{"id":10251,"date":"2025-07-07T15:55:00","date_gmt":"2025-07-07T13:55:00","guid":{"rendered":"https:\/\/aspecta.sk\/?p=10251"},"modified":"2025-10-23T11:00:12","modified_gmt":"2025-10-23T09:00:12","slug":"automation-of-product-documentation-aws-ai","status":"publish","type":"post","link":"https:\/\/aspecta.sk\/en\/automatizacia-produktovej-dokumentacie-aws-ai\/","title":{"rendered":"Automation of the processing of the product documentation"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"10251\" class=\"elementor elementor-10251\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-56efbc2e elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"56efbc2e\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&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-66 elementor-top-column elementor-element elementor-element-3e3ffa3\" data-id=\"3e3ffa3\" data-element_type=\"column\" data-e-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-4d777347 elementor-align-left elementor-widget elementor-widget-elementskit-category-list\" data-id=\"4d777347\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"elementskit-category-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" >\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t<a href=\"https:\/\/aspecta.sk\/en\/category\/case-studies\/\" >\n                                                    <span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-double-right\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34zm192-34l-136-136c-9.4-9.4-24.6-9.4-33.9 0l-22.6 22.6c-9.4 9.4-9.4 24.6 0 33.9l96.4 96.4-96.4 96.4c-9.4 9.4-9.4 24.6 0 33.9l22.6 22.6c9.4 9.4 24.6 9.4 33.9 0l136-136c9.4-9.2 9.4-24.4 0-33.8z\"><\/path><\/svg>                            <\/span>\n                                                <span class=\"elementor-icon-list-text\">Case Studies<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t<a href=\"https:\/\/aspecta.sk\/en\/category\/umela-inteligencia\/\" >\n                                                    <span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-double-right\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34zm192-34l-136-136c-9.4-9.4-24.6-9.4-33.9 0l-22.6 22.6c-9.4 9.4-9.4 24.6 0 33.9l96.4 96.4-96.4 96.4c-9.4 9.4-9.4 24.6 0 33.9l22.6 22.6c9.4 9.4 24.6 9.4 33.9 0l136-136c9.4-9.2 9.4-24.4 0-33.8z\"><\/path><\/svg>                            <\/span>\n                                                <span class=\"elementor-icon-list-text\">Umel\u00e1 Inteligencia<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-180639f8 elementor-widget elementor-widget-heading\" data-id=\"180639f8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Automatiz\u00e1cia spracovania produktovej dokument\u00e1cie pomocou AWS AI rie\u0161enia \n<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a6748f1 elementor-widget elementor-widget-text-editor\" data-id=\"7a6748f1\" data-element_type=\"widget\" data-e-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\t\t<div class=\"scriptor-paragraph\"><p data-pm-slice=\"1 1 []\"><!--ScriptorStartFragment--><\/p><div class=\"scriptor-paragraph\"><p><!--ScriptorStartFragment--><\/p><div class=\"scriptor-paragraph\">T\u00e1to case study opisuje implement\u00e1ciu serverless AWS rie\u0161enia na automatizovan\u00e9 spracovanie technick\u00fdch dokumentov (datasheety, katal\u00f3gy, certifik\u00e1cie) pre ved\u00faceho slovensk\u00e9ho distrib\u00fatora elektroin\u0161tala\u010dn\u00e9ho materi\u00e1lu a priemyselnej automatiz\u00e1cie. Rie\u0161enie umo\u017enilo dramatick\u00e9 zr\u00fdchlenie spracovania produktov do B2B katal\u00f3gu, zlep\u0161enie kvality d\u00e1t a zn\u00ed\u017eenie prev\u00e1dzkov\u00fdch n\u00e1kladov.<\/div><p><!