{"id":8999,"date":"2026-03-24T11:20:14","date_gmt":"2026-03-24T10:20:14","guid":{"rendered":"https:\/\/www.aigorithmics.com\/aigo-staging\/?page_id=8999"},"modified":"2026-03-26T12:25:30","modified_gmt":"2026-03-26T11:25:30","slug":"wykrywanie-anomalii","status":"publish","type":"page","link":"https:\/\/www.aigorithmics.com\/en\/wykrywanie-anomalii\/","title":{"rendered":"Anomaly Detection, Predictive Maintenance"},"content":{"rendered":"<p><style>@media (min-width: 992px) { .liquid-row-responsive-69e21211a4e89 {padding-top:120px !important; padding-bottom:60px !important;  }  }    <\/style><section id=\"what-we-do\" data-row-bg=\"https:\/\/www.aigorithmics.com\/wp-content\/uploads\/2021\/09\/dlaczego-1.jpg?id=6688\" data-bg-image=\"url\" class=\"vc_row vc_custom_1774011363617 liquid-row-responsive-69e21211a4e89 liquid-row-shadowbox-69e21211a4e9d vc_row-has-fill vc_row-has-bg vc_column-gap-35 lqd-has-bg-markup row-bg-appended\"><span class=\"row-bg-loader\"><\/span><div class=\"row-bg-wrap\">\n\t\t<div class=\"row-bg-inner\">\n\t\t\t<figure class=\"row-bg\" ><\/figure>\n\t\t<\/div>\n\t<\/div><div class=\"ld-container container-fluid\"><div class=\"row ld-row ld-row-outer\"><div class=\"wpb_column vc_column_container vc_col-sm-12 vc_col-lg-6 vc_col-md-12 liquid-column-69e21211a51f6\"><div class=\"vc_column-inner\" ><div class=\"wpb_wrapper\"  ><style>.ld_fancy_heading_69e21211a530a h2{color:#f8f9fb;}.ld_fancy_heading_69e21211a530a h2 {font-size:35px; } @media (min-width: 768px) { .ld_fancy_heading_69e21211a530a h2 {font-size:46px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e21211a530a h2 {font-size:50px; }  } .ld_fancy_heading_69e21211a530a h2 {font-weight:500; } .ld_fancy_heading_69e21211a530a h2 {margin-bottom:40px !important;  } .ld_fancy_heading_69e21211a530a .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69e21211a530a h2 {font-size:35px; } @media (min-width: 768px) { .ld_fancy_heading_69e21211a530a h2 {font-size:46px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e21211a530a h2 {font-size:50px; }  } .ld_fancy_heading_69e21211a530a h2 {font-weight:500; } .ld_fancy_heading_69e21211a530a h2 {margin-bottom:40px !important;  } <\/style><div class=\"ld-fancy-heading text-left ld_fancy_heading_69e21211a530a\">\n\t<h2 class=\"ld-fh-element lqd-highlight-underline lqd-highlight-grow-left text-decoration-default\"   >  Kiedy warto zainwestowa\u0107 w\u00a0technologi\u0119 wykrywania anomalii?<\/h2><\/div>\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<p style=\"color: #f8f9fb; margin: 0 0 16px 0; font-size: 20px;\">Technologia wykrywania anomalii jest szczeg\u00f3lnie u\u017cyteczna tam, gdzie skala danych jest zbyt du\u017ca, aby skutecznie analizowa\u0107 j\u0105 r\u0119cznie, a szybka reakcja ma kluczowe znaczenie dla ci\u0105g\u0142o\u015bci dzia\u0142ania.<\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div><\/div><\/div><style>@media (min-width: 768px) { .liquid-column-responsive-69e21211a57a3 > .vc_column-inner {padding-top:40px !important;  }  } <\/style><div class=\"wpb_column vc_column_container vc_col-sm-12 vc_col-lg-6 vc_col-md-12 liquid-column-69e21211a57a1 liquid-column-responsive-69e21211a57a3 vc_col-has-fill\"><div class=\"vc_column-inner  vc_custom_1774519109599\" ><div class=\"wpb_wrapper\"  ><style>.ld_icon_box_69e21211a58f2:hover .iconbox-icon-container{color:rgb(255, 255, 255);}.ld_icon_box_69e21211a58f2 .iconbox-icon-container{font-size:14px;width:35px !important;height:35px !important;background:rgb(255, 53, 23);border-radius:px;}.ld_icon_box_69e21211a58f2 .iconbox-icon-wrap{margin-inline-end:25px !important;}.ld_icon_box_69e21211a58f2 .iconbox-icon-container:before{border-color:rgb(255, 53, 23);}.ld_icon_box_69e21211a58f2 .iconbox-icon-container .iconbox-icon-hover-bg{background:rgba(59, 59, 59, 0);}.ld_icon_box_69e21211a58f2:hover .iconbox-icon-container:before{border-color:rgba(59, 59, 59, 0);}.ld_icon_box_69e21211a58f2 .