{"id":65352,"date":"2023-09-01T19:31:43","date_gmt":"2023-09-01T19:31:43","guid":{"rendered":"https:\/\/www.zaptest.com\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa"},"modified":"2023-09-01T19:31:43","modified_gmt":"2023-09-01T19:31:43","slug":"vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa","status":"publish","type":"post","link":"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa","title":{"rendered":"Vliv um\u011bl\u00e9 inteligence na robotickou automatizaci proces\u016f &#8211; komplexn\u00ed diskuse o konvergenci um\u011bl\u00e9 inteligence a RPA"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Robotick\u00e1 automatizace proces\u016f je rozjet\u00fd vlak. Podle spole\u010dnosti Deloitte tato technologie dos\u00e1hne.  <\/span><a href=\"https:\/\/www2.deloitte.com\/ro\/en\/pages\/technology-media-and-telecommunications\/articles\/deloitte-global-rpa-survey.html\"><span style=\"font-weight: 400;\">t\u00e9m\u011b\u0159 univerz\u00e1ln\u00ed p\u0159ijet\u00ed do roku 2025.<\/span><\/a><span style=\"font-weight: 400;\">  To, \u017ee RPA dominuje sv\u011btu podnik\u00e1n\u00ed, v\u0161ak neznamen\u00e1, \u017ee se p\u0159estane vyv\u00edjet.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Nach\u00e1z\u00edme se ve vzru\u0161uj\u00edc\u00edm technologick\u00e9m obdob\u00ed. Pokrok v oblasti um\u011bl\u00e9 inteligence je v posledn\u00edch letech p\u0159ekvapiv\u00fd. ChatGPT a dal\u0161\u00ed formy generativn\u00ed um\u011bl\u00e9 inteligence se dostaly do pov\u011bdom\u00ed ve\u0159ejnosti. Tato vzru\u0161uj\u00edc\u00ed technologie je v\u0161ak jen jedn\u00edm z projev\u016f potenci\u00e1lu um\u011bl\u00e9 inteligence.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA je jednoduch\u00fd, ale \u00fa\u010dinn\u00fd n\u00e1stroj. Konvergence RPA a AI v\u0161ak nab\u00edz\u00ed nekone\u010dn\u00e9 mo\u017enosti inovac\u00ed. Konverza\u010dn\u00ed slu\u017eby z\u00e1kazn\u00edk\u016fm s vyu\u017eit\u00edm um\u011bl\u00e9 inteligence, rozhodov\u00e1n\u00ed zalo\u017een\u00e9 na anal\u00fdze a automatizace znalostn\u00ed pr\u00e1ce jsou jen n\u011bkter\u00e9 p\u0159\u00edklady um\u011bl\u00e9 inteligence v RPA.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">S rozvojem technologi\u00ed zm\u011bn\u00ed kognitivn\u00ed robotick\u00e1 automatizace proces\u016f povahu pr\u00e1ce zp\u016fsobem, kter\u00fd si jen st\u011b\u017e\u00ed dok\u00e1\u017eeme p\u0159edstavit. Prozkoumejme, jak um\u011bl\u00e1 inteligence s RPA ji\u017e posunula hranice automatizace, a teprve pot\u00e9 se zamysleme nad jej\u00edm budouc\u00edm dopadem.<\/span><\/p>\n<p>&nbsp;<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #b90000;color:#b90000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #b90000;color:#b90000\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#Limity_RPA\" >Limity RPA<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#1_Automatizace_transakci_se_obtizne_ridi\" >1. Automatizace transakc\u00ed se obt\u00ed\u017en\u011b \u0159\u00edd\u00ed<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#2_RPA_se_potyka_s_nestrukturovanymi_daty\" >2. RPA se pot\u00fdk\u00e1 s nestrukturovan\u00fdmi daty<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#3_RPA_predstavuje_vyzvu_pro_skalovani\" >3. RPA p\u0159edstavuje v\u00fdzvu pro \u0161k\u00e1lov\u00e1n\u00ed<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#Roboticka_automatizace_procesu_a_umela_inteligence\" >Robotick\u00e1 automatizace proces\u016f a um\u011bl\u00e1 