18T15:20:43+00:00","og_image":[{"url":"https:\/\/www.linxglobal.com\/wp-content\/uploads\/2026\/05\/LX4820.png?w=1024"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":["Article","BlogPosting"],"@id":"https:\/\/www.linxglobal.com\/en\/blog\/finally-an-automated-vision-system-designed-for-real-world-production-lines\/#article","isPartOf":{"@id":"https:\/\/www.linxglobal.com\/en\/blog\/finally-an-automated-vision-system-designed-for-real-world-production-lines\/"},"author":{"name":"Kat Elwell","@id":"https:\/\/www.linxglobal.com\/en\/#\/schema\/person\/286b18a92656810cb34f51cb37dae43d"},"headline":"Finally, an automated vision system designed for real-world production lines","datePublished":"2026-06-18T15:20:42+00:00","dateModified":"2026-06-18T15:20:43+00:00","mainEntityOfPage":{"@id":"https:\/\/www.linxglobal.com\/en\/blog\/finally-an-automated-vision-system-designed-for-real-world-production-lines\/"},"wordCount":789,"publisher":{"@id":"https:\/\/www.linxglobal.com\/en\/#organization"},"inLanguage":"en"},{"@type":["WebPage","CollectionPage"],"@id":"https:\/\/www.linxglobal.com\/en\/blog\/finally-an-automated-vision-system-designed-for-real-world-production-lines\/","url":"https:\/\/www.linxglobal.com\/en\/blog\/finally-an-automated-vision-system-designed-for-real-world-production-lines\/","name":"Linx Printing Technologies UK - 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