{"id":10196,"date":"2025-09-16T09:34:33","date_gmt":"2025-09-16T07:34:33","guid":{"rendered":"https:\/\/aspecta.sk\/?p=10196"},"modified":"2025-10-23T11:07:10","modified_gmt":"2025-10-23T09:07:10","slug":"email-archives-to-ai-knowledge-base","status":"publish","type":"post","link":"https:\/\/aspecta.sk\/en\/transformacia-emailovych-archivov-ai-znalostna-baza\/","title":{"rendered":"Transforming historical email archives into a Generative AI knowledge base"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"10196\" class=\"elementor elementor-10196\">\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 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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\">\n\nTransform\u00e1cia historick\u00fdch e-mailov\u00fdch arch\u00edvov na Generative AI znalostn\u00fa b\u00e1zu\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\">Ve\u013ek\u00fd retailov\u00fd re\u0165azec v segmente kancel\u00e1rskych potrieb, elektroniky a tla\u010dov\u00fdch slu\u017eieb transformoval svoje <strong>historick\u00e9 e-mailov\u00e9 arch\u00edvy do vyh\u013eadate\u013enej znalostnej datab\u00e1zy postavenej na Generative AI<\/strong>. Implementovan\u00e9 rie\u0161enie (AWS Bedrock + OpenSearch Vector Engine) umo\u017enilo v\u00fdrazn\u00e9 <strong>zr\u00fdchlenie rie\u0161enia po\u017eiadaviek z\u00e1kazn\u00edkov<\/strong>, zlep\u0161enie kvality podpory a vytvorenie z\u00e1kladu pre \u010fal\u0161ie d\u00e1tovo riaden\u00e9 iniciat\u00edvy.<!--ScriptorEndFragment--><\/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\t16. september 2025 \u2503 4 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<p data-pm-slice=\"1 3 []\"><!--ScriptorStartFragment--><\/p><div class=\"scriptor-paragraph\">Klient za roky nahromadil rozsiahle mno\u017estvo z\u00e1kazn\u00edckych e-mailov ulo\u017een\u00fdch v PST arch\u00edvoch a \u010fal\u0161\u00edch legacy syst\u00e9moch, ktor\u00e9 boli \u0165a\u017eko pr\u00edstupn\u00e9. V t\u00fdchto ne\u0161trukt\u00faro-van\u00fdch d\u00e1tach sa skr\u00fdvali inform\u00e1cie o potreb\u00e1ch z\u00e1kazn\u00edkov, opakuj\u00facich sa po\u017eiadavk\u00e1ch a trendoch v dopyte. Tradi\u010dn\u00e9 vyh\u013ead\u00e1vanie v\u0161ak fungovalo pomaly a \u010dasto vracalo irelevantn\u00e9 v\u00fdsledky.<\/div><h4>\u00a0<\/h4><h4>Hlavn\u00e9 v\u00fdzvy:<\/h4><ul class=\"\"><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb980\"><strong>Neefekt\u00edvna podpora z\u00e1kazn\u00edkov<\/strong> \u2013 dlh\u00e9 \u010dasy h\u013eadania historickej komunik\u00e1cie.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb980\"><strong>Preme\u0161k\u00e1vanie obchodn\u00fdch pr\u00edle\u017eitost\u00ed<\/strong> \u2013 vzory v historick\u00fdch d\u00e1tach neboli vyu\u017eit\u00e9.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb980\"><strong>Prev\u00e1dzkov\u00e9 \u00fazke hrdl\u00e1<\/strong> \u2013 manu\u00e1lne spracovanie PST s\u00faborov bolo n\u00e1ro\u010dn\u00e9.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb980\"><strong>Strata znalost\u00ed<\/strong> \u2013 organiza\u010dn\u00e1 pam\u00e4\u0165 viazan\u00e1 na \u013eud\u00ed, nie na syst\u00e9m.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb980\"><strong>Konkuren\u010dn\u00e9 riziko<\/strong> \u2013 potreba zr\u00fdchli\u0165 d\u00e1tov\u00e9 procesy kv\u00f4li konkurencii.<\/li><\/ul>\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\">V spolupr\u00e1ci s implementa\u010dn\u00fdm partnerom bol navrhnut\u00fd a nasaden\u00fd Generative AI Smart Assistant pre s\u00e9mantick\u00e9 vyh\u013ead\u00e1vanie v e-mailov\u00fdch arch\u00edvoch a extrakciu obchodne relevantn\u00fdch vzorov.<\/div><div>\u00a0<\/div><div class=\"scriptor-paragraph\"><strong>K\u013e\u00fa\u010dov\u00e9 komponenty:<\/strong><\/div><ul class=\"\"><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb981\">Foundation models via Amazon Bedrock pre NLU a generovanie odpoved\u00ed.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb981\">Amazon OpenSearch Service (Vector Engine) ako index\/vektorov\u00e1 datab\u00e1za pre s\u00e9mantick\u00e9 vyh\u013ead\u00e1vanie.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb981\">Amazon S3 na staging a skladovanie surov\u00fdch arch\u00edvov.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb981\">API Gateway, AWS Lambda pre orchestration dotazov.