--ScriptorEndFragment--><\/p><\/div><\/div>\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-355efcef elementor-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"355efcef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-calendar-page-empty\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t07. jul 2025 \u2503 6 min\u00fat \u010d\u00edtania\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\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-33 elementor-top-column elementor-element elementor-element-3f20816a\" data-id=\"3f20816a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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-7c4b7f3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7c4b7f3\" data-element_type=\"section\" data-e-type=\"section\">\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-50 elementor-top-column elementor-element elementor-element-2641f4eb\" data-id=\"2641f4eb\" data-element_type=\"column\" data-e-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-1dd3d69f elementor-widget elementor-widget-image\" data-id=\"1dd3d69f\" data-element_type=\"widget\" data-e-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\t\t<img decoding=\"async\" src=\"https:\/\/aspecta.sk\/wp-content\/uploads\/elementor\/thumbs\/logo-V-KRIVKACH-PIKTOGRAM-pcrkedkfd009j4j9ivks8slnpnrepar9vcpp9tosvk.png\" title=\"Logo Aspecta\" alt=\"aspecta logo\" loading=\"lazy\" \/>\t\t\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-29a63dc3\" data-id=\"29a63dc3\" data-element_type=\"column\" data-e-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-6d134bd4 elementor-widget elementor-widget-heading\" data-id=\"6d134bd4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">V\u00fdzva<\/h2>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3e24f6a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3e24f6a\" data-element_type=\"section\" data-e-type=\"section\">\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-top-column elementor-element elementor-element-904943b\" data-id=\"904943b\" data-element_type=\"column\" data-e-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-a1a71e1 elementor-widget elementor-widget-text-editor\" data-id=\"a1a71e1\" data-element_type=\"widget\" data-e-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\t\t<div class=\"scriptor-paragraph\"><p data-pm-slice=\"1 3 []\">V segmente distrib\u00facie elektroin\u0161tala\u010dn\u00fdch a priemyseln\u00fdch komponentov sa ka\u017edoro\u010dne sprac\u00favaj\u00fa desa\u0165tis\u00edce produktov\u00fdch listov a technick\u00fdch dokumentov od r\u00f4znych v\u00fdrobcov. V\u00e4\u010d\u0161ina firiem pritom st\u00e1le spolieha na manu\u00e1lne prepisovanie \u00fadajov, ktor\u00e9 je pomal\u00e9, neefekt\u00edvne a vystaven\u00e9 vysok\u00e9mu riziku ch\u00fdb. Dynamika trhu, \u010dast\u00e9 zmeny produktov\u00fdch parametrov a tlak na r\u00fdchle uvedenie polo\u017eiek do B2B port\u00e1lov vytv\u00e1raj\u00fa tlak na automatiz\u00e1ciu a d\u00e1tov\u00fa presnos\u0165.<\/p><ul data-spread=\"false\"><li><p><strong>Objem a heterogenita dokumentov:<\/strong> stovky dod\u00e1vate\u013eov a viacero form\u00e1tov (PDF, DOCX, XLS) v r\u00f4znych jazykoch.<\/p><\/li><li><p><strong>Manu\u00e1lna extrakcia \u00fadajov:<\/strong> 15\u201320 min\u00fat na dokument, vysok\u00e9 riziko ch\u00fdb pri ru\u010dnom prepise technick\u00fdch parametrov.<\/p><\/li><li><p><strong>Oneskoren\u00e9 uvedenie produktov:<\/strong> dlh\u0161\u00ed time-to-market pre nov\u00e9 polo\u017eky v B2B port\u00e1li.<\/p><\/li><\/ul><h4 data-pm-slice=\"1 3 []\">\u00a0<\/h4><h4 data-pm-slice=\"1 3 []\"><strong>Ciele projektu<\/strong><\/h4><ul data-spread=\"false\"><li><p>Zr\u00fdchli\u0165 spracovanie dokumentov o minim\u00e1lne 80 %.<\/p><\/li><li><p>Zn\u00ed\u017ei\u0165 manu\u00e1lnu pr\u00e1cu d\u00e1tov\u00e9ho t\u00edmu o 50 %.<\/p><\/li><li><p>Dosiahnu\u0165 presnos\u0165 extrahovan\u00fdch \u00fadajov \u2265 98 %.<\/p><\/li><li><p>Zavies\u0165 \u0161k\u00e1lovate\u013en\u00fa, pay-per-use architekt\u00fauru integrovan\u00fa s ERP a B2B syst\u00e9mom.