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_69e21211a58f2\" id=\"ld_icon_box_69e21211a58f2\"  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\">Specyfika pracy wymaga szybszego wykrywania nieprawid\u0142owo\u015bci w danych operacyjnych i procesowych,<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<style>.ld_icon_box_69e21211a5ece:hover .iconbox-icon-container{color:rgb(255, 255, 255);}.ld_icon_box_69e21211a5ece .iconbox-icon-container{font-size:16px;width:35px !important;height:35px !important;background:rgb(255, 53, 23);border-radius:px;}.ld_icon_box_69e21211a5ece .iconbox-icon-wrap{margin-inline-end:25px !important;}.ld_icon_box_69e21211a5ece .iconbox-icon-container:before{border-color:rgb(255, 53, 23);}.ld_icon_box_69e21211a5ece .iconbox-icon-container .iconbox-icon-hover-bg{background:rgba(59, 59, 59, 0);}.ld_icon_box_69e21211a5ece:hover .iconbox-icon-container:before{border-color:rgba(59, 59, 59, 0);}.ld_icon_box_69e21211a5ece .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_69e21211a5ece\" id=\"ld_icon_box_69e21211a5ece\"  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\">Zesp\u00f3\u0142 potrzebuje wcze\u015bniejszego rozpoznawania ryzyka awarii maszyn i urz\u0105dze\u0144,<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<style>.ld_icon_box_69e21211a6401:hover .iconbox-icon-container{color:rgb(255, 255, 255);}.ld_icon_box_69e21211a6401 .iconbox-icon-container{font-size:16px;width:35px !important;height:35px !important;background:rgb(255, 53, 23);border-radius:px;}.ld_icon_box_69e21211a6401 .iconbox-icon-wrap{margin-inline-end:25px !important;}.ld_icon_box_69e21211a6401 .iconbox-icon-container:before{border-color:rgb(255, 53, 23);}.ld_icon_box_69e21211a6401 .iconbox-icon-container .iconbox-icon-hover-bg{background:rgba(59, 59, 59, 0);}.ld_icon_box_69e21211a6401:hover .iconbox-icon-container:before{border-color:rgba(59, 59, 59, 0);}.ld_icon_box_69e21211a6401 .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_69e21211a6401\" id=\"ld_icon_box_69e21211a6401\"  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\">Firma chce lepiej monitorowa\u0107 procesy produkcyjne, logistyczne lub\u00a0infrastrukturalne,<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<style>.ld_icon_box_69e21211a672c:hover .iconbox-icon-container{color:rgb(255, 255, 255);}.ld_icon_box_69e21211a672c .iconbox-icon-container{font-size:16px;width:35px !important;height:35px !important;background:rgb(255, 53, 23);border-radius:px;}.ld_icon_box_69e21211a672c .iconbox-icon-wrap{margin-inline-end:25px !important;}.ld_icon_box_69e21211a672c .iconbox-icon-container:before{border-color:rgb(255, 53, 23);}.ld_icon_box_69e21211a672c .iconbox-icon-container .iconbox-icon-hover-bg{background:rgba(59, 59, 59, 0);}.ld_icon_box_69e21211a672c:hover .iconbox-icon-container:before{border-color:rgba(59, 59, 59, 0);}.ld_icon_box_69e21211a672c .