{"id":16580,"date":"2026-01-08T14:11:01","date_gmt":"2026-01-08T12:11:01","guid":{"rendered":"https:\/\/www.razor-labs.com\/?p=16580"},"modified":"2026-01-08T15:34:41","modified_gmt":"2026-01-08T13:34:41","slug":"estudio-de-caso-prevencion-de-fallas-en-el-motor-de-la-bomba-de-lodo-mediante-deteccion-temprana-con-datamind-ai-4","status":"publish","type":"post","link":"https:\/\/www.razor-labs.com\/es\/estudio-de-caso-prevencion-de-fallas-en-el-motor-de-la-bomba-de-lodo-mediante-deteccion-temprana-con-datamind-ai-4\/","title":{"rendered":"Estudio de caso: Prevenci\u00f3n de fallas en el motor de la bomba de lodo mediante detecci\u00f3n temprana con DataMind AI&#x2122;"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"16580\" class=\"elementor elementor-16580 elementor-16579\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d45088b elementor-section-height-min-height post-head elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"d45088b\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;parallax_background_enable&quot;:&quot;yes&quot;,&quot;parallax_background_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0.65000000000000002220446049250313080847263336181640625,&quot;sizes&quot;:[]},&quot;parallax_background_direction&quot;:&quot;up&quot;,&quot;jet_parallax_layout_list&quot;:[],&quot;background_image&quot;:{&quot;id&quot;:16585,&quot;url&quot;:&quot;https:\\\/\\\/www.razor-labs.com\\\/wp-content\\\/uploads\\\/793D-1.png&quot;},&quot;background_image_tablet&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;background_image_mobile&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;parallax_background_speed_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;parallax_background_speed_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9ac7901\" data-id=\"9ac7901\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a06731d elementor-widget__width-auto post-date elementor-widget elementor-widget-heading\" data-id=\"a06731d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.razor-labs.com\/es\/category\/blog-es\/\" rel=\"tag\">Blog<\/a>, <a href=\"https:\/\/www.razor-labs.com\/es\/category\/documentos\/case-studies\/\" rel=\"tag\">Case studies<\/a><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-3d020e0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3d020e0\" data-element_type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-705157d\" data-id=\"705157d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-909259b elementor-widget__width-initial post-title elementor-widget elementor-widget-heading\" data-id=\"909259b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h1 class=\"elementor-heading-title elementor-size-xl\">Estudio de caso: Prevenci\u00f3n de fallas en el motor de la bomba de lodo mediante detecci\u00f3n temprana con DataMind AI\u2122<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-d06bfc6 post-date elementor-widget elementor-widget-heading\" data-id=\"d06bfc6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-large\">enero 8, 2026<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ff98730 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ff98730\" data-element_type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-84eee62\" data-id=\"84eee62\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-51e5465 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"51e5465\" data-element_type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-a849a4f\" data-id=\"a849a4f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9a29fec elementor-widget elementor-widget-heading\" data-id=\"9a29fec\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-large\">By Razor Labs<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6828f8b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6828f8b\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6db8e13 elementor-widget elementor-widget-heading\" data-id=\"6db8e13\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-large\">7 min read<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4ee8f49 elementor-section-content-middle SHARE\u200b elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4ee8f49\" data-element_type=\"section\" data-settings=\"{&quot;sticky_enable&quot;:&quot;yes&quot;,&quot;jet_parallax_layout_list&quot;:[],&quot;sticky_unstick_on&quot;:&quot;mobile&quot;,&quot;sticky_follow_scroll&quot;:&quot;yes&quot;,&quot;sticky_offset&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]},&quot;sticky_offset_bottom&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]}}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-e86e2f9\" data-id=\"e86e2f9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7c54d7b share_label elementor-absolute elementor-widget elementor-widget-heading\" data-id=\"7c54d7b\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">COMPARTIR<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-e92b14f\" data-id=\"e92b14f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f503a0c elementor-share-buttons--view-icon elementor-share-buttons--skin-framed elementor-share-buttons--shape-circle elementor-grid-1 elementor-share-buttons--color-official elementor-widget elementor-widget-share-buttons\" data-id=\"f503a0c\" data-element_type=\"widget\" data-widget_type=\"share-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-grid\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_linkedin\" role=\"button\" tabindex=\"0\" aria-label=\"Share on linkedin\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-linkedin\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_facebook\" role=\"button\" tabindex=\"0\" aria-label=\"Share on facebook\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-facebook\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_twitter\" role=\"button\" tabindex=\"0\" aria-label=\"Share on twitter\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-twitter\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_email\" role=\"button\" tabindex=\"0\" aria-label=\"Share on email\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fas fa-envelope\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_print\" role=\"button\" tabindex=\"0\" aria-label=\"Share on print\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fas fa-print\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-89b8852\" data-id=\"89b8852\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7a67b80 