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb981\">Amazon DynamoDB na spr\u00e1vu stavu konverz\u00e1ci\u00ed a metad\u00e1t.<\/li><\/ul><div>\u00a0<\/div><div class=\"scriptor-paragraph\"><strong>Funk\u010dnos\u0165 rie\u0161enia:<\/strong><\/div><ul class=\"\"><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb982\">S\u00e9mantick\u00e9 vyh\u013ead\u00e1vanie (v\u00fdznam &gt; k\u013e\u00fa\u010dov\u00e9 slov\u00e1) v desa\u0165tis\u00edcoch historick\u00fdch spr\u00e1v.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb982\">Generovanie kontextov\u00fdch odpoved\u00ed a sumariz\u00e1ci\u00ed pre agentov podpory.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb982\">Identifik\u00e1cia obchodn\u00fdch vzorov (opakovan\u00e9 objedn\u00e1vky, opakovan\u00e9 ot\u00e1zky, potenci\u00e1lny dopyt po produktoch).<\/li><\/ul><p><!--ScriptorStartFragment--><\/p><h3>\u00a0<\/h3><h3>Architekt\u00fara (v stru\u010dnosti)<\/h3><ul class=\"\"><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb984\">Ingest pipeline: PST \u2192 parser (extern\u00fd) \u2192 S3 (staging) \u2192 text cleaning \u2192 vectorizer \u2192 OpenSearch (vector indices).<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb984\">AI pipeline: API Gateway \u2192 Lambda \u2192 Bedrock (model) + OpenSearch (retrieval) \u2192 DynamoDB (session state) \u2192 UI.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb984\">Security &amp; observability: VPC endpoints, CloudTrail, CloudWatch, GuardDuty, \u0161ifrovanie v S3, TLS pre API.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb984\">CI\/CD a model lifecycle: repo v Git, CodePipeline\/CD (alebo ekvivalentn\u00fd CI), human checks pre prompt changes.<\/li><\/ul><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<h3>Implement\u00e1cia<\/h3><div class=\"scriptor-paragraph\"><strong>F\u00e1zy projektu:<\/strong><\/div><ol class=\"scriptor-listCounterlist!list-fca61804-3751-4083-a591-78f0bc8ceb983 scriptor-listCounterResetlist!list-fca61804-3751-4083-a591-78f0bc8ceb983\"><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb983\">Anal\u00fdza &amp; n\u00e1vrh \u2013 d\u00e1tov\u00e9 toky, bezpe\u010dnostn\u00e9 pravidl\u00e1, multi-account AWS architekt\u00fara.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb983\">Ingest &amp; \u010distenie \u2013 extern\u00fd PST parsing, normaliz\u00e1cia textu, nahratie do S3.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb983\">Vektoriz\u00e1cia &amp; index\u00e1cia \u2013 vytvorenie embeddingov a naplnenie OpenSearch.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb983\">AI orchestration \u2013 Bedrock + Lambda + OpenSearch integr\u00e1cia, nastavenie promptov a human-in-the-loop testovania.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb983\">UI &amp; adopcia \u2013 jednoduch\u00e9 rozhranie pre agentov + \u0161kolenia.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb983\">Bezpe\u010dnos\u0165 &amp; monitoring \u2013 VPC, IAM least-privilege, CloudWatch, CloudTrail, GuardDuty.<\/li><\/ol><div>\u00a0<\/div><div class=\"scriptor-paragraph\">Nasadenie do produkcie prebehlo v iter\u00e1ci\u00e1ch: pilot (support t\u00edm) \u2192 roz\u0161\u00edrenie \u2192 stabiliz\u00e1cia.<\/div><div class=\"scriptor-paragraph\"><strong>\u010casov\u00fd r\u00e1mec (od prv\u00e9ho sprintu po pilot): ~4 mesiace (iterat\u00edvny pr\u00edstup).<\/strong><\/div><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>Nasadenie rie\u0161enia prinieslo merate\u013en\u00e9 <strong>zlep\u0161enia v efektivite a kvalite spracovania po\u017eiadaviek<\/strong>. K\u013e\u00fa\u010dov\u00e9 ukazovatele potvrdzuj\u00fa<strong> v\u00fdrazn\u00e9 skr\u00e1tenie \u010dasu potrebn\u00e9ho na vyrie\u0161enie ticketov<\/strong> aj vy\u0161\u0161iu presnos\u0165 pri vyh\u013ead\u00e1van\u00ed inform\u00e1ci\u00ed. Okrem okam\u017eit\u00fdch v\u00fdsledkov sa uk\u00e1zal aj <strong>dlhodob\u00fd pr\u00ednos v oblasti znalostn\u00e9ho mana\u017ementu<\/strong> a rozvoja pokro\u010dil\u00fdch analytick\u00fdch funkci\u00ed.<\/p><ol class=\"scriptor-listCounterlist!list-fca61804-3751-4083-a591-78f0bc8ceb985 scriptor-listCounterResetlist!list-fca61804-3751-4083-a591-78f0bc8ceb985\"><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb985\"><strong>Time to Resolution (podpora)<\/strong><br \/><ul class=\"\"><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb985\">Pred nasaden\u00edm: 10\u201315 min\u00fat pri manu\u00e1lnom vyh\u013ead\u00e1van\u00ed historickej komunik\u00e1cie.