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_69e21211a672c\" id=\"ld_icon_box_69e21211a672c\"  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\">Automatyczne wychwytywanie odchyle\u0144 mog\u0105cych prowadzi\u0107 do strat, op\u00f3\u017anie\u0144 lub spadku jako\u015bci,<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<style>.ld_icon_box_69e21211a6915:hover .iconbox-icon-container{color:rgb(255, 255, 255);}.ld_icon_box_69e21211a6915 .iconbox-icon-container{font-size:16px;width:35px !important;height:35px !important;background:rgb(255, 53, 23);border-radius:px;}.ld_icon_box_69e21211a6915 .iconbox-icon-wrap{margin-inline-end:25px !important;}.ld_icon_box_69e21211a6915 .iconbox-icon-container:before{border-color:rgb(255, 53, 23);}.ld_icon_box_69e21211a6915 .iconbox-icon-container .iconbox-icon-hover-bg{background:rgba(59, 59, 59, 0);}.ld_icon_box_69e21211a6915:hover .iconbox-icon-container:before{border-color:rgba(59, 59, 59, 0);}.ld_icon_box_69e21211a6915 .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_69e21211a6915\" id=\"ld_icon_box_69e21211a6915\"  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\">Praca wymaga ci\u0105g\u0142ej analizy danych z urz\u0105dze\u0144 i czujnik\u00f3w (np. temperatury, wibracji, d\u017awi\u0119ku, ci\u015bnienia i innych parametr\u00f3w pracy).<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/section><style>@media (min-width: 992px) { .liquid-row-responsive-69e21211a6e7e {padding-top:100px !important; padding-bottom:100px !important;  }  }    <\/style><section id=\"rozwiazania\" style=\"background-position:center center !important;\" data-bg-image=\"url\" data-tooltip=\"Rozwi\u0105zania\" class=\"vc_row vc_custom_1774518764160 liquid-row-responsive-69e21211a6e7e liquid-row-shadowbox-69e21211a6e93 vc_row-has-fill vc_row-has-bg vc_column-gap-35\"><div class=\"ld-container container-fluid\"><div class=\"row ld-row ld-row-outer vc_row-o-content-top vc_row-flex\"><div class=\"wpb_column vc_column_container vc_col-sm-12 vc_col-lg-12 vc_col-md-12 text-md-center liquid-column-69e21211a71f3\"><div class=\"vc_column-inner justify-content-center\" ><div class=\"wpb_wrapper\"  ><style>.ld_spacer_69e21211a7293{height:40px;}@media (min-width: 768px) { .ld_spacer_69e21211a7293{height:10px};}@media (min-width: 992px) { .ld_spacer_69e21211a7293{height:50px};}@media (min-width: 1200px) { .ld_spacer_69e21211a7293{height:50px};}<\/style>\n<div class=\"ld-empty-space vc_hidden-lg ld_spacer_69e21211a7293\"><\/div><style>.ld_fancy_heading_69e21211a73aa h1 {font-size:35px; } @media (min-width: 768px) { .ld_fancy_heading_69e21211a73aa h1 {font-size:46px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e21211a73aa h1 {font-size:50px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e21211a73aa h1 {line-height:1.1em; }  } @media (min-width: 992px) { .ld_fancy_heading_69e21211a73aa h1 {--element-line-height:1.1em; }  } .ld_fancy_heading_69e21211a73aa h1 {margin-bottom:70px !important;  } .ld_fancy_heading_69e21211a73aa .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69e21211a73aa h1 {font-size:35px; } @media (min-width: 768px) { .ld_fancy_heading_69e21211a73aa h1 {font-size:46px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e21211a73aa h1 {font-size:50px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e21211a73aa h1 {line-height:1.1em; }  } @media (min-width: 992px) { .ld_fancy_heading_69e21211a73aa h1 {--element-line-height:1.1em; }  } .ld_fancy_heading_69e21211a73aa h1 {margin-bottom:70px !