elementor-widget elementor-widget-heading\" data-id=\"7a67b80\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">enero 8, 2026<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-bc301a9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bc301a9\" data-element_type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-9d761ab\" data-id=\"9d761ab\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-343c5af elementor-widget elementor-widget-heading\" data-id=\"343c5af\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Overview<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d1877de elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"d1877de\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Razor Labs <a href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai-4\/\">DataMind AI<\/a>\u2122 was monitoring critical rotating equipment at a vanadium mining site, including one of the site\u2019s main slurry pumps. This pump is a critical component in one of the site\u2019s two parallel processing lines. A failure would have forced a shutdown of the entire line, resulting in the loss of 50% of the site\u2019s production capacity.<\/p><p>From the moment of deployment, <a href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai-4\/\">DataMind AI<\/a>\u2122 flagged the pump motor as \u05f4Alarm\u05f4, due to abnormally high and consistent friction indicators. Despite no operational symptoms at that stage, such as temperature increase or pressure drop &#8211; the system identified irregular vibration and friction patterns not typical for this pump.<\/p><p>The site team verified that the lubrication system was functioning correctly, and when no improvement was observed, they reduced the pump load to 60% in an attempt to stabilize its condition and prolong its life. <a href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai-4\/\">DataMind AI<\/a>\u2122, however, continued reporting abnormal friction. These AI-driven insights prompted the team to order spare parts in advance. Toward the end of the month, when the parts arrived, the team conducted a planned shutdown and replaced the motor. Upon removal, a visible crack was discovered in the motor shaft &#8211; validating the early warning and confirming that failure had been imminent.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-492fde0\" data-id=\"492fde0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0011cd3 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"0011cd3\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<noscript><img fetchpriority=\"high\" decoding=\"async\" width=\"606\" height=\"1024\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-10.59.16-606x1024.png\" class=\"attachment-large size-large wp-image-16588\" alt srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-10.59.16-606x1024.png 606w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-10.59.16-177x300.png 177w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-10.59.16-89x150.png 89w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-10.59.16.png 644w\" sizes=\"(max-width: 606px) 100vw, 606px\"><\/noscript><img fetchpriority=\"high\" decoding=\"async\" width=\"606\" height=\"1024\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20606%201024%22%3E%3C%2Fsvg%3E\" class=\"attachment-large size-large wp-image-16588 lazyload\" alt srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20606%201024%22%3E%3C%2Fsvg%3E 606w\" sizes=\"(max-width: 606px) 100vw, 606px\" data-srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-10.59.16-606x1024.png 606w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-10.59.16-177x300.png 177w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-10.59.16-89x150.png 89w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-10.59.16.png 644w\" data-src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-10.59.16-606x1024.png\">\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-9000b02 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"9000b02\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-51ae24f elementor-widget elementor-widget-heading\" data-id=\"51ae24f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">DataMind AI Diagnostic Methology<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc0e0a3 elementor-widget elementor-widget-image\" data-id=\"fc0e0a3\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<noscript><img decoding=\"async\" width=\"800\" height=\"418\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.32.47-1024x535.png\" class=\"attachment-large size-large wp-image-16638\" alt srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.32.47-1024x535.png 1024w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.32.47-300x157.png 300w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.32.47-150x78.png 150w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.32.47-768x401.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.32.47-1536x802.png 1536w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.32.47-2048x1070.png 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\"><\/noscript><img decoding=\"async\" width=\"800\" height=\"418\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20800%20418%22%3E%3C%2Fsvg%3E\" class=\"attachment-large size-large wp-image-16638 lazyload\" alt srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20800%20418%22%3E%3C%2Fsvg%3E 800w\" sizes=\"(max-width: 800px) 100vw, 800px\" data-srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.32.47-1024x535.png 1024w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.32.47-300x157.png 300w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.32.47-150x78.png 150w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.32.47-768x401.