{"id":471644,"date":"2026-07-07T16:30:48","date_gmt":"2026-07-07T06:30:48","guid":{"rendered":"https:\/\/www.railfreight.com\/?p=72313"},"modified":"2026-07-07T16:30:48","modified_gmt":"2026-07-07T06:30:48","slug":"flycatcher-redefines-loading-unit-inspection-by-teaching-ai-what-normal-looks-like","status":"publish","type":"post","link":"https:\/\/www.vibewire.com.au\/?p=471644","title":{"rendered":"Flycatcher redefines loading unit inspection by teaching AI what normal looks like"},"content":{"rendered":"<p><strong>Detecting issues with loading units, from semi-trailers to containers, is still a time-consuming practice and the allocation of responsibilities is often blurry. Swiss deep-tech software company Flycatcher is now trying to tackle this problem in a different way, as the company\u2019s founder Dario Mantegazza explained to RailFreight.com.<\/strong><br \/>\n<span id=\"more-72313\"><\/span>Rather than trying to identify all the possible anomalies, the integrity inspection software works on studying normal asset conditions, making it easier to catch when something is wrong. \u201cUsually it is necessary to define all the issues that the technology should identify, but it is a costly process and not always implementable\u201d, Mantegazza pointed out. \u201cBy providing the system with examples of normal visual conditions\u201d, he said, \u201cwe can assess the integrity of a loading unit and determine whether it is fit to be transported.\u201d<\/p>\n<p>For now, <a href=\"https:\/\/flycatcher.ai\/\"  rel=\"noopener\">Flycatcher<\/a> is focussing on automated visual analysis for loading units in terminals, which is where loading units are moved from one transport mode to another, for example from road to rail and vice versa. Cameras are installed at the entrance gates of these facilities and with a quick visual inspection it is possible to assess whether or not a unit is in the right conditions to be moved further. \u201cThis is especially important for <a href=\"https:\/\/www.railfreight.com\/intermodal\/2026\/02\/09\/future-loading-units-in-european-combined-transport-what-is-the-role-of-the-semi-trailer\/\"  rel=\"noopener\">semi-trailers<\/a>, where visual anomalies can pose bigger challenges during transport\u201d, Mantegazza highlighted.<\/p>\n<figure style=\"max-width: 50%; margin: 10px 0 10px 20px; float: right; border-radius: 6px; overflow: hidden; box-shadow: 0 2px 8px rgba(0, 0, 0, 0.1);\"><img fetchpriority=\"high\" decoding=\"async\" class=\"fluid alignright\" style=\"width: 100%; height: auto; display: block;\" src=\"https:\/\/www.railfreight.com\/wp-content\/uploads\/2026\/07\/IMG_8659-scaled.jpeg\" alt=\"Dario Mantegazza. Image: \u00a9 Flycatcher\" width=\"956\" height=\"1280\" \/><figcaption style=\"padding: 10px 15px; font-size: 14px; background: #f8f8f8; text-align: left; color: #555;\">Dario Mantegazza. Image: \u00a9 Flycatcher<\/figcaption><\/figure>\n<h2>Terminals are often under pressure<\/h2>\n<p>\u201cTerminals are often under pressure in these situations\u201d, Mantegazza added. If a railway undertaking deems a loading unit unfit to be placed on their wagons, it usually leads to delays and bottlenecks.<\/p>\n<p>By checking loading units right before they enter the terminals, Flycatcher\u2019s technology removes this problem. The cameras at the gate provide visual data to FlyCatcher software, which can quickly assess what the \u2018standard\u2019 integrity of a loading unit is.<\/p>\n<p>\u201cIn just a few minutes, we can define the normality of an asset\u201d, Mantegazza said. This, he added, is a much smoother process than trying to identify all possible problems that a unit might have. Once this normality is understood, finding out what is wrong can be achieved in less than a second.<\/p>\n<p>Moreover, many ports and terminals still carry out inspections manually, meaning that an operator has to walk around the loading unit and make sure that everything is in the right place.<\/p>\n<p>This procedure can take up to 5 minutes per unit. Thus, checking a whole train requires quite some time. With this method, however, the process becomes faster, as the cameras can quickly \u2018decide\u2019 whether further inspections are needed. Plus, the software can pinpoint what the exact issue is, making the manual inspection even faster since the operator would know where to look.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Detecting issues with loading units, from semi-trailers to containers, is still a time-consuming practice and the allocation of responsibilities is often blurry. Swiss deep-tech software\u2026<\/p>\n","protected":false},"author":9,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"footnotes":""},"categories":[213,20609,11313,20610,471,78,47,48],"tags":[12634],"class_list":["post-471644","post","type-post","status-publish","format-standard","hentry","category-ai","category-flycatcher","category-in-depth","category-loading-unit-inspection","category-news","category-rail-freight","category-rail-news","category-technology","tag-railfreight"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO Pro 4.9.9 - aioseo.com -->\n\t<meta name=\"description\" content=\"Detecting issues with loading units, from semi-trailers to containers, is still a time-consuming practice and the allocation of responsibilities is often blurry. 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