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69e21211a73aa\">\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\"}'>  Korzy\u015bci biznesowe<\/h1><\/div><\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-12 liquid-column-69e21211a795e\"><div class=\"vc_column-inner justify-content-start vc_custom_1774518206193\" ><div class=\"wpb_wrapper\"  ><div class=\"vc_row vc_inner vc_row-fluid liquid-row-shadowbox-69e21211a7bd6\"><div class=\"ld-container container-fluid\"><div class=\"row ld-row ld-row-inner\"><div class=\"wpb_column vc_column_container vc_col-sm-6 vc_col-lg-3 liquid-column-69e21211a7ef5\"><div class=\"vc_column-inner\" ><div class=\"wpb_wrapper\" ><style>.ld_icon_box_69e21211a8010 .iconbox-icon-container{color:rgb(255, 53, 23);margin-bottom:26px !important;border-radius:px;}.ld_icon_box_69e21211a8010 .lqd-iconbox-title{margin-bottom:15px;font-size:23px;}<\/style>\n<div class=\"iconbox text-left ld_icon_box_69e21211a8010 vc_custom_1774517828525\" id=\"ld_icon_box_69e21211a8010\"  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\">Zwi\u0119ksza wydajno\u015b\u0107 proces\u00f3w, umo\u017cliwiaj\u0105c szybsze podejmowanie decyzji i dzia\u0142ania w oparciu o dane.<\/span><\/p>\n<p>&nbsp;<\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-6 vc_col-lg-3 liquid-column-69e21211a86da\"><div class=\"vc_column-inner\" ><div class=\"wpb_wrapper\" ><style>.ld_icon_box_69e21211a8809 .iconbox-icon-container{color:rgb(255, 53, 23);margin-bottom:30px !important;border-radius:px;}.ld_icon_box_69e21211a8809 .lqd-iconbox-title{margin-bottom:15px;font-size:23px;}<\/style>\n<div class=\"iconbox text-left ld_icon_box_69e21211a8809 vc_custom_1774517819325\" id=\"ld_icon_box_69e21211a8809\"  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\">Identyfikowanie nieprawid\u0142owo\u015bci w czasie rzeczywistym pozwala na szybsz\u0105 reakcj\u0119 i napraw\u0119 problem\u00f3w przed ich eskalacj\u0105.<\/span><\/p>\n<p>&nbsp;<\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-6 vc_col-lg-3 liquid-column-69e21211a8ec7\"><div class=\"vc_column-inner\" ><div class=\"wpb_wrapper\" ><style>.ld_icon_box_69e21211a8fdc .iconbox-icon-container{color:rgb(255, 53, 23);margin-bottom:30px !important;border-radius:px;}.ld_icon_box_69e21211a8fdc .lqd-iconbox-title{margin-bottom:15px;font-size:23px;}<\/style>\n<div class=\"iconbox text-left ld_icon_box_69e21211a8fdc vc_custom_1774517793198\" id=\"ld_icon_box_69e21211a8fdc\"  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\">Mo\u017cliwo\u015b\u0107 przewidywania awarii i nieprzewidzianych zdarze\u0144 oraz minimalizacja ich\u00a0wp\u0142ywu.<\/span><\/p>\n<p>&nbsp;<\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-6 vc_col-lg-3 liquid-column-69e21211a94d6\"><div class=\"vc_column-inner\" ><div class=\"wpb_wrapper\" ><style>.ld_icon_box_69e21211a95eb .iconbox-icon-container{color:rgb(255, 53, 23);margin-bottom:30px !important;border-radius:px;}.ld_icon_box_69e21211a95eb .lqd-iconbox-title{margin-bottom:15px;font-size:23px;}<\/style>\n<div class=\"iconbox text-left ld_icon_box_69e21211a95eb vc_custom_1774517806749\" id=\"ld_icon_box_69e21211a95eb\"  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\">Mo\u017cliwo\u015b\u0107 wcze\u015bniejszego wykrycia symptom\u00f3w awarii u\u0142atwia planowanie serwisu i ogranicza kosztowne dzia\u0142ania awaryjne.