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb985\">Po nasaden\u00ed: 2\u20133 min\u00faty (\u224870 % redukcia).<\/li><\/ul><\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb985\"><strong>Search Success Rate (relevancia v\u00fdsledkov)<\/strong><br \/><ul class=\"\"><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb985\">Pred: ~55 % relevantn\u00fdch n\u00e1lezov pri keyword search.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb985\">Po: &gt;90 % relevantn\u00fdch v\u00fdsledkov pri vektorovom s\u00e9mantickom vyh\u013ead\u00e1van\u00ed.<\/li><\/ul><\/li><\/ol><div>\u00a0<\/div><div class=\"scriptor-paragraph\"><strong>\u010eal\u0161ie pr\u00ednosy:<\/strong><\/div><ul class=\"\"><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb986\">Zn\u00ed\u017eenie manu\u00e1lnej z\u00e1\u0165a\u017ee pri spracovan\u00ed arch\u00edvov.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb986\">Lep\u0161ia kontinuita znalost\u00ed v organiz\u00e1cii.<\/li><li class=\"scriptor-listItemlist!list-fca61804-3751-4083-a591-78f0bc8ceb986\">Z\u00e1klad pre \u010fal\u0161ie funkcie: spracovanie pr\u00edloh (OCR), predikt\u00edvna analytika, sales insights.<\/li><\/ul><p><!--ScriptorStartFragment--><\/p><h3>\u00a0<\/h3><div class=\"scriptor-paragraph\"><span style=\"color: #ff0000;\"><em>\u201eProjekt premenil archivovan\u00fa komunik\u00e1ciu na praktick\u00fd n\u00e1stroj, ktor\u00fd denno-denne zlep\u0161uje kvalitu na\u0161ich odpoved\u00ed z\u00e1kazn\u00edkom.\u201c<\/em><\/span><\/div><div class=\"scriptor-paragraph\"><span style=\"color: #ff0000;\">\u2014 klient<\/span><\/div><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 aj rozsiahle, dlhodobo <strong>nevyu\u017e\u00edvan\u00e9 arch\u00edvy<\/strong> m\u00f4\u017eu prinies\u0165 okam\u017eit\u00fa biznisov\u00fa hodnotu, ak sa <strong>prepoja s modern\u00fdmi AI n\u00e1strojmi<\/strong>. Zmena pr\u00edstupu od manu\u00e1lneho spracovania k inteligentn\u00e9mu vyh\u013ead\u00e1vaniu zn\u00ed\u017eila prev\u00e1dzkov\u00e9 straty, zr\u00fdchlila rozhodovanie a vytvorila spo\u013eahliv\u00fd z\u00e1klad pre d\u00e1tovo riaden\u00e9 inov\u00e1cie. Rie\u0161enie je d\u00f4kazom, \u017ee <strong>transform\u00e1cia znalost\u00ed nemus\u00ed by\u0165 rizikov\u00e1 ani n\u00e1kladn\u00e1<\/strong>, ak je postaven\u00e1 na \u0161k\u00e1lovate\u013enej a bezpe\u010dnej cloudovej architekt\u00fare.<\/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\/10196\" 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pracovn\u00fdch in\u0161trukci\u00ed vo v\u00fdrobe pre popredn\u00e9ho inov\u00e1tora v elektromobilite\u200b 83\">\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\/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 84\">\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 class=\"translation-block\">A major retail chain in the office supplies, electronics, and printing services segment has transformed its <strong>historical email archives into a searchable knowledge database powered by Generative AI<\/strong>. The implemented solution (AWS Bedrock + OpenSearch Vector Engine) has significantly <strong>accelerated customer request resolution<\/strong>, improved support quality, and created a foundation for further data-driven initiatives.<\/p>","protected":false},"author":1,"featured_media":10198,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[15,35],"tags":[],"class_list":["post-10196","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\/10196","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=10196"}],"version-history":[{"count":6,"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/posts\/10196\/revisions"}],"predecessor-version":[{"id":10849,"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/posts\/10196\/revisions\/10849"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/media\/10198"}],"wp:attachment":[{"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/media?parent=10196"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/categories?post=10196"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/tags?post=10196"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}