<\/p><\/li><\/ul><\/div>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-70e36ec elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"70e36ec\" data-element_type=\"section\" data-e-type=\"section\">\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-50 elementor-top-column elementor-element elementor-element-10df90b\" data-id=\"10df90b\" data-element_type=\"column\" data-e-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-5f39f87 elementor-widget elementor-widget-image\" data-id=\"5f39f87\" data-element_type=\"widget\" data-e-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\t\t<img decoding=\"async\" src=\"https:\/\/aspecta.sk\/wp-content\/uploads\/elementor\/thumbs\/logo-V-KRIVKACH-PIKTOGRAM-pcrkedkfd009j4j9ivks8slnpnrepar9vcpp9tosvk.png\" title=\"Logo Aspecta\" alt=\"aspecta logo\" loading=\"lazy\" \/>\t\t\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-d3fb3f3\" data-id=\"d3fb3f3\" data-element_type=\"column\" data-e-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-8674241 elementor-widget elementor-widget-heading\" data-id=\"8674241\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Rie\u0161enie<\/h2>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7644ee1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7644ee1\" data-element_type=\"section\" data-e-type=\"section\">\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-top-column elementor-element elementor-element-af5b01d\" data-id=\"af5b01d\" data-element_type=\"column\" data-e-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-5d0a170 elementor-widget elementor-widget-text-editor\" data-id=\"5d0a170\" data-element_type=\"widget\" data-e-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\t\t<div class=\"scriptor-paragraph\"><p data-pm-slice=\"1 1 []\">Navrhnut\u00e9 rie\u0161enie bolo postaven\u00e9 na bezserverovej AWS architekt\u00fare so zameran\u00edm na AI\/ML a NLP pre spracovanie ne\u0161trukt\u00farovan\u00fdch dokumentov. Tento pr\u00edstup bol zvolen\u00fd ako najoptim\u00e1lnej\u0161\u00ed z h\u013eadiska kombin\u00e1cie flexibility, spo\u013eahlivosti a prev\u00e1dzkovej efekt\u00edvnosti. Serverless model umo\u017e\u0148uje r\u00fdchle \u0161k\u00e1lovanie pod\u013ea objemu dokumentov bez nutnosti spr\u00e1vy infra\u0161trukt\u00fary, zatia\u013e \u010do nat\u00edvne AI slu\u017eby AWS poskytuj\u00fa overen\u00fa presnos\u0165 a mo\u017enos\u0165 r\u00fdchlej integr\u00e1cie s existuj\u00facimi ERP a B2B syst\u00e9mami.<\/p><h4 data-pm-slice=\"1 3 []\">\u00a0<\/h4><h4 data-pm-slice=\"1 3 []\"><strong>K\u013e\u00fa\u010dov\u00e9 komponenty:<\/strong><\/h4><ul data-spread=\"false\"><li><p><strong>Amazon S3<\/strong> \u2013 vstupn\u00e9 \u00falo\u017eisko pre nahr\u00e1van\u00e9 dokumenty.<\/p><\/li><li><p><strong>Amazon Textract<\/strong> \u2013 automatick\u00e1 extrakcia textu, tabuliek a k\u013e\u00fa\u010dov\u00fdch p\u00e1rov.<\/p><\/li><li><p><strong>Amazon Comprehend + custom NLP (SageMaker)<\/strong> \u2013 identifik\u00e1cia a klasifik\u00e1cia technick\u00fdch parametrov (nap\u00e4tie, v\u00fdkon, rozmery, normy, IP krytie).<\/p><\/li><li><p><strong>AWS Lambda<\/strong> \u2013 orchestr\u00e1cia pracovn\u00fdch tokov a transform\u00e1cia do \u0161trukt\u00farovan\u00e9ho JSON.<\/p><\/li><li><p><strong>Amazon DynamoDB<\/strong> \u2013 ukladanie extrahovan\u00fdch d\u00e1t + meta\u00fadajov.<\/p><\/li><li><p><strong>API Gateway<\/strong> \u2013 integr\u00e1cia so syst\u00e9mami ERP a B2B port\u00e1lom.<\/p><\/li><li><p><strong>Amazon CloudWatch<\/strong> \u2013 monitoring KPI, latencie, ch\u00fdb a kvality modelov.<\/p><\/li><\/ul><h4>\u00a0<\/h4><h4><strong>Proces:<\/strong><\/h4><ol start=\"1\" data-spread=\"false\"><li><p>Dod\u00e1vate\u013esk\u00fd s\u00fabor nahran\u00fd do S3 (batch alebo event-driven).<\/p><\/li><li><p>Textract extrahuje text a tabu\u013eky; v\u00fdsledok odovzd\u00e1 Lambda funkcii.