<\/span><\/p>\n<p>&nbsp;<\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/section><style>@media (min-width: 992px) { .liquid-row-responsive-69e21211a9a41 {padding-bottom:130px !important;  }  }    <\/style><section id=\"casestudies\" class=\"vc_row vc_custom_1774518649946 liquid-row-responsive-69e21211a9a41 liquid-row-shadowbox-69e21211a9a54\"><div class=\"ld-container container\"><div class=\"row ld-row ld-row-outer\"><div class=\"wpb_column vc_column_container vc_col-sm-12 liquid-column-69e21211a9d84\" id=\"case\"><div class=\"vc_column-inner\" ><div class=\"wpb_wrapper\"  ><style><\/style><style>.ld_tabs_69e21211ac728 .lqd-tabs-nav > li > a, .ld_tabs_69e21211ac728 .lqd-tabs-nav .h3{font-size:15px;line-height:1.25em;}.ld_tabs_69e21211ac728 .lqd-tabs-nav li a .h3{color:inherit;}.ld_tabs_69e21211ac728 .lqd-tabs-nav li.active a .h3{color:inherit;}.ld_tabs_69e21211ac728 .lqd-tabs-nav a{color:rgb(255, 255, 255);background:rgb(24, 44, 160);}.ld_tabs_69e21211ac728 .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_69e21211ac728\" 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-69e21211a9f6e 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-69e21211ab36d\"><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\"><div class=\"vc_row vc_inner vc_row-fluid liquid-row-shadowbox-69e21211aa158 vc_column-gap-20\"><div class=\"ld-container container-fluid\"><div class=\"row ld-row ld-row-inner vc_row-o-content-top vc_row-flex\"><div class=\"wpb_column vc_column_container vc_col-sm-12 vc_col-lg-offset-0 vc_col-lg-6 vc_col-md-offset-1 vc_col-md-5 liquid-column-69e21211aa425\" id=\"ikonyrozwiazania\"><div class=\"vc_column-inner vc_custom_1631623800998\" ><div class=\"wpb_wrapper\" data-custom-animations=\"true\" data-ca-options='{\"triggerHandler\":\"inview\",\"animationTarget\":\"all-childs\",\"duration\":\"1800\",\"delay\":\"180\",\"ease\":\"power4.out\",\"direction\":\"forward\",\"initValues\":{\"y\":30,\"transformOriginX\":50,\"transformOriginY\":50,\"transformOriginZ\":\"0px\",\"opacity\":0},\"animations\":{\"y\":0,\"transformOriginX\":50,\"transformOriginY\":50,\"transformOriginZ\":\"0px\",\"opacity\":1}}'><style>.ld_icon_box_69e21211aa54a .iconbox-icon-container{color:#ff3517;font-size:17px;border-radius:px;}.ld_icon_box_69e21211aa54a .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_69e21211aa54a\" id=\"ld_icon_box_69e21211aa54a\"  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<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<style>.ld_spacer_69e21211aa6c8{height:20px;}<\/style>\n<div class=\"ld-empty-space ld_spacer_69e21211aa6c8\"><\/div><style>.ld_icon_box_69e21211aa7d8 .iconbox-icon-container{color:#ff3517;font-size:17px;border-radius:px;}.ld_icon_box_69e21211aa7d8 .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_69e21211aa7d8\" id=\"ld_icon_box_69e21211aa7d8\"  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\">heavy industry, thermal treatment<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<style>.ld_spacer_69e21211aa921{height:20px;}<\/style>\n<div class=\"ld-empty-space ld_spacer_69e21211aa921\"><\/div><style>.ld_icon_box_69e21211aaa23 .iconbox-icon-container{color:#ff3517;font-size:17px;border-radius:px;}.ld_icon_box_69e21211aaa23 .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_69e21211aaa23\" id=\"ld_icon_box_69e21211aaa23\"  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 for checking the temperature inside the load \u2013 the necessity to drill a fragment of a batch, which is a waste.<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-12 vc_col-md-6 liquid-column-69e21211aadf6\"><div class=\"vc_column-inner\" ><div class=\"wpb_wrapper\" data-custom-animations=\"true\" data-ca-options='{\"triggerHandler\":\"inview\",\"animationTarget\":\"all-childs\",\"duration\":700,\"delay\":100,\"ease\":\"power4.out\",\"direction\":\"forward\",\"initValues\":{\"transformOriginX\":50,\"transformOriginY\":50,\"transformOriginZ\":\"0px\"},\"animations\":{\"transformOriginX\":50,\"transformOriginY\":50,\"transformOriginZ\":\"0px\"}}'><style>.ld_icon_box_69e21211aaf16 .iconbox-icon-container{color:#ff3517;font-size:17px;border-radius:px;}.ld_icon_box_69e21211aaf16 .