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.32.47-1536x802.png 1536w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.32.47-2048x1070.png 2048w\" data-src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.32.47-1024x535.png\">\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2b8ef7c elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"2b8ef7c\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-879532d elementor-widget elementor-widget-heading\" data-id=\"879532d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Detection &amp; Diagnosis<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-856cbd6 elementor-widget elementor-widget-text-editor\" data-id=\"856cbd6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>&nbsp;<\/strong><a href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai-4\/\">DataMind AI<\/a>\u2122&nbsp;monitored and classified the pump motor as high-risk based on:<\/p><ol><li><strong>Persistently h<\/strong><strong style=\"background-color: transparent;\">igh-frequency vibration<\/strong><span style=\"background-color: transparent;\">&nbsp;across all loads, indicative of friction<\/span><\/li><li><strong>Current and speed<\/strong> indicate that the motor was not operating under high load<\/li><\/ol>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d154357 elementor-widget elementor-widget-image\" data-id=\"d154357\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<noscript><img decoding=\"async\" width=\"800\" height=\"373\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-12.59.56-1024x478.png\" class=\"attachment-large size-large wp-image-16619\" alt srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-12.59.56-1024x478.png 1024w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-12.59.56-300x140.png 300w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-12.59.56-150x70.png 150w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-12.59.56-768x358.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-12.59.56-1536x716.png 1536w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-12.59.56.png 1621w\" sizes=\"(max-width: 800px) 100vw, 800px\"><\/noscript><img decoding=\"async\" width=\"800\" height=\"373\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20800%20373%22%3E%3C%2Fsvg%3E\" class=\"attachment-large size-large wp-image-16619 lazyload\" alt srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20800%20373%22%3E%3C%2Fsvg%3E 800w\" sizes=\"(max-width: 800px) 100vw, 800px\" data-srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-12.59.56-1024x478.png 1024w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-12.59.56-300x140.png 300w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-12.59.56-150x70.png 150w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-12.59.56-768x358.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-12.59.56-1536x716.png 1536w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-12.59.56.png 1621w\" data-src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-12.59.56-1024x478.png\">\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0d1562d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"0d1562d\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-270a55e elementor-widget elementor-widget-heading\" data-id=\"270a55e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Diagnosis<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d6630c5 elementor-widget elementor-widget-text-editor\" data-id=\"d6630c5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul><li class=\"p1\"><b>Simultaneous temperature rise<\/b> across key cooling components.<\/li><li class=\"p1\">Linked to frequent derate events <b>during loaded operation.<\/b><\/li><li class=\"p1\"><b>Ruled out single-sensor error, <\/b>confirming true mechanical degradation.<\/li><li class=\"p1\"><b>Root cause identified:<\/b> reduced cooling efficiency due to internal or external radiator blockage.<\/li><\/ul><p>&nbsp;<\/p><p class=\"p1\">This pattern was detected across the torque converter, rear aftercooler, engine coolant, and transmission lube &#8211; especially during throttle spikes under load.<\/p><p class=\"p1\"><a href=\"https:\/\/www.razor-labs.com\/datamind-ai-for-mobile-fleet\/\">DataMind AI<\/a>\u2122 connected these signals to surface the true failure mode before breakdown.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-119abae elementor-widget elementor-widget-image\" data-id=\"119abae\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<noscript><img loading=\"lazy\" decoding=\"async\" width=\"690\" height=\"1024\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.03.16-690x1024.png\" class=\"attachment-large size-large wp-image-16623\" alt srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.03.16-690x1024.png 690w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.03.16-202x300.png 202w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.03.16-101x150.png 101w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.03.16-768x1140.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.03.16.png 977w\" sizes=\"(max-width: 690px) 100vw, 690px\"><\/noscript><img loading=\"lazy\" decoding=\"async\" width=\"690\" height=\"1024\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20690%201024%22%3E%3C%2Fsvg%3E\" class=\"attachment-large size-large wp-image-16623 lazyload\" alt srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20690%201024%22%3E%3C%2Fsvg%3E 690w\" sizes=\"(max-width: 690px) 100vw, 690px\" data-srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.03.16-690x1024.png 690w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.03.16-202x300.png 202w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.03.16-101x150.png 101w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.03.16-768x1140.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.03.16.png 977w\" data-src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.03.16-690x1024.png\">\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9d50d0c elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"9d50d0c\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-652274f elementor-widget elementor-widget-image\" data-id=\"652274f\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<noscript><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"871\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.02.52-940x1024.png\" class=\"attachment-large size-large wp-image-16621\" alt srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.02.52-940x1024.png 940w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.02.52-275x300.png 275w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.02.52-138x150.png 138w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.02.52-768x837.