{"id":9210,"date":"2026-03-24T11:20:14","date_gmt":"2026-03-24T10:20:14","guid":{"rendered":"https:\/\/www.aigorithmics.com\/anomaly-detection\/"},"modified":"2026-04-17T17:02:00","modified_gmt":"2026-04-17T15:02:00","slug":"anomaly-detection","status":"publish","type":"page","link":"https:\/\/www.aigorithmics.com\/en\/anomaly-detection\/","title":{"rendered":"Anomaly Detection"},"content":{"rendered":"<p>[vc_row full_width=&#8221;stretch_row&#8221; stack_columns_placement=&#8221;middle&#8221; content_placement=&#8221;bottom&#8221; luminosity=&#8221;light&#8221; trp_param_exclude_languages=&#8221;en_GB&#8221; trp_param_exclude=&#8221;true&#8221; css=&#8221;.vc_custom_1774009976063{margin-top: 150px !important;margin-bottom: 150px !important;padding-top: 200px !important;padding-bottom: 100px !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}&#8221; responsive_css=&#8221;border_bottom_medium:1px|padding_top_medium:75px|padding_bottom_medium:45px|padding_top_small:70px|padding_bottom_small:45px&#8221; el_id=&#8221;wiecejzdanych&#8221; data_tooltip=&#8221;Wi\u0119cej z danych&#8221;][vc_column column_content_align=&#8221;justify-content-center&#8221; responsive_align=&#8221;text-lg-center&#8221; offset=&#8221;vc_col-sm-offset-0&#8243; responsive_css=&#8221;padding_right_large:100px|padding_left_large:100px&#8221;]<style>.ld_fancy_heading_69e4b6031f9f8 h2{color:rgb(51, 51, 51);}.ld_fancy_heading_69e4b6031f9f8 h2 {font-size:40px; } @media (min-width: 768px) { .ld_fancy_heading_69e4b6031f9f8 h2 {font-size:50px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e4b6031f9f8 h2 {font-size:56px; }  } @media (min-width: 1200px) { .ld_fancy_heading_69e4b6031f9f8 h2 {font-size:70px; }  } .ld_fancy_heading_69e4b6031f9f8 h2 {line-height:1em; } .ld_fancy_heading_69e4b6031f9f8 h2 {--element-line-height:1em; } @media (min-width: 1200px) { .ld_fancy_heading_69e4b6031f9f8 h2 {padding-right:14% !important; padding-left:14% !important;  }  } .ld_fancy_heading_69e4b6031f9f8 h2 {margin-bottom:60px !important;  } .ld_fancy_heading_69e4b6031f9f8 .lqd-highlight-inner{height:0.275em!important;bottom:-0.3em!important;background:rgba(24, 44, 160, 0.4)!important;}.ld_fancy_heading_69e4b6031f9f8 h2 {font-size:40px; } @media (min-width: 768px) { .ld_fancy_heading_69e4b6031f9f8 h2 {font-size:50px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e4b6031f9f8 h2 {font-size:56px; }  } @media (min-width: 1200px) { .ld_fancy_heading_69e4b6031f9f8 h2 {font-size:70px; }  } .ld_fancy_heading_69e4b6031f9f8 h2 {line-height:1em; } .ld_fancy_heading_69e4b6031f9f8 h2 {--element-line-height:1em; } @media (min-width: 1200px) { .ld_fancy_heading_69e4b6031f9f8 h2 {padding-right:14% !important; padding-left:14% !important;  }  } .ld_fancy_heading_69e4b6031f9f8 h2 {margin-bottom:60px !important;  } <\/style><div class=\"ld-fancy-heading text-center ld_fancy_heading_69e4b6031f9f8\">\n\t<h2 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left lqd-highlight-reset-onhover text-decoration-default\"  data-inview=\"true\" data-transition-delay=\"true\" data-delay-options=\"{&quot;elements&quot;:&quot;.lqd-highlight-inner&quot;,&quot;delayType&quot;:&quot;transition&quot;}\"  >  Anomaly <mark class=\"lqd-highlight\"><span class=\"lqd-highlight-txt\"  >Detection<\/span><span class=\"lqd-highlight-inner\"><svg class=\"lqd-highlight-brush-svg\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"235.509\" height=\"13.504\" viewBox=\"0 0 235.509 13.504\" aria-hidden=\"true\" preserveAspectRatio=\"none\"><path d=\"M163,.383a13.044,13.044,0,0,1,1.517-.072,3.528,3.528,0,0,1,1.237-.134q.618.044,1.237.044a.249.249,0,0,1-.1.178.337.337,0,0,0-.1.266q3.092.088,6.184-.044T178.953.4l-.206-.088a12,12,0,0,0,4.123,0,13.467,13.467,0,0,1,5.772,0q1.443-.178,2.68-.266A5.978,5.978,0,0,1,193.8.4,16.707,16.707,0,0,1,198.01.045q2.164.088,4.844.088-.618.088-.824.134L201.412.4a3.893,3.893,0,0,0,2.061,0,5.413,5.413,0,0,1,1.649-.356q.618.088,1.134.178a9.762,9.762,0,0,0,1.544.09,17,17,0,0,1,3.092-.266q1.649,0,3.5.178,2.886.088,5.875.044t5.875-.222q0,.088.206.088h.412a21.975,21.975,0,0,0,2.577.889A12.458,12.458,0,0,1,232.12,2.18a3.962,3.962,0,0,1,1.031.622A3.349,3.349,0,0,1,234.8,3.825a5.079,5.079,0,0,1,.618,1.111q.412.534-1.031.98-1.031.444-.618.98a2.09,2.09,0,0,1,.206.889q0,.444.825.889.618.8-.206,1.245l-1.237.534q-1.443-.088-2.68-.134a17.255,17.255,0,0,1-2.267-.222,3.128,3.128,0,0,0-.928-.044,3.129,3.129,0,0,1-.928-.044q-2.267-.178-4.432-.266T217.7,9.476q-1.649-.088-2.886-.088a17.343,17.343,0,0,1-2.474-.178q-3.916,0-7.73-.088t-7.73-.266l-12.471-.178q-6.287-.088-12.883-.088h-1.958q-.928,0-1.958.088h-2.061q-1.031,0-2.061-.088-2.68-.088-5.256-.134t-5.256.044h-5.462q-2.577,0-5.462.088-4.535.088-8.76.178t-8.554.088q-2.886.088-5.875.088t-5.875.088q-1.443.088-2.886.134t-3.092.044q-4.741.178-9.791.312t-9.791.312q-2.267.088-4.329.088T78.77,10.1q-4.329.266-8.863.49t-9.276.49q-1.237.088-2.68.134a24.356,24.356,0,0,0-2.683.224q-2.68.178-5.462.312t-5.668.4q-2.474.266-4.741.312t-4.741.044q-1.031-.088-1.958-.134a9.684,9.684,0,0,1-1.958-.312,12.5,12.5,0,0,0-1.443-.312q-.825-.134-1.856-.31-2.886.356-6.39.666t-6.8.845a26.709,26.709,0,0,1-2.886.356,20.758,20.758,0,0,1-9.482-.889Q.232,11.962.026,11.25T1.263,9.917q0-.266.825-.266a13.039,13.039,0,0,0,2.886-.444A17.187,17.187,0,0,1,7.86,8.672q3.092-.266,6.184-.8,1.649-.178,3.3-.312t3.5-.312q4.123-.354,8.039-.712t8.039-.622q9.478-.8,18.758-1.338,2.68-.178,5.153-.356t4.741-.356q2.474-.178,5.05-.356T75.88,3.24h1.34a4.829,4.829,0,0,0,1.34-.178q2.267-.178,4.329-.222t4.329-.134a7.256,7.256,0,0,1,2.267,0,3.459,3.459,0,0,0,1.031-.088,6.009,6.009,0,0,1,2.37-.266,14.745,14.745,0,0,0,2.783-.088q1.649,0,2.474.088a1.308,1.308,0,0,1,.185.011,1.226,1.226,0,0,1,.33-.1,3.656,3.656,0,0,0,.515-.088,4.433,4.433,0,0,1,2.886.266q.412-.088,1.031-.178l1.237-.178q.412,0,1.031.044a5.761,5.761,0,0,0,1.237-.044q2.886-.088,5.772-.044a53.829,53.829,0,0,0,5.772-.222,9.505,9.505,0,0,1,1.34-.088h1.34a4.428,4.428,0,0,1,.821-.258l.825-.178a15.178,15.178,0,0,1,1.855.444,3.028,3.028,0,0,1,1.031-.534,4.039,4.039,0,0,1,1.443-.178,6.158,6.158,0,0,1,1.649.178,5.05,5.05,0,0,0,2.267.268q1.855-.088,3.813-.134T138.13,1.2q1.031,0,2.164-.044t2.37-.044q-.206-.088.412-.534h3.092q.412,0,.309.266t.928,0a5.845,5.845,0,0,1,1.443,0,31.833,31.833,0,0,0,5.359.088,21.471,21.471,0,0,1,6.8.178,5.236,5.236,0,0,0,1.031-.4q.412-.222.825-.4a.694.694,0,0,1,.137.07Z\" transform=\"translate(0 