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_69e21211aaf16\" id=\"ld_icon_box_69e21211aaf16\"  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\">Artificial intelligence model for monitoring internal temperature of the load.<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<style>.ld_spacer_69e21211ab08f{height:20px;}<\/style>\n<div class=\"ld-empty-space ld_spacer_69e21211ab08f\"><\/div><style>.ld_icon_box_69e21211ab1b0 .iconbox-icon-container{color:#ff3517;font-size:17px;border-radius:px;}.ld_icon_box_69e21211ab1b0 .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_69e21211ab1b0\" id=\"ld_icon_box_69e21211ab1b0\"  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\">MAIN EFFECTS OF THE PROJECT:<\/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>Cost optimization related to rejected load.<\/li>\n<li>Possibility of additional monitoring and evaluation of the analyzed process (inside the load).<\/li>\n<\/ol>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><div id=\"lqd-1629982215996-bd2cd78e-c73a\" role=\"tabpanel\" class=\"lqd-tabs-pane fade\"><div class=\"vc_row vc_inner vc_row-fluid liquid-row-shadowbox-69e21211ab553 vc_column-gap-20\"><div class=\"ld-container container-fluid\"><div class=\"row ld-row ld-row-inner vc_row-o-content-top vc_row-flex\"><div class=\"wpb_column vc_column_container vc_col-sm-12 vc_col-lg-offset-0 vc_col-lg-6 vc_col-md-offset-1 vc_col-md-5 liquid-column-69e21211ab82c\"><div class=\"vc_column-inner vc_custom_1631623809005\" ><div class=\"wpb_wrapper\" data-custom-animations=\"true\" data-ca-options='{\"triggerHandler\":\"inview\",\"animationTarget\":\"all-childs\",\"duration\":\"1800\",\"delay\":\"180\",\"ease\":\"power4.out\",\"direction\":\"forward\",\"initValues\":{\"y\":30,\"transformOriginX\":50,\"transformOriginY\":50,\"transformOriginZ\":\"0px\",\"opacity\":0},\"animations\":{\"y\":0,\"transformOriginX\":50,\"transformOriginY\":50,\"transformOriginZ\":\"0px\",\"opacity\":1}}'><style>.ld_icon_box_69e21211ab947 .iconbox-icon-container{color:#ff3517;font-size:17px;border-radius:px;}.ld_icon_box_69e21211ab947 .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_69e21211ab947\" id=\"ld_icon_box_69e21211ab947\"  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, Anomalies in text and numerical data<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<style>.ld_spacer_69e21211abab3{height:20px;}<\/style>\n<div class=\"ld-empty-space ld_spacer_69e21211abab3\"><\/div><style>.ld_icon_box_69e21211abbcf .iconbox-icon-container{color:#ff3517;font-size:17px;border-radius:px;}.ld_icon_box_69e21211abbcf .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_69e21211abbcf\" id=\"ld_icon_box_69e21211abbcf\"  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\">Telecommunication<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<style>.ld_spacer_69e21211abd21{height:20px;}<\/style>\n<div class=\"ld-empty-space ld_spacer_69e21211abd21\"><\/div><style>.ld_icon_box_69e21211abe24 .iconbox-icon-container{color:#ff3517;font-size:17px;border-radius:px;}.ld_icon_box_69e21211abe24 .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_69e21211abe24\" id=\"ld_icon_box_69e21211abe24\"  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\">Inconsistency of entries in a database shared between many entities due to changes\nin systems.