inteligence:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#Dokonala_shoda\" >Dokonal\u00e1 shoda<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#1_RPA_s_optickym_rozpoznavanim_znaku\" >1. RPA s optick\u00fdm rozpozn\u00e1v\u00e1n\u00edm znak\u016f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#2_Strojove_uceni_a_RPA\" >2. Strojov\u00e9 u\u010den\u00ed a RPA<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#3_RPA_s_hlubokym_ucenim\" >3. RPA s hlubok\u00fdm u\u010den\u00edm<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#4_RPA_a_rozpoznavani_obrazu\" >4. RPA a rozpozn\u00e1v\u00e1n\u00ed obrazu<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#5_RPA_s_generativni_AI\" >5. RPA s generativn\u00ed AI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#6_Zucastnil_se_automatizace\" >6. Z\u00fa\u010dastnil se automatizace<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#7_Samouzdravujici_se_roboti\" >7. Samouzdravuj\u00edc\u00ed se roboti<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#8_Inteligentni_zpracovani_tezby\" >8. Inteligentn\u00ed zpracov\u00e1n\u00ed t\u011b\u017eby<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#9_Automatizace_testovani_softwaru\" >9. Automatizace testov\u00e1n\u00ed softwaru<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#10_Inteligentni_automatizace_RPA\" >10. Inteligentn\u00ed automatizace RPA<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#Jak_RPA_pohanena_umelou_inteligenci_zmeni_budoucnost\" >Jak RPA poh\u00e1n\u011bn\u00e1 um\u011blou inteligenc\u00ed zm\u011bn\u00ed budoucnost<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#prace_a_spolecnosti\" >pr\u00e1ce a spole\u010dnosti<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#1_Prumysl_40\" >1. Pr\u016fmysl 4.0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#2_Hyperautomatizace\" >2. Hyperautomatizace<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#3_Mensi_zavislost_na_odbornicich\" >3. Men\u0161\u00ed z\u00e1vislost na odborn\u00edc\u00edch<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#4_Vetsi_efektivita_statni_spravy\" >4. V\u011bt\u0161\u00ed efektivita st\u00e1tn\u00ed spr\u00e1vy<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/www.zaptest.com\/cs\/vliv-umele-inteligence-na-robotickou-automatizaci-procesu-komplexni-diskuse-o-konvergenci-umele-inteligence-a-rpa\/#Zaverecne_myslenky\" >Z\u00e1v\u011bre\u010dn\u00e9 my\u0161lenky<\/a><\/li><\/ul><\/nav><\/div>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Limity_RPA\"><\/span><strong>Limity RPA<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img data-dominant-color=\"6a6c6f\" data-has-transparency=\"false\" style=\"--dominant-color: #6a6c6f;\" decoding=\"async\" class=\"aligncenter wp-image-65278 not-transparent\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-1024x784.webp\" alt=\"AI vs. RPA\" width=\"604\" height=\"462\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-1024x784.webp 1024w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-300x230.webp 300w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-768x588.webp 768w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-1536x1176.webp 1536w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-1080x827.webp 1080w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-1280x980.webp 1280w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-980x750.webp 980w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-480x368.webp 480w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-jpeg.webp 1920w\" sizes=\"(max-width: 604px) 100vw, 604px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Rozs\u00e1hl\u00e9 p\u0159ijet\u00ed RPA je d\u016fkazem jeho u\u017eite\u010dnosti. Tato technologie pomohla bezpo\u010dtu podnik\u016f dos\u00e1hnout nov\u00e9 \u00farovn\u011b v\u00fdroby, efektivity a p\u0159esnosti d\u00edky automatizaci kdysi manu\u00e1ln\u00edch \u00fakon\u016f. Jako ka\u017ed\u00e1 technologie m\u00e1 v\u0161ak sv\u00e9 horn\u00ed hranice.  <\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Automatizace_transakci_se_obtizne_ridi\"><\/span><strong>1. Automatizace transakc\u00ed se obt\u00ed\u017en\u011b \u0159\u00edd\u00ed<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">P\u0159esto\u017ee RPA roboti budou poctiv\u011b zpracov\u00e1vat procesy, pot\u0159ebuj\u00ed trochu spr\u00e1vy a \u00fadr\u017eby. Kdy\u017e se nap\u0159\u00edklad zm\u011bn\u00ed vstupy nebo v\u00fdstupy, je t\u0159eba roboty p\u0159ekonfigurovat tak, aby tyto m\u00edrn\u011b se m\u011bn\u00edc\u00ed podm\u00ednky zvl\u00e1dly. V dynamick\u00e9m pracovn\u00edm prost\u0159ed\u00ed to m\u016f\u017ee od\u010derp\u00e1vat zdroje a \u010das.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_RPA_se_potyka_s_nestrukturovanymi_daty\"><\/span><strong>2. RPA se pot\u00fdk\u00e1 s nestrukturovan\u00fdmi daty<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">N\u00e1stroje RPA jsou vytvo\u0159eny tak, aby prov\u00e1d\u011bly \u00falohy pomoc\u00ed logiky if\/then\/else. Proto se spol\u00e9haj\u00ed na p\u0159edv\u00eddateln\u00e9 datov\u00e9 struktury. Jak\u00e1koli odchylka nebo zm\u011bna vstupn\u00edch dat zp\u016fsob\u00ed chyby nebo v\u00fdjimky, proto\u017ee jsou mimo definovan\u00e9 hodnoty, kter\u00e9 bot o\u010dek\u00e1v\u00e1.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_RPA_predstavuje_vyzvu_pro_skalovani\"><\/span><strong>3. RPA p\u0159edstavuje v\u00fdzvu pro \u0161k\u00e1lov\u00e1n\u00ed<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">\u010c\u00e1ste\u010dn\u011b z d\u016fvod\u016f, kter\u00e9 jsme uvedli v\u00fd\u0161e, m\u016f\u017ee b\u00fdt \u0161k\u00e1lov\u00e1n\u00ed proces\u016f RPA obt\u00ed\u017en\u00e9. Ka\u017ed\u00fd proces mus\u00ed b\u00fdt jasn\u011b definov\u00e1n, \u0159\u00edzen a udr\u017eov\u00e1n, p\u0159i\u010dem\u017e probl\u00e9my m\u016f\u017ee zp\u016fsobovat i nedostate\u010dn\u00e1 p\u0159izp\u016fsobivost RPA.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Omezen\u00ed RPA nejsou d\u016fvodem k obav\u00e1m. RPA s podporou um\u011bl\u00e9 inteligence m\u016f\u017ee p\u0159ekonat v\u0161echna tato omezen\u00ed a z\u00e1rove\u0148 otev\u0159\u00edt nov\u00e9 a zaj\u00edmav\u00e9 mo\u017enosti automatizace.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>Zde se dozv\u00edte, jak RPA s um\u011blou inteligenc\u00ed zm\u011bnila automatizaci.<\/strong><\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Roboticka_automatizace_procesu_a_umela_inteligence\"><\/span><strong>Robotick\u00e1 automatizace proces\u016f a um\u011bl\u00e1 inteligence:  <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Dokonala_shoda\"><\/span><strong>Dokonal\u00e1 shoda<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img data-dominant-color=\"b6baba\" data-has-transparency=\"false\" style=\"--dominant-color: #b6baba;\" decoding=\"async\" class=\"aligncenter wp-image-65239 not-transparent\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-1024x683.webp\" alt=\"\u017divotn\u00ed cyklus a proces RPA - 10 krok\u016f k zaveden\u00ed robotick\u00e9 automatizace