0.002)\"\/><\/svg><\/span><\/mark><\/h2><\/div><style>.ld_fancy_heading_69e4b6031fe72 p{color:rgb(51, 51, 51);}.ld_fancy_heading_69e4b6031fe72 p {font-size:16px; } @media (min-width: 768px) { .ld_fancy_heading_69e4b6031fe72 p {font-size:25px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e4b6031fe72 p {font-size:30px; }  } .ld_fancy_heading_69e4b6031fe72 p {line-height:1.88em; } .ld_fancy_heading_69e4b6031fe72 p {--element-line-height:1.88em; } .ld_fancy_heading_69e4b6031fe72 p {margin-bottom:2em !important;  } .ld_fancy_heading_69e4b6031fe72 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69e4b6031fe72 p {font-size:16px; } @media (min-width: 768px) { .ld_fancy_heading_69e4b6031fe72 p {font-size:25px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e4b6031fe72 p {font-size:30px; }  } .ld_fancy_heading_69e4b6031fe72 p {line-height:1.88em; } .ld_fancy_heading_69e4b6031fe72 p {--element-line-height:1.88em; } .ld_fancy_heading_69e4b6031fe72 p {margin-bottom:2em !important;  } <\/style><div class=\"ld-fancy-heading text-center ld_fancy_heading_69e4b6031fe72\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  <span style=\"font-weight: 400\">Artificial intelligence technology that enables monitoring and identification of unusual, potentially abnormal values in data.<\/span><\/p><\/div><style>.ld_fancy_heading_69e4b603200d8 p{color:rgb(51, 51, 51);}.ld_fancy_heading_69e4b603200d8 p {font-size:16px; } @media (min-width: 768px) { .ld_fancy_heading_69e4b603200d8 p {font-size:18px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e4b603200d8 p {font-size:20px; }  } .ld_fancy_heading_69e4b603200d8 p {line-height:1.88em; } .ld_fancy_heading_69e4b603200d8 p {--element-line-height:1.88em; } .ld_fancy_heading_69e4b603200d8 p {margin-bottom:2em !important;  } .ld_fancy_heading_69e4b603200d8 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69e4b603200d8 p {font-size:16px; } @media (min-width: 768px) { .ld_fancy_heading_69e4b603200d8 p {font-size:18px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e4b603200d8 p {font-size:20px; }  } .ld_fancy_heading_69e4b603200d8 p {line-height:1.88em; } .ld_fancy_heading_69e4b603200d8 p {--element-line-height:1.88em; } .ld_fancy_heading_69e4b603200d8 p {margin-bottom:2em !important;  } <\/style><div class=\"ld-fancy-heading text-center ld_fancy_heading_69e4b603200d8\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  We design solutions supporting continuous process supervision and early detection of irregularities, utilizing approaches such as Anomaly Detection and Predictive Maintenance. The systems analyze data from machines, equipment, and sensors in real time to identify deviations from the norm and predict potential failures. This enables planning actions before disruptions occur, resulting in better process control and reduced risk of costly downtime.   <\/p><\/div>[\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row&#8221; gap=&#8221;35&#8243; css=&#8221;.vc_custom_1774011363617{padding-top: 100px !important;padding-right: 30px !important;padding-bottom: 80px !important;padding-left: 20px !important;background-image: url(https:\/\/www.aigorithmics.com\/wp-content\/uploads\/2021\/09\/dlaczego-1.jpg?id=6688) !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}&#8221; responsive_css=&#8221;padding_top_medium:120px|padding_bottom_medium:60px&#8221; el_id=&#8221;what-we-do&#8221;][vc_column offset=&#8221;vc_col-lg-6 vc_col-md-12&#8243;]<style>.ld_fancy_heading_69e4b60320298 h2{color:#f8f9fb;}.ld_fancy_heading_69e4b60320298 h2 {font-size:35px; } @media (min-width: 768px) { .ld_fancy_heading_69e4b60320298 h2 {font-size:46px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e4b60320298 h2 {font-size:50px; }  } .ld_fancy_heading_69e4b60320298 h2 {font-weight:500; } .ld_fancy_heading_69e4b60320298 h2 {margin-bottom:40px !important;  } .ld_fancy_heading_69e4b60320298 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69e4b60320298 h2 {font-size:35px; } @media (min-width: 768px) { .ld_fancy_heading_69e4b60320298 h2 {font-size:46px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e4b60320298 h2 {font-size:50px; }  } .ld_fancy_heading_69e4b60320298 h2 {font-weight:500; } .ld_fancy_heading_69e4b60320298 h2 {margin-bottom:40px !important;  } <\/style><div class=\"ld-fancy-heading text-left ld_fancy_heading_69e4b60320298\">\n\t<h2 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  When is it worth investing in anomaly detection technology?<\/h2><\/div>[vc_column_text]<\/p>\n<p style=\"color: #f8f9fb; margin: 0 0 16px 0; font-size: 20px;\">Anomaly detection technology is particularly useful where the scale of data is too large to analyze manually and rapid response is critical to business continuity.