<\/p><\/li><li><p>SageMaker NLP model a Comprehend identifikuj\u00fa parametre a mapuj\u00fa ich na intern\u00e9 polia.<\/p><\/li><li><p>Lambda dokon\u010d\u00ed valid\u00e1ciu, vytvor\u00ed JSON a ulo\u017e\u00ed z\u00e1znam do DynamoDB.<\/p><\/li><li><p>API Gateway umo\u017en\u00ed export do ERP a publikovanie v B2B katal\u00f3gu; manu\u00e1lne valid\u00e1cie s\u00fa podporen\u00e9 auditn\u00fdmi logmi.<\/p><\/li><\/ol><\/div><p><!--ScriptorEndFragment--><\/p><p data-pm-slice=\"1 3 []\"><!--ScriptorEndFragment--><\/p>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-09b96f8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"09b96f8\" data-element_type=\"section\" data-e-type=\"section\">\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-50 elementor-top-column elementor-element elementor-element-b411b42\" data-id=\"b411b42\" data-element_type=\"column\" data-e-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-8fff746 elementor-widget elementor-widget-image\" data-id=\"8fff746\" data-element_type=\"widget\" data-e-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\t\t<img decoding=\"async\" src=\"https:\/\/aspecta.sk\/wp-content\/uploads\/elementor\/thumbs\/logo-V-KRIVKACH-PIKTOGRAM-pcrkedkfd009j4j9ivks8slnpnrepar9vcpp9tosvk.png\" title=\"Logo Aspecta\" alt=\"aspecta logo\" loading=\"lazy\" \/>\t\t\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-527d1bb\" data-id=\"527d1bb\" data-element_type=\"column\" data-e-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-e41a43b elementor-widget elementor-widget-heading\" data-id=\"e41a43b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Implement\u00e1cia<\/h2>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-83b73fc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"83b73fc\" data-element_type=\"section\" data-e-type=\"section\">\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-top-column elementor-element elementor-element-caf27c3\" data-id=\"caf27c3\" data-element_type=\"column\" data-e-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-2bd3fec elementor-widget elementor-widget-text-editor\" data-id=\"2bd3fec\" data-element_type=\"widget\" data-e-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\t\t<p data-pm-slice=\"1 3 []\"><strong>F\u00e1zy projektu (3\u20136 mesiacov):<\/strong><\/p><ul data-spread=\"false\"><li><p>Anal\u00fdza a PoC (4 t\u00fd\u017edne): audit vstupn\u00fdch dokumentov, defin\u00edcia taxon\u00f3mie parametrov, PoC na vzorke 500 dokumentov.<\/p><\/li><li><p>V\u00fdvoj a tr\u00e9ning (6\u201310 t\u00fd\u017ed\u0148ov): nasadenie Textract, tr\u00e9ning custom NLP modelu v SageMaker, v\u00fdvoj Lambd a integr\u00e1ci\u00ed.<\/p><\/li><li><p>Integr\u00e1cia a testovanie (4\u20136 t\u00fd\u017ed\u0148ov): prepojenie s ERP, testy end\u2011to\u2011end, bezpe\u010dnostn\u00e9 rev\u00edzie.<\/p><\/li><li><p>Nasadenie a doladenie (2\u20134 t\u00fd\u017edne): monitorovanie, sp\u00e4tn\u00e1 v\u00e4zba pou\u017e\u00edvate\u013eov, kalibr\u00e1cia modelov.<\/p><\/li><\/ul><p>\u00a0<\/p><p><strong>K\u013e\u00fa\u010dov\u00e9 rozhodnutia:<\/strong><\/p><ul data-spread=\"false\"><li><p>Vo\u013eba serverless AWS rie\u0161enia kv\u00f4li \u0161k\u00e1lovate\u013enosti a platbe pod\u013ea spotreby.<\/p><\/li><li><p>Hybridn\u00fd pr\u00edstup: automatick\u00e9 spracovanie + \u013eudsk\u00e1 valid\u00e1cia vo v\u00fdnimo\u010dn\u00fdch pr\u00edpadoch.<\/p><\/li><\/ul><p data-pm-slice=\"1 1 []\"><!