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.02.52.png 1288w\" sizes=\"(max-width: 800px) 100vw, 800px\"><\/noscript><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"871\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20800%20871%22%3E%3C%2Fsvg%3E\" class=\"attachment-large size-large wp-image-16621 lazyload\" alt srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20800%20871%22%3E%3C%2Fsvg%3E 800w\" sizes=\"(max-width: 800px) 100vw, 800px\" data-srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.02.52-940x1024.png 940w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.02.52-275x300.png 275w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.02.52-138x150.png 138w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.02.52-768x837.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.02.52.png 1288w\" data-src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-13.02.52-940x1024.png\">\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-054dee1 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"054dee1\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4691cab elementor-widget elementor-widget-heading\" data-id=\"4691cab\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Before vs. After Replacement \u2013 Friction Resolved<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff1cb88 elementor-widget elementor-widget-text-editor\" data-id=\"ff1cb88\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>Before replacement: <\/strong>Persistent high vibration levels linked to friction, even under reduced load<strong><br><\/strong><\/p><p><strong>After replacement: <\/strong><span style=\"font-weight: 400;\">Vibration levels returned to nominal ranges expected for this pump type<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd7661e elementor-widget elementor-widget-image\" data-id=\"cd7661e\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<noscript><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"516\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.33.19-1024x661.png\" class=\"attachment-large size-large wp-image-16636\" alt srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.33.19-1024x661.png 1024w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.33.19-300x194.png 300w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.33.19-150x97.png 150w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.33.19-768x496.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.33.19-1536x991.png 1536w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.33.19.png 1850w\" sizes=\"(max-width: 800px) 100vw, 800px\"><\/noscript><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"516\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20800%20516%22%3E%3C%2Fsvg%3E\" class=\"attachment-large size-large wp-image-16636 lazyload\" alt srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20800%20516%22%3E%3C%2Fsvg%3E 800w\" sizes=\"(max-width: 800px) 100vw, 800px\" data-srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.33.19-1024x661.png 1024w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.33.19-300x194.png 300w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.33.19-150x97.png 150w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.33.19-768x496.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.33.19-1536x991.png 1536w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.33.19.png 1850w\" data-src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/Screenshot-2026-01-08-at-14.33.19-1024x661.png\">\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bffde1d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"bffde1d\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ce32ce0 elementor-widget elementor-widget-heading\" data-id=\"ce32ce0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Results<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f779d5d elementor-widget elementor-widget-text-editor\" data-id=\"f779d5d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul><li class=\"p1\"><span class=\"s1\"><b>Zero unplanned downtime<\/b><\/span><\/li><li class=\"p1\"><span class=\"s1\"><b>Radiator degradation detected early \u2013 before impact on performance<\/b><\/span><\/li><li class=\"p1\"><span class=\"s1\"><b>Continuous production maintained without operational disruption<\/b><\/span><\/li><li class=\"p1\"><span class=\"s1\"><b>Improved ConMon efficiency by eliminating false alarms and noise<\/b><\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2183df1 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"2183df1\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42a0806 elementor-widget elementor-widget-heading\" data-id=\"42a0806\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Summary<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-701cc95 elementor-widget elementor-widget-text-editor\" data-id=\"701cc95\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p class=\"p1\">In large mining operations, where fleets generate thousands of OEM alerts weekly, it\u2019s easy for real mechanical issues to get buried in the noise.<\/p><p class=\"p1\">This case highlights how <a href=\"https:\/\/www.razor-labs.com\/datamind-ai-for-mobile-fleet\/\">DataMind AI<\/a>\u2122 goes beyond traditional monitoring, cutting through the alert overload to <b>detect the true root cause of faults.<\/b><\/p><p><a href=\"https:\/\/www.razor-labs.com\/datamind-ai-for-mobile-fleet\/\"><strong>Request a Demo &gt;&gt;<\/strong><\/a><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e85ce88 elementor-widget elementor-widget-text-editor\" data-id=\"e85ce88\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h4 style=\"color: #0e101a; background: transparent; margin-top: 0pt; margin-bottom: 0pt;\"><strong style=\"background: transparent; margin-top: 0pt; margin-bottom: 0pt;\">Fill in the form to read the entire case study<\/strong><\/h4>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c563920 elementor-button-align-stretch elementor-widget elementor-widget-form\" data-id=\"c563920\" data-element_type=\"widget\" data-settings=\"{&quot;step_next_label&quot;:&quot;Siguiente&quot;,&quot;step_previous_label&quot;:&quot;Anterior&quot;,&quot;button_width&quot;:&quot;100&quot;,&quot;step_type&quot;:&quot;number_text&quot;,&quot;step_icon_shape&quot;:&quot;circle&quot;}\" data-widget_type=\"form.