<\/p>\n<p>[\/vc_column_text][\/vc_column][vc_column css=&#8221;.vc_custom_1774519109599{padding: 10px !important;background-color: rgba(0,0,0,0.12) !important;*background-color: rgb(0,0,0) !important;}&#8221; offset=&#8221;vc_col-lg-6 vc_col-md-12&#8243; responsive_css=&#8221;padding_top_small:40px&#8221;]<style>.ld_icon_box_69e4b60320499:hover .iconbox-icon-container{color:rgb(255, 255, 255);}.ld_icon_box_69e4b60320499 .iconbox-icon-container{font-size:14px;width:35px !important;height:35px !important;background:rgb(255, 53, 23);border-radius:px;}.ld_icon_box_69e4b60320499 .iconbox-icon-wrap{margin-inline-end:25px !important;}.ld_icon_box_69e4b60320499 .iconbox-icon-container:before{border-color:rgb(255, 53, 23);}.ld_icon_box_69e4b60320499 .iconbox-icon-container .iconbox-icon-hover-bg{background:rgba(59, 59, 59, 0);}.ld_icon_box_69e4b60320499:hover .iconbox-icon-container:before{border-color:rgba(59, 59, 59, 0);}.ld_icon_box_69e4b60320499 .lqd-iconbox-title{color:rgb(255, 255, 255);margin-bottom:18px;font-size:15px;}<\/style>\n<div class=\"iconbox iconbox-side text-align-default iconbox-circle iconbox-xs ld_icon_box_69e4b60320499\" id=\"ld_icon_box_69e4b60320499\"  data-animate-icon=\"true\" data-plugin-options='{\"hoverColor\":\"rgb(255, 255, 255)\"}'  >\n\t\n\t\t\t\t\t\n\t\n\t<div class=\"iconbox-icon-wrap\"><span class=\"iconbox-icon-container\"><span class=\"iconbox-icon-hover-bg\"><\/span><i class=\"fas fa-check\"><\/i><\/span><\/div>\t\n\t\t\n\t<div class=\"contents\">\t\n\t\t\n\t\t<p><span style=\"font-size: 20px\">The nature of work requires faster detection of irregularities in operational and process data,<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<style>.ld_icon_box_69e4b60320fc7:hover .iconbox-icon-container{color:rgb(255, 255, 255);}.ld_icon_box_69e4b60320fc7 .iconbox-icon-container{font-size:16px;width:35px !important;height:35px !important;background:rgb(255, 53, 23);border-radius:px;}.ld_icon_box_69e4b60320fc7 .iconbox-icon-wrap{margin-inline-end:25px !important;}.ld_icon_box_69e4b60320fc7 .iconbox-icon-container:before{border-color:rgb(255, 53, 23);}.ld_icon_box_69e4b60320fc7 .iconbox-icon-container .iconbox-icon-hover-bg{background:rgba(59, 59, 59, 0);}.ld_icon_box_69e4b60320fc7:hover .iconbox-icon-container:before{border-color:rgba(59, 59, 59, 0);}.ld_icon_box_69e4b60320fc7 .lqd-iconbox-title{color:rgb(255, 255, 255);margin-bottom:13px;font-size:15px;}<\/style>\n<div class=\"iconbox iconbox-side text-align-default iconbox-circle iconbox-xs ld_icon_box_69e4b60320fc7\" id=\"ld_icon_box_69e4b60320fc7\"  data-animate-icon=\"true\" data-plugin-options='{\"hoverColor\":\"rgb(255, 255, 255)\"}'  >\n\t\n\t\t\t\t\t\n\t\n\t<div class=\"iconbox-icon-wrap\"><span class=\"iconbox-icon-container\"><span class=\"iconbox-icon-hover-bg\"><\/span><i class=\"fas fa-check\"><\/i><\/span><\/div>\t\n\t\t\n\t<div class=\"contents\">\t\n\t\t\n\t\t<p><span style=\"font-size: 20px\">The team needs earlier recognition of machine and equipment failure risk,<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<style>.ld_icon_box_69e4b6032194e:hover .iconbox-icon-container{color:rgb(255, 255, 255);}.ld_icon_box_69e4b6032194e .iconbox-icon-container{font-size:16px;width:35px !important;height:35px !important;background:rgb(255, 53, 23);border-radius:px;}.ld_icon_box_69e4b6032194e .iconbox-icon-wrap{margin-inline-end:25px !important;}.ld_icon_box_69e4b6032194e .iconbox-icon-container:before{border-color:rgb(255, 53, 23);}.ld_icon_box_69e4b6032194e .iconbox-icon-container .iconbox-icon-hover-bg{background:rgba(59, 59, 59, 0);}.ld_icon_box_69e4b6032194e:hover .iconbox-icon-container:before{border-color:rgba(59, 59, 59, 0);}.ld_icon_box_69e4b6032194e .lqd-iconbox-title{color:rgb(255, 255, 255);margin-bottom:13px;font-size:15px;}<\/style>\n<div class=\"iconbox iconbox-side text-align-default iconbox-circle iconbox-xs ld_icon_box_69e4b6032194e\" id=\"ld_icon_box_69e4b6032194e\"  data-animate-icon=\"true\" data-plugin-options='{\"hoverColor\":\"rgb(255, 255, 255)\"}'  >\n\t\n\t\t\t\t\t\n\t\n\t<div class=\"iconbox-icon-wrap\"><span class=\"iconbox-icon-container\"><span class=\"iconbox-icon-hover-bg\"><\/span><i class=\"fas fa-check\"><\/i><\/span><\/div>\t\n\t\t\n\t<div class=\"contents\">\t\n\t\t\n\t\t<p><span style=\"font-size: 20px\">The company wants to better monitor production, logistics, or infrastructure processes,<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<style>.ld_icon_box_69e4b60321e96:hover .iconbox-icon-container{color:rgb(255, 255, 255);}.ld_icon_box_69e4b60321e96 .iconbox-icon-container{font-size:16px;width:35px !important;height:35px !important;background:rgb(255, 53, 23);border-radius:px;}.ld_icon_box_69e4b60321e96 .iconbox-icon-wrap{margin-inline-end:25px !important;}.ld_icon_box_69e4b60321e96 .iconbox-icon-container:before{border-color:rgb(255, 53, 23);}.ld_icon_box_69e4b60321e96 .iconbox-icon-container .iconbox-icon-hover-bg{background:rgba(59, 59, 59, 0);}.ld_icon_box_69e4b60321e96:hover .iconbox-icon-container:before{border-color:rgba(59, 59, 59, 0);}.ld_icon_box_69e4b60321e96 .lqd-iconbox-title{color:rgb(255, 255, 255);margin-bottom:13px;font-size:15px;}<\/style>\n<div class=\"iconbox iconbox-side text-align-default iconbox-circle iconbox-xs ld_icon_box_69e4b60321e96\" id=\"ld_icon_box_69e4b60321e96\"  data-animate-icon=\"true\" data-plugin-options='{\"hoverColor\":\"rgb(255, 255, 255)\"}'  >\n\t\n\t\t\t\t\t\n\t\n\t<div class=\"iconbox-icon-wrap\"><span class=\"iconbox-icon-container\"><span class=\"iconbox-icon-hover-bg\"><\/span><i class=\"fas fa-check\"><\/i><\/span><\/div>\t\n\t\t\n\t<div class=\"contents\">\t\n\t\t\n\t\t<p><span style=\"font-size: 20px\">Automatic detection of deviations that could lead to losses, delays, or quality degradation,<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<style>.ld_icon_box_69e4b6032216f:hover .iconbox-icon-container{color:rgb(255, 255, 255);}.ld_icon_box_69e4b6032216f .iconbox-icon-container{font-size:16px;width:35px !important;height:35px !important;background:rgb(255, 53, 23);border-radius:px;}.ld_icon_box_69e4b6032216f .iconbox-icon-wrap{margin-inline-end:25px !important;}.ld_icon_box_69e4b6032216f .iconbox-icon-container:before{border-color:rgb(255, 53, 23);}.ld_icon_box_69e4b6032216f .iconbox-icon-container .iconbox-icon-hover-bg{background:rgba(59, 59, 59, 0);}.ld_icon_box_69e4b6032216f:hover .iconbox-icon-container:before{border-color:rgba(59, 59, 59, 0);}.ld_icon_box_69e4b6032216f .lqd-iconbox-title{color:rgb(255, 255, 255);margin-bottom:13px;font-size:15px;}<\/style>\n<div class=\"iconbox iconbox-side text-align-default iconbox-circle iconbox-xs ld_icon_box_69e4b6032216f\" id=\"ld_icon_box_69e4b6032216f\"  data-animate-icon=\"true\" data-plugin-options='{\"hoverColor\":\"rgb(255, 255, 255)\"}'  >\n\t\n\t\t\t\t\t\n\t\n\t<div class=\"iconbox-icon-wrap\"><span class=\"iconbox-icon-container\"><span class=\"iconbox-icon-hover-bg\"><\/span><i class=\"fas fa-check\"><\/i><\/span><\/div>\t\n\t\t\n\t<div class=\"contents\">\t\n\t\t\n\t\t<p><span style=\"font-size: 20px\">Work requires continuous analysis of data from equipment and sensors (e.g., temperature, vibration, sound, pressure, and other operating parameters).<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n[\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row&#8221; gap=&#8221;35&#8243; content_placement=&#8221;top&#8221; bg_position=&#8221;center center&#8221; responsive_css=&#8221;padding_top_medium:100px|padding_bottom_medium:100px&#8221; css=&#8221;.vc_custom_1774518764160{padding-top: 50px !important;padding-bottom: 50px !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}&#8221; el_id=&#8221;rozwiazania&#8221; data_tooltip=&#8221;Rozwi\u0105zania&#8221;][vc_column column_content_align=&#8221;justify-content-center&#8221; offset=&#8221;vc_col-lg-12 vc_col-md-12&#8243; responsive_align=&#8221;text-md-center&#8221;]<style>.ld_spacer_69e4b60322329{height:40px;}@media (min-width: 768px) { .ld_spacer_69e4b60322329{height:10px};}@media (min-width: 992px) { .ld_spacer_69e4b60322329{height:50px};}@media (min-width: 1200px) { .ld_spacer_69e4b60322329{height:50px};}<\/style>\n<div class=\"ld-empty-space vc_hidden-lg ld_spacer_69e4b60322329\"><\/div><style>.ld_fancy_heading_69e4b6032246a h1 {font-size:35px; } @media (min-width: 768px) { .ld_fancy_heading_69e4b6032246a h1 {font-size:46px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e4b6032246a h1 {font-size:50px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e4b6032246a h1 {line-height:1.1em; }  } @media (min-width: 992px) { .ld_fancy_heading_69e4b6032246a h1 {--element-line-height:1.1em; }  } .ld_fancy_heading_69e4b6032246a h1 {margin-bottom:70px !important;  } .ld_fancy_heading_69e4b6032246a .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69e4b6032246a h1 {font-size:35px; } @media (min-width: 768px) { .ld_fancy_heading_69e4b6032246a h1 {font-size:46px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e4b6032246a h1 {font-size:50px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e4b6032246a h1 {line-height:1.1em; }  } @media (min-width: 992px) { .ld_fancy_heading_69e4b6032246a h1 {--element-line-height:1.1em; }  } .ld_fancy_heading_69e4b6032246a h1 {margin-bottom:70px !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69e4b6032246a\">\n\t<h1 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default lqd-split-lines\"   data-split-text=\"true\" data-split-options='{\"type\":\"lines\"}'>  Business Benefits<\/h1><\/div>[\/vc_column][vc_column column_content_align=&#8221;justify-content-start&#8221; css=&#8221;.vc_custom_1774518206193{padding-top: 30px !important;}&#8221;][vc_row_inner][vc_column_inner width=&#8221;1\/2&#8243; offset=&#8221;vc_col-lg-3&#8243;]<style>.ld_icon_box_69e4b60322bdb .iconbox-icon-container{color:rgb(255, 53, 23);margin-bottom:26px !important;border-radius:px;}.ld_icon_box_69e4b60322bdb .lqd-iconbox-title{margin-bottom:15px;font-size:23px;}<\/style>\n<div class=\"iconbox text-left ld_icon_box_69e4b60322bdb vc_custom_1774517828525\" id=\"ld_icon_box_69e4b60322bdb\"  data-animate-icon=\"true\" data-plugin-options='{\"color\":\"rgb(255, 53, 23)\"}'  >\n\t\n\t\t\t\t\t\n\t\n\t<div class=\"iconbox-icon-wrap\"><span class=\"iconbox-icon-container\"><i class=\"fas fa-clipboard-check\"><\/i><\/span><\/div>\t\n\t\t\n\t<div class=\"contents\">\t\n\t\t\n\t<h3 class=\"lqd-iconbox-title \">Wysoka efektywno\u015b\u0107 operacyjna<\/h3>\t<p><span style=\"font-size: 17px;line-height: 1.47em;color: #8a8a91\">Increases process efficiency, enabling faster decision-making and data-driven actions.<\/span><\/p>\n<p>&nbsp;<\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n[\/vc_column_inner][vc_column_inner width=&#8221;1\/2&#8243; offset=&#8221;vc_col-lg-3&#8243;]<style>.ld_icon_box_69e4b6032356c .iconbox-icon-container{color:rgb(255, 53, 23);margin-bottom:30px !important;border-radius:px;}.ld_icon_box_69e4b6032356c .lqd-iconbox-title{margin-bottom:15px;font-size:23px;}<\/style>\n<div class=\"iconbox text-left ld_icon_box_69e4b6032356c vc_custom_1774517819325\" id=\"ld_icon_box_69e4b6032356c\"  data-animate-icon=\"true\" data-plugin-options='{\"color\":\"rgb(255, 53, 23)\"}'  >\n\t\n\t\t\t\t\t\n\t\n\t<div class=\"iconbox-icon-wrap\"><span class=\"iconbox-icon-container\"><i class=\"fas fa-user-shield\"><\/i><\/span><\/div>\t\n\t\t\n\t<div class=\"contents\">\t\n\t\t\n\t<h3 class=\"lqd-iconbox-title \">Zwi\u0119kszenie stabilno\u015bci system\u00f3w<\/h3>\t<p><span style=\"font-size: 17px;line-height: 1.47em;color: #8a8a91\">Identifying irregularities in real time allows for faster response and problem resolution before escalation.