--ScriptorEndFragment--><\/p>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c1de72f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c1de72f\" data-element_type=\"section\" data-e-type=\"section\">\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-50 elementor-top-column elementor-element elementor-element-4fe8e45\" data-id=\"4fe8e45\" data-element_type=\"column\" data-e-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-3fdf156 elementor-widget elementor-widget-image\" data-id=\"3fdf156\" data-element_type=\"widget\" data-e-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\t\t<img decoding=\"async\" src=\"https:\/\/aspecta.sk\/wp-content\/uploads\/elementor\/thumbs\/logo-V-KRIVKACH-PIKTOGRAM-pcrkedkfd009j4j9ivks8slnpnrepar9vcpp9tosvk.png\" title=\"Logo Aspecta\" alt=\"aspecta logo\" loading=\"lazy\" \/>\t\t\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-75e8ac0\" data-id=\"75e8ac0\" data-element_type=\"column\" data-e-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-9159b3b elementor-widget elementor-widget-heading\" data-id=\"9159b3b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">V\u00fdsledky a benefity<\/h2>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d64b31c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d64b31c\" data-element_type=\"section\" data-e-type=\"section\">\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-top-column elementor-element elementor-element-b0a708d\" data-id=\"b0a708d\" data-element_type=\"column\" data-e-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-8e3be1d elementor-widget elementor-widget-text-editor\" data-id=\"8e3be1d\" data-element_type=\"widget\" data-e-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\t\t<p data-pm-slice=\"1 1 []\">\u00davodn\u00e9 vyhodnotenie potvrdilo, \u017ee nasaden\u00e9 rie\u0161enie prinieslo merate\u013en\u00fd dopad nielen na prev\u00e1dzkov\u00fa efektivitu, ale aj na kvalitu d\u00e1t a r\u00fdchlos\u0165 uv\u00e1dzania produktov na trh. Kombin\u00e1cia AI a serverless pr\u00edstupu sa uk\u00e1zala ako k\u013e\u00fa\u010dov\u00e1 pri zvl\u00e1dan\u00ed vysok\u00e9ho objemu dokumentov, pri\u010dom syst\u00e9m sa prisp\u00f4sobuje re\u00e1lnym potreb\u00e1m a poskytuje spo\u013eahliv\u00e9, \u0161k\u00e1lovate\u013en\u00e9 v\u00fdsledky aj pri rast\u00facej z\u00e1\u0165a\u017ei.<\/p><p><strong>KPI 1 \u2013 R\u00fdchlos\u0165 spracovania<\/strong><\/p><ul data-spread=\"false\"><li><p>Baseline: 15\u201320 min\u00fat\/dokument.<\/p><\/li><li><p>V\u00fdsledok: priemer 1:45 min\/dokument.<\/p><\/li><li><p>Dopad: ~90 % zr\u00fdchlenie; v\u00fdrazn\u00e9 zr\u00fdchlenie nahr\u00e1vania produktov do katal\u00f3gu.<\/p><\/li><\/ul><p><strong>KPI 2 \u2013 Presnos\u0165 d\u00e1t<\/strong><\/p><ul data-spread=\"false\"><li><p>Baseline: 93\u201395 % (manu\u00e1lne).<\/p><\/li><li><p>V\u00fdsledok: 98,6 % po valid\u00e1cii.<\/p><\/li><li><p>Dopad: menej reklam\u00e1ci\u00ed; vy\u0161\u0161ia kvalita full\u2011text vyh\u013ead\u00e1vania.<\/p><\/li><\/ul><p><strong>KPI 3 \u2013 Efektivita n\u00e1kladov<\/strong><\/p><ul data-spread=\"false\"><li><p>V\u00fdsledok: ~40 % \u00faspora n\u00e1kladov na d\u00e1tov\u00fd t\u00edm.<\/p><\/li><li><p>Dopad: ni\u017e\u0161ie OPEX, mo\u017enos\u0165 alokova\u0165 zdroje do rozvoja katal\u00f3gu a UX.<\/p><\/li><\/ul><p><strong>Prev\u00e1dzkov\u00e9 benefity:<\/strong><\/p><ul data-spread=\"false\"><li><p>\u0160k\u00e1lovate\u013en\u00e9 spracovanie tis\u00edcov dokumentov paralelne.<\/p><\/li><li><p>Lep\u0161ia verzion\u00e1cia a audit d\u00e1t (DynamoDB + CloudWatch logs).<\/p><\/li><li><p>Podpora viacjazy\u010dnosti (SK\/EN\/DE) v\u010faka Comprehend + custom NLP.<\/p><\/li><\/ul><p>\u00a0<\/p><p><span style=\"color: #ff0000;\"><em>\u201eAutomatizovan\u00e9 spracovanie dokumentov n\u00e1s zbavilo rutinn\u00fdch \u00faloh a umo\u017enilo t\u00edmu s\u00fastredi\u0165 sa na kvalitu katal\u00f3gu. R\u00fdchlej\u0161ie nahr\u00e1vanie produktov priamo podporilo na\u0161e obchodn\u00e9 ciele.\u201c<\/em>\u00a0<\/span><\/p><p><!--ScriptorEndFragment--><\/p><p><!--ScriptorEndFragment--><\/p><p data-pm-slice=\"1 1 []\"><!