proces\u016f\" width=\"597\" height=\"398\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-1024x683.webp 1024w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-300x200.webp 300w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-768x512.webp 768w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-1536x1024.webp 1536w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-1080x720.webp 1080w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-1280x853.webp 1280w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-980x653.webp 980w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-480x320.webp 480w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-jpeg.webp 1920w\" sizes=\"(max-width: 597px) 100vw, 597px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">RPA je ze sv\u00e9 podstaty jednoduch\u00fd a nekomplikovan\u00fd n\u00e1stroj, alespo\u0148 na u\u017eivatelsk\u00e9 \u00farovni. Je vytvo\u0159en tak, aby byl p\u0159\u00edstupn\u00fd i netechnick\u00fdm t\u00fdm\u016fm. Proto kontrolovan\u011b pln\u00ed zadan\u00e9 pokyny. Je na lidech, aby tyto procesy identifikovali a \u0159\u00eddili RPA k prov\u00e1d\u011bn\u00ed p\u0159\u00edkaz\u016f.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Samoz\u0159ejm\u011b, \u017ee detailn\u00ed instrukce krok za krokem mohou b\u00fdt p\u0159i dostate\u010dn\u00e9 slo\u017eitosti nemo\u017en\u00e9 &#8211; proto je budoucnost\u00ed automatizace kombinace RPA a um\u011bl\u00e9 inteligence.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_RPA_s_optickym_rozpoznavanim_znaku\"><\/span><strong>1. RPA s optick\u00fdm rozpozn\u00e1v\u00e1n\u00edm znak\u016f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Na adrese <\/span><a href=\"https:\/\/ieeexplore.ieee.org\/document\/9532902\"><br \/>\n  <span style=\"font-weight: 400;\">Robotick\u00e1 automatizace proces\u016f s um\u011blou inteligenc\u00ed a OCR ke zlep\u0161en\u00ed obchodn\u00edch proces\u016f<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  (Shidaganti, 2021), autor nasti\u0148uje omezen\u00ed RPA a navrhuje: &#8222;Jak\u00e9koli zm\u011bny v automatizovan\u00e9m procesu vy\u017eaduj\u00ed p\u0159\u00edm\u00e9 zm\u011bny v aplikaci RPA.&#8220; Shidaganti navrhuje um\u011blou inteligenci jako \u0159e\u0161en\u00ed tohoto procesu a argumentuje optick\u00fdm rozpozn\u00e1v\u00e1n\u00edm znak\u016f (OCR) jako z\u00e1kladn\u00edm roz\u0161\u00ed\u0159en\u00edm RPA.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">OCR skute\u010dn\u011b ovlivnilo podniky t\u00edm, \u017ee zp\u0159\u00edstupnilo RPA nestrukturovan\u00e1 data. N\u00e1stroje RPA OCR poh\u00e1n\u011bn\u00e9 um\u011blou inteligenc\u00ed dok\u00e1\u017e\u00ed \u010d\u00edst informace z ti\u0161t\u011bn\u00fdch dokument\u016f a dokonce i z psan\u00e9ho textu. Existuj\u00ed t\u0159i hlavn\u00ed p\u0159\u00edle\u017eitosti pro RPA, kter\u00e9 integrace OCR usnad\u0148uje.<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">OCR k\u00f3duje strukturovan\u00e1 data, co\u017e umo\u017e\u0148uje RPA pracovat s nep\u0159edv\u00eddateln\u00fdmi vstupy.<\/span><\/li>\n<li><span style=\"font-weight: 400;\">RPA m\u016f\u017ee automatizovat vzd\u00e1len\u00e9 stroje t\u00edm, \u017ee de\u0161ifruje, co se d\u011bje na jejich obrazovk\u00e1ch.<\/span><\/li>\n<li><span style=\"font-weight: 400;\">OCR ve spojen\u00ed se strojov\u00fdm u\u010den\u00edm m\u016f\u017ee skenov\u00e1n\u00edm dokument\u016f pomoci p\u0159i pozn\u00e1v\u00e1n\u00ed klienta (KYC), boji proti pran\u00ed \u0161pinav\u00fdch pen\u011bz (AML) a odhalov\u00e1n\u00ed podvod\u016f. Poznatky a rozhodnut\u00ed techniky lze integrovat s RPA, co\u017e umo\u017e\u0148uje rychlej\u0161\u00ed otev\u00edr\u00e1n\u00ed \u00fa\u010dt\u016f, onboarding, rozhodov\u00e1n\u00ed o p\u016fj\u010dk\u00e1ch atd.