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<form class=\"elementor-form\" method=\"post\" id=\"Ballmill123\" name=\"Pump Case study form\">\n\t\t\t<input type=\"hidden\" name=\"post_id\" value=\"16580\">\n\t\t\t<input type=\"hidden\" name=\"form_id\" value=\"c563920\">\n\t\t\t<input type=\"hidden\" name=\"referer_title\" value=\"Razor Labs\">\n\n\t\t\t\n\t\t\t<div class=\"elementor-form-fields-wrapper elementor-labels-above\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-name elementor-col-100\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-name\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tNombre\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[name]\" id=\"form-field-name\" class=\"elementor-field elementor-size-sm  elementor-field-textual\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-field_9873784 elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-field_9873784\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tCompany\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[field_9873784]\" id=\"form-field-field_9873784\" class=\"elementor-field elementor-size-sm  elementor-field-textual\" required=\"required\" aria-required=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-email elementor-field-group elementor-column elementor-field-group-email elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-email\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tEmail\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"email\" name=\"form_fields[email]\" id=\"form-field-email\" class=\"elementor-field elementor-size-sm  elementor-field-textual\" required=\"required\" aria-required=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-textarea elementor-field-group elementor-column elementor-field-group-message elementor-col-100\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-message\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tMessage\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t<textarea class=\"elementor-field-textual elementor-field  elementor-size-sm\" name=\"form_fields[message]\" id=\"form-field-message\" rows=\"4\"><\/textarea>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-recaptcha_v3 elementor-field-group elementor-column elementor-field-group-field_110264b elementor-col-100 recaptcha_v3-bottomleft\">\n\t\t\t\t\t<div class=\"elementor-field\" id=\"form-field-field_110264b\"><div class=\"elementor-g-recaptcha\" data-sitekey=\"6LfuzuwlAAAAAHIvWDn8gNEMCjE1wRyqSFp6mqRe\" data-type=\"v3\" data-action=\"Form\" data-badge=\"bottomleft\" data-size=\"invisible\"><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-group elementor-column elementor-field-type-submit elementor-col-100 e-form__buttons\">\n\t\t\t\t\t<button class=\"elementor-button elementor-size-sm\" type=\"submit\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Send<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/button>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/form>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-259b0c1 elementor-section-content-middle SHARE\u200b mobile elementor-hidden-desktop elementor-hidden-tablet elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"259b0c1\" data-element_type=\"section\" data-settings=\"{&quot;sticky_enable&quot;:&quot;yes&quot;,&quot;jet_parallax_layout_list&quot;:[],&quot;sticky_unstick_on&quot;:&quot;mobile&quot;,&quot;sticky_follow_scroll&quot;:&quot;yes&quot;,&quot;sticky_offset&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]},&quot;sticky_offset_bottom&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]}}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-1eb5dff\" data-id=\"1eb5dff\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8efa7b6 share_label elementor-absolute elementor-widget elementor-widget-heading\" data-id=\"8efa7b6\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">COMPARTIR<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-433b83a\" data-id=\"433b83a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-50973b3 elementor-share-buttons--view-icon elementor-share-buttons--skin-framed elementor-share-buttons--shape-circle elementor-share-buttons--align-left elementor-grid-0 elementor-share-buttons--color-official elementor-widget elementor-widget-share-buttons\" data-id=\"50973b3\" data-element_type=\"widget\" data-widget_type=\"share-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-grid\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_linkedin\" role=\"button\" tabindex=\"0\" aria-label=\"Share on linkedin\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-linkedin\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_facebook\" role=\"button\" tabindex=\"0\" aria-label=\"Share on facebook\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-facebook\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_twitter\" role=\"button\" tabindex=\"0\" aria-label=\"Share on twitter\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-twitter\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_email\" role=\"button\" tabindex=\"0\" aria-label=\"Share on email\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fas fa-envelope\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_print\" role=\"button\" tabindex=\"0\" aria-label=\"Share on print\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fas fa-print\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>By Razor Labs 7 min read COMPARTIR Overview Razor Labs DataMind AI\u2122 was monitoring critical rotating equipment at a vanadium mining site, including one of the site\u2019s main slurry pumps. This pump is a critical component in one of the site\u2019s two parallel processing lines. A failure would have forced a shutdown of the entire [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":16585,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[57,59],"tags":[],"class_list":["post-16580","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-es","category-case-studies"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Estudio de caso: Prevenci\u00f3n de fallas en el motor de la bomba de lodo mediante detecci\u00f3n temprana con DataMind AI&#x2122; - Razor Labs<\/title>\n<meta name=\"description\" content=\"Discover how DataMind AI\u2122 detected hidden mechanical degradation in a slurry pump motor at a vanadium processing site - enabling early intervention, preventing 5 hours of unplanned downtime, and saving 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