--ScriptorEndFragment--><\/p>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b328aff elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b328aff\" data-element_type=\"section\" data-e-type=\"section\">\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-50 elementor-top-column elementor-element elementor-element-d5fad9b\" data-id=\"d5fad9b\" data-element_type=\"column\" data-e-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-0330e2c elementor-widget elementor-widget-image\" data-id=\"0330e2c\" data-element_type=\"widget\" data-e-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\t\t<img decoding=\"async\" src=\"https:\/\/aspecta.sk\/wp-content\/uploads\/elementor\/thumbs\/logo-V-KRIVKACH-PIKTOGRAM-pcrkedkfd009j4j9ivks8slnpnrepar9vcpp9tosvk.png\" title=\"Logo Aspecta\" alt=\"aspecta logo\" loading=\"lazy\" \/>\t\t\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-fbdd625\" data-id=\"fbdd625\" data-element_type=\"column\" data-e-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-42ccf37 elementor-widget elementor-widget-heading\" data-id=\"42ccf37\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Z\u00e1ver<\/h2>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-53cca72 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"53cca72\" data-element_type=\"section\" data-e-type=\"section\">\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-top-column elementor-element elementor-element-55cae42\" data-id=\"55cae42\" data-element_type=\"column\" data-e-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-8646510 elementor-widget elementor-widget-text-editor\" data-id=\"8646510\" data-element_type=\"widget\" data-e-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\t\t<p data-pm-slice=\"1 1 []\">Projekt potvrdil, \u017ee <strong>automatiz\u00e1cia zalo\u017een\u00e1 na AI a serverless architekt\u00fare<\/strong> je efekt\u00edvnym sp\u00f4sobom, ako zr\u00fdchli\u0165 a spresni\u0165 spracovanie produktovej dokument\u00e1cie v technicky n\u00e1ro\u010dn\u00fdch segmentoch. Rie\u0161enie umo\u017enilo klientovi <strong>premeni\u0165 \u010dasovo n\u00e1ro\u010dn\u00fd manu\u00e1lny proces na agiln\u00fd a presne merate\u013en\u00fd syst\u00e9m<\/strong>, ktor\u00fd sa dok\u00e1\u017ee \u0161k\u00e1lova\u0165 pod\u013ea potrieb. Overen\u00e1 kombin\u00e1cia AWS slu\u017eieb vytvorila pevn\u00fd z\u00e1klad pre \u010fal\u0161ie roz\u0161irovanie automatiz\u00e1cie a inteligentn\u00e9ho riadenia d\u00e1t naprie\u010d organiz\u00e1ciou.<\/p>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-498b403f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"498b403f\" data-element_type=\"section\" data-e-type=\"section\">\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-top-column elementor-element elementor-element-28b4366f\" data-id=\"28b4366f\" data-element_type=\"column\" data-e-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-583a0a1d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"583a0a1d\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&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-63b691f0\" data-id=\"63b691f0\" data-element_type=\"column\" data-e-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-11c4c464 elementor-widget elementor-widget-heading\" data-id=\"11c4c464\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Prihl\u00e1ste sa na odber a neunikne v\u00e1m \u017eiadny \u010dl\u00e1nok<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2d0c784c eael-wpforms-labels-yes eael-wpforms-form-button-custom elementor-widget elementor-widget-eael-wpforms\" data-id=\"2d0c784c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"eael-wpforms.