<\/span><\/p>\n<p>&nbsp;<\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n[\/vc_column_inner][vc_column_inner width=&#8221;1\/2&#8243; offset=&#8221;vc_col-lg-3&#8243;]<style>.ld_icon_box_69e4b60323e44 .iconbox-icon-container{color:rgb(255, 53, 23);margin-bottom:30px !important;border-radius:px;}.ld_icon_box_69e4b60323e44 .lqd-iconbox-title{margin-bottom:15px;font-size:23px;}<\/style>\n<div class=\"iconbox text-left ld_icon_box_69e4b60323e44 vc_custom_1774517793198\" id=\"ld_icon_box_69e4b60323e44\"  data-animate-icon=\"true\" data-plugin-options='{\"color\":\"rgb(255, 53, 23)\"}'  >\n\t\n\t\t\t\t\t\n\t\n\t<div class=\"iconbox-icon-wrap\"><span class=\"iconbox-icon-container\"><i class=\"fas fa-industry\"><\/i><\/span><\/div>\t\n\t\t\n\t<div class=\"contents\">\t\n\t\t\n\t<h3 class=\"lqd-iconbox-title \">Proaktywne zarz\u0105dzanie ryzykiem<\/h3>\t<p><span style=\"font-size: 17px;line-height: 1.47em;color: #8a8a91\">Ability to predict failures and unforeseen events and minimize their impact.<\/span><\/p>\n<p>&nbsp;<\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n[\/vc_column_inner][vc_column_inner width=&#8221;1\/2&#8243; offset=&#8221;vc_col-lg-3&#8243;]<style>.ld_icon_box_69e4b6032433f .iconbox-icon-container{color:rgb(255, 53, 23);margin-bottom:30px !important;border-radius:px;}.ld_icon_box_69e4b6032433f .lqd-iconbox-title{margin-bottom:15px;font-size:23px;}<\/style>\n<div class=\"iconbox text-left ld_icon_box_69e4b6032433f vc_custom_1774517806749\" id=\"ld_icon_box_69e4b6032433f\"  data-animate-icon=\"true\" data-plugin-options='{\"color\":\"rgb(255, 53, 23)\"}'  >\n\t\n\t\t\t\t\t\n\t\n\t<div class=\"iconbox-icon-wrap\"><span class=\"iconbox-icon-container\"><i class=\"fas fa-cogs\"><\/i><\/span><\/div>\t\n\t\t\n\t<div class=\"contents\">\t\n\t\t\n\t<h3 class=\"lqd-iconbox-title \">Optymalizacja koszt\u00f3w<\/h3>\t<p><span style=\"font-size: 17px;line-height: 1.47em;color: #8a8a91\">Early detection of failure symptoms facilitates service planning and reduces costly emergency interventions.<\/span><\/p>\n<p>&nbsp;<\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n[\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row enable_row_dividers=&#8221;yes&#8221; css=&#8221;.vc_custom_1774518649946{padding-bottom: 100px !important;}&#8221; row_svg_divider=&#8221;top_shape_color:%23ffffff|top_shape_height:83&#8243; responsive_css=&#8221;padding_bottom_medium:130px&#8221; el_id=&#8221;casestudies&#8221;][vc_column el_id=&#8221;case&#8221;]<style><\/style><style>.ld_tabs_69e4b6032641f .lqd-tabs-nav > li > a, .ld_tabs_69e4b6032641f .lqd-tabs-nav .h3{font-size:15px;line-height:1.25em;}.ld_tabs_69e4b6032641f .lqd-tabs-nav li a .h3{color:inherit;}.ld_tabs_69e4b6032641f .lqd-tabs-nav li.active a .h3{color:inherit;}.ld_tabs_69e4b6032641f .lqd-tabs-nav a{color:rgb(255, 255, 255);background:rgb(24, 44, 160);}.ld_tabs_69e4b6032641f .lqd-tabs-nav li.active a{color:rgb(255, 255, 255);background:#ff3517;}<\/style><div class=\"lqd-tabs lqd-tabs-style-9 d-flex flex-column ld_tabs_69e4b6032641f\" data-tabs-options='{\"trigger\":\"hover\"}'>\n\n\t<nav class=\"lqd-tabs-nav-wrap mb-6\">\n\t\t<ul class=\"reset-ul lqd-tabs-nav d-flex align-items-center flex-wrap justify-content-md-center\" role=\"tablist\"><li data-controls=\"ld-1572769456008-197003c3-53bf0937-ea06\" role=\"presentation\" class=\"ld_tab_section-69e4b60324642 active\"><a href=\"#ld-1572769456008-197003c3-53bf0937-ea06\" data-bs-target=\"#ld-1572769456008-197003c3-53bf0937-ea06\" aria-expanded=\"false\" aria-controls=\"ld-1572769456008-197003c3-53bf0937-ea06\" role=\"tab\" data-toggle=\"tab\" data-bs-toggle=\"tab\"><span class=\"lqd-tabs-nav-txt\">CASE STUDY 1<\/span><\/a><\/li><li data-controls=\"lqd-1629982215996-bd2cd78e-c73a\" role=\"presentation\" class=\"ld_tab_section-69e4b60325596\"><a href=\"#lqd-1629982215996-bd2cd78e-c73a\" data-bs-target=\"#lqd-1629982215996-bd2cd78e-c73a\" aria-expanded=\"false\" aria-controls=\"lqd-1629982215996-bd2cd78e-c73a\" role=\"tab\" data-toggle=\"tab\" data-bs-toggle=\"tab\"><span class=\"lqd-tabs-nav-txt\">CASE STUDY 2<\/span><\/a><\/li><\/ul>\t\t \n\t<\/nav>\n\n\t<div class=\"lqd-tabs-content\"><div id=\"ld-1572769456008-197003c3-53bf0937-ea06\" role=\"tabpanel\" class=\"lqd-tabs-pane fade active in\">[vc_row_inner content_placement=&#8221;top&#8221; gap=&#8221;20&#8243;][vc_column_inner enable_content_animation=&#8221;yes&#8221; ca_init_scale_x=&#8221;1&#8243; ca_init_scale_y=&#8221;1&#8243; ca_init_opacity=&#8221;0&#8243; ca_an_scale_x=&#8221;1&#8243; ca_an_scale_y=&#8221;1&#8243; ca_an_opacity=&#8221;1&#8243; ca_init_scale_z=&#8221;1&#8243; ca_an_scale_z=&#8221;1&#8243; offset=&#8221;vc_col-lg-offset-0 vc_col-lg-6 vc_col-md-offset-1 vc_col-md-5&#8243; ca_duration=&#8221;1800&#8243; ca_delay=&#8221;180&#8243; ca_init_translate_y=&#8221;30&#8243; el_id=&#8221;ikonyrozwiazania&#8221; css=&#8221;.vc_custom_1631623800998{margin-bottom: 20px !important;}&#8221;]<style>.ld_icon_box_69e4b603247bd .iconbox-icon-container{color:#ff3517;font-size:17px;border-radius:px;}.ld_icon_box_69e4b603247bd .lqd-iconbox-title{color:rgb(51, 51, 51);margin-bottom:1px;font-size:17px;}<\/style>\n<div class=\"iconbox iconbox-inline text-left ld_icon_box_69e4b603247bd\" id=\"ld_icon_box_69e4b603247bd\"  data-animate-icon=\"true\" data-plugin-options='{\"color\":\"#ff3517\"}'  >\n\t\n\t\t\t\t\t\n\t\n\t<div class=\"iconbox-icon-wrap\"><span class=\"iconbox-icon-container\"><i class=\"lqd-icn-ess icon-md-arrow-forward\"><\/i><\/span><\/div>\t\n\t<h3 