<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-12 vc_col-md-6 liquid-column-69e21211ac1f1\"><div class=\"vc_column-inner\" ><div class=\"wpb_wrapper\" data-custom-animations=\"true\" data-ca-options='{\"triggerHandler\":\"inview\",\"animationTarget\":\"all-childs\",\"duration\":700,\"delay\":100,\"ease\":\"power4.out\",\"direction\":\"forward\",\"initValues\":{\"transformOriginX\":50,\"transformOriginY\":50,\"transformOriginZ\":\"0px\"},\"animations\":{\"transformOriginX\":50,\"transformOriginY\":50,\"transformOriginZ\":\"0px\"}}'><style>.ld_icon_box_69e21211ac318 .iconbox-icon-container{color:#ff3517;font-size:17px;border-radius:px;}.ld_icon_box_69e21211ac318 .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_69e21211ac318\" id=\"ld_icon_box_69e21211ac318\"  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 by performing field validation and developing an algorithm for\ndetecting changes in the fields of the JSON object.<\/span><\/p>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<style>.ld_spacer_69e21211ac485{height:20px;}<\/style>\n<div class=\"ld-empty-space ld_spacer_69e21211ac485\"><\/div><style>.ld_icon_box_69e21211ac58d .iconbox-icon-container{color:#ff3517;font-size:17px;border-radius:px;}.ld_icon_box_69e21211ac58d .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_69e21211ac58d\" id=\"ld_icon_box_69e21211ac58d\"  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\">MAIN EFFECTS OF THE PROJECT:<\/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 particular fields by creating a script for model training.<\/li>\n<li>Retraining an existing model using new (new JSON files) and recalculating statistics.<\/li>\n<li>Anomaly detection in existing fields and finding fields that are significantly similar to the new ones.<\/li>\n<\/ol>\n\t\t\n\t<\/div>\t\n\t\n<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/section><style>@media (min-width: 992px) { .liquid-row-responsive-69e21211acb3c {padding-top:110px !important; padding-bottom:120px !important;  }  }    <\/style><section data-row-bg=\"https:\/\/www.aigorithmics.com\/wp-content\/uploads\/2026\/03\/group-business-people-standing-front-laptop-table-darken.jpg?id=8763\" style=\"background-position:center top !important;\" data-bg-image=\"url\" class=\"vc_row vc_custom_1772795158899 liquid-row-responsive-69e21211acb3c liquid-row-shadowbox-69e21211acb52 vc_row-has-fill vc_row-has-bg lqd-has-bg-markup row-bg-appended lqd-scale-bg-onhover\"><span class=\"row-bg-loader\"><\/span><div class=\"row-bg-wrap\">\n\t\t<div class=\"row-bg-inner\">\n\t\t\t<figure class=\"row-bg\" ><\/figure>\n\t\t<\/div>\n\t<\/div><div class=\"ld-container container\"><div class=\"row ld-row ld-row-outer\"><div class=\"wpb_column vc_column_container vc_col-sm-8 vc_col-md-offset-2 vc_col-md-8 vc_col-sm-offset-2 text-center liquid-column-69e21211ace95\"><div class=\"vc_column-inner\" ><div class=\"wpb_wrapper\"  ><style>.ld_fancy_heading_69e21211acf9a h2{color:rgb(255, 255, 255);}.ld_fancy_heading_69e21211acf9a h2 {font-size:35px; } @media (min-width: 768px) { .ld_fancy_heading_69e21211acf9a h2 {font-size:46px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e21211acf9a h2 {font-size:60px; }  } .ld_fancy_heading_69e21211acf9a h2 {line-height:1.161em; } .ld_fancy_heading_69e21211acf9a h2 {--element-line-height:1.161em; } .ld_fancy_heading_69e21211acf9a .