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t            <div class=\"eael-contact-form eael-wpforms placeholder-hide eael-wpforms-align-left\">\n                                <div class=\"wpforms-container wpforms-container-full\" id=\"wpforms-7874\"><form id=\"wpforms-form-7874\" class=\"wpforms-validate wpforms-form wpforms-ajax-form\" data-formid=\"7874\" method=\"post\" enctype=\"multipart\/form-data\" action=\"\/en\/wp-json\/wp\/v2\/posts\/10251\" data-token=\"4845011ee90480ead7b7978025cedcc1\" data-token-time=\"1777135984\"><noscript 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data-id=\"18016684\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u010eal\u0161ie \u010dl\u00e1nky, ktor\u00e9 by sa v\u00e1m mohli p\u00e1\u010di\u0165<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2cdde7f5 elementor-widget elementor-widget-elementskit-post-list\" data-id=\"2cdde7f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"elementskit-post-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" >\t\t<ul class=\"elementor-icon-list-items ekit-post-list-wrapper \">\n\t\t\t\t\t\t<li class=\"elementor-icon-list-item   \">\n\t\t\t\t<a href=\"https:\/\/aspecta.sk\/en\/digitization-human-resources-data-integration-business-processes-kaufland\/\" >\n\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"736\" height=\"400\" src=\"https:\/\/aspecta.sk\/wp-content\/uploads\/2024\/10\/1-create-employee.jpg\" class=\"attachment-medium_large size-medium_large wp-post-image\" alt=\"1 create employee\" srcset=\"https:\/\/aspecta.sk\/wp-content\/uploads\/2024\/10\/1-create-employee.jpg 736w, https:\/\/aspecta.sk\/wp-content\/uploads\/2024\/10\/1-create-employee-300x163.jpg 300w, https:\/\/aspecta.sk\/wp-content\/uploads\/2024\/10\/1-create-employee-18x10.jpg 18w\" sizes=\"(max-width: 736px) 100vw, 736px\" title=\"Digitaliz\u00e1cia person\u00e1lnych s\u00faborov pre retailov\u00fd podnik \u200b 1\">\t\t\t\t\t<div class=\"ekit_post_list_content_wraper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"meta-lists\">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"meta-category\">\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-folder\"><\/i>\n\t\t\t\t\t\t\t\t\tCase Studies\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Digitaliz\u00e1cia person\u00e1lnych s\u00faborov pre retailov\u00fd podnik \u200b<\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t\t<\/li>\n\t\t\t\t\t<li class=\"elementor-icon-list-item   \">\n\t\t\t\t<a href=\"https:\/\/aspecta.sk\/en\/navrh-informacneho-systemu-pre-sazp\/\" >\n\t\t\t\t\t<img decoding=\"async\" width=\"768\" height=\"512\" src=\"https:\/\/aspecta.sk\/wp-content\/uploads\/2023\/04\/sazp-blog-768x512.jpg\" class=\"attachment-medium_large size-medium_large wp-post-image\" alt=\"sazp blog\" srcset=\"https:\/\/aspecta.sk\/wp-content\/uploads\/2023\/04\/sazp-blog-768x512.jpg 768w, https:\/\/aspecta.sk\/wp-content\/uploads\/2023\/04\/sazp-blog-300x200.jpg 300w, https:\/\/aspecta.sk\/wp-content\/uploads\/2023\/04\/sazp-blog-18x12.jpg 18w, https:\/\/aspecta.sk\/wp-content\/uploads\/2023\/04\/sazp-blog.jpg 800w\" sizes=\"(max-width: 768px) 100vw, 768px\" title=\"N\u00e1vrh informa\u010dn\u00e9ho syst\u00e9mu pre SA\u017dP \u200b 2\">\t\t\t\t\t<div class=\"ekit_post_list_content_wraper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"meta-lists\">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"meta-category\">\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-folder\"><\/i>\n\t\t\t\t\t\t\t\t\tCase Studies\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">N\u00e1vrh informa\u010dn\u00e9ho syst\u00e9mu pre SA\u017dP \u200b<\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t\t<\/li>\n\t\t\t\t\t<li class=\"elementor-icon-list-item   \">\n\t\t\t\t<a href=\"https:\/\/aspecta.sk\/en\/digitization-of-work-instructions-in-maintenance-tesla\/\" >\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"480\" src=\"https:\/\/aspecta.sk\/wp-content\/uploads\/2024\/10\/instrukcie.digitalizacis-768x480.jpg\" class=\"attachment-medium_large size-medium_large wp-post-image\" alt=\"instrukcie.digitalizacis\" srcset=\"https:\/\/aspecta.sk\/wp-content\/uploads\/2024\/10\/instrukcie.digitalizacis-768x480.jpg 768w, https:\/\/aspecta.sk\/wp-content\/uploads\/2024\/10\/instrukcie.digitalizacis-300x188.jpg 300w, https:\/\/aspecta.sk\/wp-content\/uploads\/2024\/10\/instrukcie.digitalizacis-1024x641.jpg 1024w, https:\/\/aspecta.sk\/wp-content\/uploads\/2024\/10\/instrukcie.digitalizacis-18x12.jpg 