class=\"lqd-iconbox-title font-weight-bold\">CATEGORY:<\/h3>\t\n\t<div class=\"contents\">\t\n\t\t\n\t\t<p><span style=\"font-size: 17px;color: #333;margin-left: 24px\">Machine Learning Solutions<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<style>.ld_spacer_69e4b6032499f{height:20px;}<\/style>\n<div class=\"ld-empty-space ld_spacer_69e4b6032499f\"><\/div><style>.ld_icon_box_69e4b60324ae1 .iconbox-icon-container{color:#ff3517;font-size:17px;border-radius:px;}.ld_icon_box_69e4b60324ae1 .lqd-iconbox-title{color:rgb(51, 51, 51);margin-bottom:1px;font-size:17px;}<\/style>\n<div class=\"iconbox iconbox-inline text-left ld_icon_box_69e4b60324ae1\" id=\"ld_icon_box_69e4b60324ae1\"  data-animate-icon=\"true\" data-plugin-options='{\"color\":\"#ff3517\"}'  >\n\t\n\t\t\t\t\t\n\t\n\t<div class=\"iconbox-icon-wrap\"><span class=\"iconbox-icon-container\"><i class=\"lqd-icn-ess icon-md-arrow-forward\"><\/i><\/span><\/div>\t\n\t<h3 class=\"lqd-iconbox-title font-weight-bold\">INDUSTRY:<\/h3>\t\n\t<div class=\"contents\">\t\n\t\t\n\t\t<p><span style=\"margin-left: 24px;font-size: 17px;color: #333;margin-top: -15px !important\">Industry, heat treatment<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<style>.ld_spacer_69e4b60324cb1{height:20px;}<\/style>\n<div class=\"ld-empty-space ld_spacer_69e4b60324cb1\"><\/div><style>.ld_icon_box_69e4b60324def .iconbox-icon-container{color:#ff3517;font-size:17px;border-radius:px;}.ld_icon_box_69e4b60324def .lqd-iconbox-title{color:rgb(51, 51, 51);margin-bottom:1px;font-size:17px;}<\/style>\n<div class=\"iconbox iconbox-inline text-left ld_icon_box_69e4b60324def\" id=\"ld_icon_box_69e4b60324def\"  data-animate-icon=\"true\" data-plugin-options='{\"color\":\"#ff3517\"}'  >\n\t\n\t\t\t\t\t\n\t\n\t<div class=\"iconbox-icon-wrap\"><span class=\"iconbox-icon-container\"><i class=\"lqd-icn-ess icon-md-arrow-forward\"><\/i><\/span><\/div>\t\n\t<h3 class=\"lqd-iconbox-title font-weight-bold\">PROBLEM:<\/h3>\t\n\t<div class=\"contents\">\t\n\t\t\n\t\t<p><span style=\"font-size: 17px;color: #333;margin-left: 24px\">Costly method of checking temperature inside batches &#8211; necessity to drill through a portion of the batch, which constitutes waste.<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n[\/vc_column_inner][vc_column_inner enable_content_animation=&#8221;yes&#8221; ca_init_scale_x=&#8221;1&#8243; ca_init_scale_y=&#8221;1&#8243; ca_init_opacity=&#8221;1&#8243; ca_an_scale_x=&#8221;1&#8243; ca_an_scale_y=&#8221;1&#8243; ca_an_opacity=&#8221;1&#8243; ca_init_scale_z=&#8221;1&#8243; ca_an_scale_z=&#8221;1&#8243; offset=&#8221;vc_col-md-6&#8243;]<style>.ld_icon_box_69e4b6032505c .iconbox-icon-container{color:#ff3517;font-size:17px;border-radius:px;}.ld_icon_box_69e4b6032505c .lqd-iconbox-title{color:rgb(51, 51, 51);margin-bottom:1px;font-size:17px;}<\/style>\n<div class=\"iconbox iconbox-inline text-left ld_icon_box_69e4b6032505c\" id=\"ld_icon_box_69e4b6032505c\"  data-animate-icon=\"true\" data-plugin-options='{\"color\":\"#ff3517\"}'  >\n\t\n\t\t\t\t\t\n\t\n\t<div class=\"iconbox-icon-wrap\"><span class=\"iconbox-icon-container\"><i class=\"lqd-icn-ess icon-md-arrow-forward\"><\/i><\/span><\/div>\t\n\t<h3 class=\"lqd-iconbox-title font-weight-bold\">SOLUTION:<\/h3>\t\n\t<div class=\"contents\">\t\n\t\t\n\t\t<p><span style=\"font-size: 17px;color: #333;margin-left: 24px\">Development of an artificial intelligence model to monitor temperature inside the batch.<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<style>.ld_spacer_69e4b6032521d{height:20px;}<\/style>\n<div class=\"ld-empty-space ld_spacer_69e4b6032521d\"><\/div><style>.ld_icon_box_69e4b603253c6 .iconbox-icon-container{color:#ff3517;font-size:17px;border-radius:px;}.ld_icon_box_69e4b603253c6 .lqd-iconbox-title{color:rgb(51, 51, 51);margin-bottom:1px;font-size:17px;}<\/style>\n<div class=\"iconbox iconbox-inline text-left ld_icon_box_69e4b603253c6\" id=\"ld_icon_box_69e4b603253c6\"  data-animate-icon=\"true\" data-plugin-options='{\"color\":\"#ff3517\"}'  >\n\t\n\t\t\t\t\t\n\t\n\t<div class=\"iconbox-icon-wrap\"><span class=\"iconbox-icon-container\"><i class=\"lqd-icn-ess icon-md-arrow-forward\"><\/i><\/span><\/div>\t\n\t<h3 class=\"lqd-iconbox-title font-weight-bold\">G\u0141\u00d3WNE EFEKTY PROJEKTU:<\/h3>\t\n\t<div class=\"contents\">\t\n\t\t\n\t\t<ol style=\"color: #333 !important;font-size: 17px !important\">\n<li>Optimization of costs associated with rejected loads.<\/li>\n<li>Ability to additionally monitor and evaluate the analyzed process inside the batch.<\/li>\n<\/ol>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n[\/vc_column_inner][\/vc_row_inner]<\/div><div id=\"lqd-1629982215996-bd2cd78e-c73a\" role=\"tabpanel\" class=\"lqd-tabs-pane fade\">[vc_row_inner content_placement=&#8221;top&#8221; gap=&#8221;20&#8243;][vc_column_inner enable_content_animation=&#8221;yes&#8221; ca_init_scale_x=&#8221;1&#8243; ca_init_scale_y=&#8221;1&#8243; ca_init_opacity=&#8221;0&#8243; ca_an_scale_x=&#8221;1&#8243; ca_an_scale_y=&#8221;1&#8243; ca_an_opacity=&#8221;1&#8243; ca_init_scale_z=&#8221;1&#8243; ca_an_scale_z=&#8221;1&#8243; offset=&#8221;vc_col-lg-offset-0 vc_col-lg-6 vc_col-md-offset-1 vc_col-md-5&#8243; ca_duration=&#8221;1800&#8243; ca_delay=&#8221;180&#8243; ca_init_translate_y=&#8221;30&#8243; css=&#8221;.vc_custom_1631623809005{margin-bottom: 20px !important;}&#8221;]<style>.ld_icon_box_69e4b603256e3 .iconbox-icon-container{color:#ff3517;font-size:17px;border-radius:px;}.ld_icon_box_69e4b603256e3 .lqd-iconbox-title{color:rgb(51, 51, 51);margin-bottom:1px;font-size:17px;}<\/style>\n<div class=\"iconbox iconbox-inline text-left