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69e21211acf9a h2 {font-size:35px; } @media (min-width: 768px) { .ld_fancy_heading_69e21211acf9a h2 {font-size:46px; }  } @media (min-width: 992px) { .ld_fancy_heading_69e21211acf9a h2 {font-size:60px; }  } .ld_fancy_heading_69e21211acf9a h2 {line-height:1.161em; } .ld_fancy_heading_69e21211acf9a h2 {--element-line-height:1.161em; } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69e21211acf9a\">\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_69e21211ad4a2 p{color:rgb(255, 255, 255);}.ld_fancy_heading_69e21211ad4a2 p {font-size:18px; } @media (min-width: 992px) { .ld_fancy_heading_69e21211ad4a2 p {font-size:24px; }  } .ld_fancy_heading_69e21211ad4a2 p {line-height:1.25em; } .ld_fancy_heading_69e21211ad4a2 p {--element-line-height:1.25em; } .ld_fancy_heading_69e21211ad4a2 p {margin-bottom:1.75em !important;  } .ld_fancy_heading_69e21211ad4a2 .lqd-highlight-inner{height:0.275em!important;bottom:0px!important;}.ld_fancy_heading_69e21211ad4a2 p {font-size:18px; } @media (min-width: 992px) { .ld_fancy_heading_69e21211ad4a2 p {font-size:24px; }  } .ld_fancy_heading_69e21211ad4a2 p {line-height:1.25em; } .ld_fancy_heading_69e21211ad4a2 p {--element-line-height:1.25em; } .ld_fancy_heading_69e21211ad4a2 p {margin-bottom:1.75em !important;  } <\/style><div class=\"ld-fancy-heading ld_fancy_heading_69e21211ad4a2\">\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\"}'>  Rozmowa to pierwszy krok do rozpoznania potrzeb organizacji i oceny zasadno\u015bci projektu<\/p><\/div><style>.ld_button_69e21211ada04 {font-size:14px; } .ld_button_69e21211ada04 {font-size:14px; } .ld_button_69e21211ada04 {font-size:14px; } .ld_button_69e21211ada04 {font-size:14px; } .ld_button_69e21211ada04 {font-size:14px; } <\/style><a href=\"https:\/\/www.aigorithmics.com\/en\/aigo-staging\/?page_id=4989\" title=\"Contact\" class=\"btn btn-solid text-uppercase btn-hover-txt-liquid-y round border-none btn-has-label ld_button_69e21211ada04\" >\n\t<span>\n\t\t\n\t\t\t\t\t<span class=\"btn-txt\" data-text=\"Um\u00f3w konsultacj\u0119\" data-split-text=\"true\"\n\t\t\t\t\t    data-split-options='{\"type\": \"chars, words\"}'>Um\u00f3w konsultacj\u0119<\/span>\n\t\t\t\n\t\t\t\t\t<\/span>\n<\/a>\n<\/div><\/div><\/div><\/div><\/div><\/section>","protected":false},"excerpt":{"rendered":"Kiedy warto zainwestowa\u0107 w\u00a0technologi\u0119 wykrywania anomalii? Technologia wykrywania anomalii jest szczeg\u00f3lnie u\u017cyteczna tam, gdzie skala danych jest zbyt du\u017ca, aby skutecznie analizowa\u0107 j\u0105 r\u0119cznie, a szybka reakcja ma kluczowe znaczenie dla ci\u0105g\u0142o\u015bci dzia\u0142ania. Specyfika pracy wymaga szybszego wykrywania nieprawid\u0142owo\u015bci w danych operacyjnych i procesowych, Zesp\u00f3\u0142 potrzebuje wcze\u015bniejszego rozpoznawania ryzyka awarii maszyn i urz\u0105dze\u0144, Firma chce [...]","protected":false},"author":6,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-8999","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.aigorithmics.com\/en\/wp-json\/wp\/v2\/pages\/8999","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=8999"}],"version-history":[{"count":25,"href":"https:\/\/www.aigorithmics.com\/en\/wp-json\/wp\/v2\/pages\/8999\/revisions"}],"predecessor-version":[{"id":9093,"href":"https:\/\/www.aigorithmics.com\/en\/wp-json\/wp\/v2\/pages\/8999\/revisions\/9093"}],"wp:attachment":[{"href":"https:\/\/www.aigorithmics.com\/en\/wp-json\/wp\/v2\/media?parent=8999"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}