18w, https:\/\/aspecta.sk\/wp-content\/uploads\/2024\/10\/instrukcie.digitalizacis.jpg 1279w\" sizes=\"(max-width: 768px) 100vw, 768px\" title=\"Digitaliz\u00e1cia pracovn\u00fdch in\u0161trukci\u00ed vo v\u00fdrobe pre popredn\u00e9ho inov\u00e1tora v elektromobilite\u200b 3\">\t\t\t\t\t<div class=\"ekit_post_list_content_wraper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"meta-lists\">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"meta-category\">\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-folder\"><\/i>\n\t\t\t\t\t\t\t\t\tCase Studies\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Digitaliz\u00e1cia pracovn\u00fdch in\u0161trukci\u00ed vo v\u00fdrobe pre popredn\u00e9ho inov\u00e1tora v elektromobilite\u200b<\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t\t<\/li>\n\t\t\t\t\t<li class=\"elementor-icon-list-item   \">\n\t\t\t\t<a href=\"https:\/\/aspecta.sk\/en\/moderne-digitalne-pracovisko-strategia-trendy\/\" >\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"512\" src=\"https:\/\/aspecta.sk\/wp-content\/uploads\/2022\/10\/digitalne-pracovisko-dex-aspecta-768x512.jpg\" class=\"attachment-medium_large size-medium_large wp-post-image\" alt=\"digitalne pracovisko dex aspecta\" srcset=\"https:\/\/aspecta.sk\/wp-content\/uploads\/2022\/10\/digitalne-pracovisko-dex-aspecta-768x512.jpg 768w, https:\/\/aspecta.sk\/wp-content\/uploads\/2022\/10\/digitalne-pracovisko-dex-aspecta-300x200.jpg 300w, https:\/\/aspecta.sk\/wp-content\/uploads\/2022\/10\/digitalne-pracovisko-dex-aspecta-1024x683.jpg 1024w, https:\/\/aspecta.sk\/wp-content\/uploads\/2022\/10\/digitalne-pracovisko-dex-aspecta-18x12.jpg 18w, https:\/\/aspecta.sk\/wp-content\/uploads\/2022\/10\/digitalne-pracovisko-dex-aspecta.jpg 1200w\" sizes=\"(max-width: 768px) 100vw, 768px\" title=\"Modern\u00e9 digit\u00e1lne pracovisko: strat\u00e9gia, trendy a best practices \u200b 4\">\t\t\t\t\t<div class=\"ekit_post_list_content_wraper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"meta-lists\">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"meta-category\">\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-folder\"><\/i>\n\t\t\t\t\t\t\t\t\tDigit\u00e1lna transform\u00e1cia\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Modern\u00e9 digit\u00e1lne pracovisko: strat\u00e9gia, trendy a best practices \u200b<\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t<\/div>\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>This case study describes the implementation of a serverless AWS solution for automated processing of technical documents (data sheets, catalogs, certifications) for a leading Slovak distributor of electrical installation materials and industrial automation. The solution enabled a dramatic acceleration in the processing of products into the B2B catalog, improved data quality, and reduced operating costs.<\/p>","protected":false},"author":1,"featured_media":10253,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[15,35],"tags":[],"class_list":["post-10251","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-case-studies","category-umela-inteligencia"],"_links":{"self":[{"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/posts\/10251","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/comments?post=10251"}],"version-history":[{"count":6,"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/posts\/10251\/revisions"}],"predecessor-version":[{"id":10840,"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/posts\/10251\/revisions\/10840"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/media\/10253"}],"wp:attachment":[{"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/media?parent=10251"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/categories?post=10251"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/tags?post=10251"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}