ld_icon_box_69e4b603256e3\" id=\"ld_icon_box_69e4b603256e3\"  data-animate-icon=\"true\" data-plugin-options='{\"color\":\"#ff3517\"}'  >\n\t\n\t\t\t\t\t\n\t\n\t<div class=\"iconbox-icon-wrap\"><span class=\"iconbox-icon-container\"><i class=\"lqd-icn-ess icon-md-arrow-forward\"><\/i><\/span><\/div>\t\n\t<h3 class=\"lqd-iconbox-title font-weight-bold\">CATEGORY:<\/h3>\t\n\t<div class=\"contents\">\t\n\t\t\n\t\t<p><span style=\"font-size: 17px;color: #333;margin-left: 24px\">Machine Learning Solutions, Anomalies in text and numerical data<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<style>.ld_spacer_69e4b603258bc{height:20px;}<\/style>\n<div class=\"ld-empty-space ld_spacer_69e4b603258bc\"><\/div><style>.ld_icon_box_69e4b603259e3 .iconbox-icon-container{color:#ff3517;font-size:17px;border-radius:px;}.ld_icon_box_69e4b603259e3 .lqd-iconbox-title{color:rgb(51, 51, 51);margin-bottom:1px;font-size:17px;}<\/style>\n<div class=\"iconbox iconbox-inline text-left ld_icon_box_69e4b603259e3\" id=\"ld_icon_box_69e4b603259e3\"  data-animate-icon=\"true\" data-plugin-options='{\"color\":\"#ff3517\"}'  >\n\t\n\t\t\t\t\t\n\t\n\t<div class=\"iconbox-icon-wrap\"><span class=\"iconbox-icon-container\"><i class=\"lqd-icn-ess icon-md-arrow-forward\"><\/i><\/span><\/div>\t\n\t<h3 class=\"lqd-iconbox-title font-weight-bold\">INDUSTRY:<\/h3>\t\n\t<div class=\"contents\">\t\n\t\t\n\t\t<p><span style=\"margin-left: 24px;font-size: 17px;color: #333;margin-top: -15px !important\">Telecommunications<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<style>.ld_spacer_69e4b60325b97{height:20px;}<\/style>\n<div class=\"ld-empty-space ld_spacer_69e4b60325b97\"><\/div><style>.ld_icon_box_69e4b60325d15 .iconbox-icon-container{color:#ff3517;font-size:17px;border-radius:px;}.ld_icon_box_69e4b60325d15 .lqd-iconbox-title{color:rgb(51, 51, 51);margin-bottom:1px;font-size:17px;}<\/style>\n<div class=\"iconbox iconbox-inline text-left ld_icon_box_69e4b60325d15\" id=\"ld_icon_box_69e4b60325d15\"  data-animate-icon=\"true\" data-plugin-options='{\"color\":\"#ff3517\"}'  >\n\t\n\t\t\t\t\t\n\t\n\t<div class=\"iconbox-icon-wrap\"><span class=\"iconbox-icon-container\"><i class=\"lqd-icn-ess icon-md-arrow-forward\"><\/i><\/span><\/div>\t\n\t<h3 class=\"lqd-iconbox-title font-weight-bold\">PROBLEM:<\/h3>\t\n\t<div class=\"contents\">\t\n\t\t\n\t\t<p><span style=\"font-size: 17px;color: #333;margin-left: 24px\">Lack of consistency in database entries shared among multiple entities due to changes in their systems.<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n[\/vc_column_inner][vc_column_inner enable_content_animation=&#8221;yes&#8221; ca_init_scale_x=&#8221;1&#8243; ca_init_scale_y=&#8221;1&#8243; ca_init_opacity=&#8221;1&#8243; ca_an_scale_x=&#8221;1&#8243; ca_an_scale_y=&#8221;1&#8243; ca_an_opacity=&#8221;1&#8243; ca_init_scale_z=&#8221;1&#8243; ca_an_scale_z=&#8221;1&#8243; offset=&#8221;vc_col-md-6&#8243;]<style>.ld_icon_box_69e4b60325f60 .iconbox-icon-container{color:#ff3517;font-size:17px;border-radius:px;}.ld_icon_box_69e4b60325f60 .lqd-iconbox-title{color:rgb(51, 51, 51);margin-bottom:1px;font-size:17px;}<\/style>\n<div class=\"iconbox iconbox-inline text-left ld_icon_box_69e4b60325f60\" id=\"ld_icon_box_69e4b60325f60\"  data-animate-icon=\"true\" data-plugin-options='{\"color\":\"#ff3517\"}'  >\n\t\n\t\t\t\t\t\n\t\n\t<div class=\"iconbox-icon-wrap\"><span class=\"iconbox-icon-container\"><i class=\"lqd-icn-ess icon-md-arrow-forward\"><\/i><\/span><\/div>\t\n\t<h3 class=\"lqd-iconbox-title font-weight-bold\">SOLUTION:<\/h3>\t\n\t<div class=\"contents\">\t\n\t\t\n\t\t<p><span style=\"font-size: 17px;color: #333;margin-left: 24px\">Anomaly detection through field validation and development of an algorithm for detecting changes in JSON object fields.<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<style>.ld_spacer_69e4b6032613b{height:20px;}<\/style>\n<div class=\"ld-empty-space ld_spacer_69e4b6032613b\"><\/div><style>.ld_icon_box_69e4b603262a0 .iconbox-icon-container{color:#ff3517;font-size:17px;border-radius:px;}.ld_icon_box_69e4b603262a0 .lqd-iconbox-title{color:rgb(51, 51, 51);margin-bottom:1px;font-size:17px;}<\/style>\n<div class=\"iconbox iconbox-inline text-left ld_icon_box_69e4b603262a0\" id=\"ld_icon_box_69e4b603262a0\"  data-animate-icon=\"true\" data-plugin-options='{\"color\":\"#ff3517\"}'  >\n\t\n\t\t\t\t\t\n\t\n\t<div class=\"iconbox-icon-wrap\"><span class=\"iconbox-icon-container\"><i class=\"lqd-icn-ess icon-md-arrow-forward\"><\/i><\/span><\/div>\t\n\t<h3 class=\"lqd-iconbox-title font-weight-bold\">G\u0141\u00d3WNE EFEKTY PROJEKTU:<\/h3>\t\n\t<div class=\"contents\">\t\n\t\t\n\t\t<ol style=\"color: #333 !important;font-size: 17px !important\">\n<li>Collecting information about individual fields by creating a script to train the model.<\/li>\n<li>Retraining the existing model using new data (new JSON files) and recalculating statistics.<\/li>\n<li>Detecting anomalies in existing fields and searching for fields that are significantly similar to new ones.<\/li>\n<\/ol>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n[\/vc_column_inner][\/vc_row_inner]<\/div><\/div>\n<\/div>\n[\/vc_column][\/vc_row][vc_row row_scale_bg_onhover=&#8221;yes&#8221; bg_position=&#8221;center top&#8221; enable_loading_bg=&#8221;yes&#8221; css=&#8221;.vc_custom_1772795158899{padding-top: 60px !important;padding-bottom: 70px !important;background-image: url(https:\/\/www.aigorithmics.com\/wp-content\/uploads\/2026\/03\/group-business-people-standing-front-laptop-table-darken.jpg?id=8763) !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}&#8221; responsive_css=&#8221;padding_top_medium:110px|padding_bottom_medium:120px&#8221;][vc_column width=&#8221;2\/3&#8243; enable_content_animation=&#8221;no&#8221; align=&#8221;text-center&#8221; offset=&#8221;vc_col-md-offset-2 vc_col-md-8 vc_col-sm-offset-2&#8243; responsive_align=&#8221;text-center&#8221;]<style>.ld_fancy_heading_69e4b603265ff h2{color:rgb(255, 255, 255);}.ld_fancy_heading_69e4b603265ff h2 {font-size:35px; } @media (min-width: 768px) { .ld_fancy_heading_69e4b603265ff h2 {font-size:46px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e4b603265ff h2 {font-size:60px; }  } .ld_fancy_heading_69e4b603265ff h2 {line-height:1.161em; } .ld_fancy_heading_69e4b603265ff h2 {--element-line-height:1.161em; } .ld_fancy_heading_69e4b603265ff .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69e4b603265ff h2 {font-size:35px; } @media (min-width: 768px) { .ld_fancy_heading_69e4b603265ff h2 {font-size:46px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e4b603265ff h2 {font-size:60px; }  } .ld_fancy_heading_69e4b603265ff h2 {line-height:1.161em; } .ld_fancy_heading_69e4b603265ff h2 {--element-line-height:1.161em; } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69e4b603265ff\">\n\t<h2 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default lqd-split-lines\"   data-split-text=\"true\" data-split-options='{\"type\":\"lines\"}'>  Contact<\/h2><\/div><style>.ld_fancy_heading_69e4b60326d51 p{color:rgb(255, 255, 255);}.ld_fancy_heading_69e4b60326d51 p {font-size:18px; } @media (min-width: 992px) { .ld_fancy_heading_69e4b60326d51 p {font-size:24px; }  } .ld_fancy_heading_69e4b60326d51 p {line-height:1.25em; } .ld_fancy_heading_69e4b60326d51 p {--element-line-height:1.25em; } .ld_fancy_heading_69e4b60326d51 p {margin-bottom:1.75em !important;  } .ld_fancy_heading_69e4b60326d51 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69e4b60326d51 p {font-size:18px; } @media (min-width: 992px) { .ld_fancy_heading_69e4b60326d51 p {font-size:24px; }  } .ld_fancy_heading_69e4b60326d51 p {line-height:1.25em; } .ld_fancy_heading_69e4b60326d51 p {--element-line-height:1.25em; } .ld_fancy_heading_69e4b60326d51 p {margin-bottom:1.75em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69e4b60326d51\">\n\t<p class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default lqd-split-lines\"   data-split-text=\"true\" data-split-options='{\"type\":\"lines\"}'>  A conversation is the first step to understanding organizational needs and assessing project feasibility<\/p><\/div><style>.ld_button_69e4b603275cf {font-size:14px; } .ld_button_69e4b603275cf {font-size:14px; } .ld_button_69e4b603275cf {font-size:14px; } .ld_button_69e4b603275cf {font-size:14px; } .ld_button_69e4b603275cf {font-size:14px; } <\/style><a href=\"https:\/\/www.aigorithmics.com\/aigo-staging\/?page_id=4989\" title=\"Kontakt\" class=\"btn btn-solid text-uppercase btn-hover-txt-liquid-y round border-none btn-has-label ld_button_69e4b603275cf\" >\n\t<span>\n\t\t\n\t\t\t\t\t<span class=\"btn-txt\" data-text=\"Schedule a consultation\" data-split-text=\"true\"\n\t\t\t\t\t    data-split-options='{\"type\": \"chars, words\"}'>Schedule a consultation<\/span>\n\t\t\t\n\t\t\t\t\t<\/span>\n<\/a>\n[\/vc_column][\/vc_row]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[vc_row full_width=&#8221;stretch_row&#8221; stack_columns_placement=&#8221;middle&#8221; content_placement=&#8221;bottom&#8221; luminosity=&#8221;light&#8221; trp_param_exclude_languages=&#8221;en_GB&#8221; trp_param_exclude=&#8221;true&#8221; css=&#8221;.vc_custom_1774009976063{margin-top: 150px !important;margin-bottom: 150px !important;padding-top: 200px !important;padding-bottom: 100px !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}&#8221; responsive_css=&#8221;border_bottom_medium:1px|padding_top_medium:75px|padding_bottom_medium:45px|padding_top_small:70px|padding_bottom_small:45px&#8221; el_id=&#8221;wiecejzdanych&#8221; data_tooltip=&#8221;Wi\u0119cej z danych&#8221;][vc_column column_content_align=&#8221;justify-content-center&#8221; responsive_align=&#8221;text-lg-center&#8221; offset=&#8221;vc_col-sm-offset-0&#8243; responsive_css=&#8221;padding_right_large:100px|padding_left_large:100px&#8221;][\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row&#8221; gap=&#8221;35&#8243; css=&#8221;.vc_custom_1774011363617{padding-top: 100px !important;padding-right: 30px !important;padding-bottom: 80px !important;padding-left: 20px !important;background-image: url(https:\/\/www.aigorithmics.com\/wp-content\/uploads\/2021\/09\/dlaczego-1.jpg?id=6688) !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}&#8221; responsive_css=&#8221;padding_top_medium:120px|padding_bottom_medium:60px&#8221; el_id=&#8221;what-we-do&#8221;][vc_column offset=&#8221;vc_col-lg-6 vc_col-md-12&#8243;][vc_column_text] Anomaly [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-9210","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.aigorithmics.com\/en\/wp-json\/wp\/v2\/pages\/9210","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.aigorithmics.com\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.aigorithmics.com\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.aigorithmics.com\/en\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aigorithmics.com\/en\/wp-json\/wp\/v2\/comments?post=9210"}],"version-history":[{"count":2,"href":"https:\/\/www.aigorithmics.com\/en\/wp-json\/wp\/v2\/pages\/9210\/revisions"}],"predecessor-version":[{"id":9298,"href":"https:\/\/www.aigorithmics.com\/en\/wp-json\/wp\/v2\/pages\/9210\/revisions\/9298"}],"wp:attachment":[{"href":"https:\/\/www.aigorithmics.com\/en\/wp-json\/wp\/v2\/media?parent=9210"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}