<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Strojove_uceni_a_RPA\"><\/span><strong>2. Strojov\u00e9 u\u010den\u00ed a RPA<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Robotick\u00e1 automatizace proces\u016f a strojov\u00e9 u\u010den\u00ed jsou dal\u0161\u00edm p\u0159\u00edkladem vyu\u017eit\u00ed um\u011bl\u00e9 inteligence k p\u0159ekon\u00e1n\u00ed p\u0159irozen\u00fdch omezen\u00ed RPA. Ji\u017e v roce 2016 odborn\u00edci na automatizaci v poji\u0161\u0165ovnictv\u00ed zjistili.  <\/span><a href=\"https:\/\/www.ma.imperial.ac.uk\/~dbrigo\/roboticsinsurance.pdf\"><span style=\"font-weight: 400;\">mo\u017enosti kognitivn\u00ed robotick\u00e9 automatizace proces\u016f (RPA).<\/span><\/a><span style=\"font-weight: 400;\">  V tomto \u010dl\u00e1nku auto\u0159i jako mo\u017en\u00e9 horizonty uv\u00e1d\u011bj\u00ed &#8222;samooptimalizuj\u00edc\u00ed se slu\u017eby z\u00e1kazn\u00edk\u016fm, stanoven\u00ed cen \u00fav\u011br\u016f, finan\u010dn\u00ed poradenstv\u00ed nebo vy\u0159izov\u00e1n\u00ed reklamac\u00ed \u010di st\u00ed\u017enost\u00ed&#8220;.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Je zaj\u00edmav\u00e9 sledovat, jak se n\u00e1stroje strojov\u00e9ho u\u010den\u00ed pro robotickou automatizaci proces\u016f staly b\u011b\u017en\u00fdmi b\u011bhem kr\u00e1tk\u00e9 doby.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Strojov\u00e9 u\u010den\u00ed je v\u0161ude. Popisuje proces u\u010den\u00ed stroje prov\u00e1d\u011bt \u00falohy pomoc\u00ed explicitn\u00edch programov\u00fdch instrukc\u00ed. Jak mo\u017en\u00e1 v\u00edte, jedn\u00e1 se o strojovou anal\u00fdzu a hled\u00e1n\u00ed vzor\u016f v souboru dat pomoc\u00ed algoritm\u016f. Po vy\u0161kolen\u00ed m\u016f\u017ee stroj zpracov\u00e1vat dal\u0161\u00ed data a vytv\u00e1\u0159et poznatky a p\u0159edpov\u011bdi.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA a strojov\u00e9 u\u010den\u00ed se k sob\u011b skv\u011ble hod\u00ed, proto\u017ee RPA se tak st\u00e1v\u00e1 chyt\u0159ej\u0161\u00ed, intuitivn\u011bj\u0161\u00ed a schopn\u011bj\u0161\u00ed pracovat s nestrukturovan\u00fdmi daty.  <\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_RPA_s_hlubokym_ucenim\"><\/span><strong>3. RPA s hlubok\u00fdm u\u010den\u00edm<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Strojov\u00e9 u\u010den\u00ed je podmno\u017einou um\u011bl\u00e9 inteligence, zat\u00edmco hlubok\u00e9 u\u010den\u00ed je podmno\u017einou strojov\u00e9ho u\u010den\u00ed. Rozd\u00edl mezi hlubok\u00fdm a strojov\u00fdm u\u010den\u00edm je pro n\u011bkoho mo\u017en\u00e1 nepatrn\u00fd, ale stoj\u00ed za to ho prozkoumat. Strojov\u00e9 u\u010den\u00ed se tr\u00e9nuje na datech, aby pomohlo p\u0159i rozhodov\u00e1n\u00ed a p\u0159edpov\u011bd\u00edch.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">  Tato technologie v\u0161ak obvykle nem\u00e1 schopnost se \u010dasem sama zlep\u0161ovat. Naproti tomu hlubok\u00e9 u\u010den\u00ed vyu\u017e\u00edv\u00e1 neuronov\u00e9 s\u00edt\u011b k u\u010den\u00ed a zlep\u0161ov\u00e1n\u00ed v\u00fdkonu. Jin\u00fdmi slovy, d\u00edky hlubok\u00e9mu u\u010den\u00ed se RPA a ML spojuj\u00ed a vytv\u00e1\u0159ej\u00ed automatizace, kter\u00e9 se zlep\u0161uj\u00ed d\u00edky zku\u0161enostem.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Hlubok\u00e9 u\u010den\u00ed samoz\u0159ejm\u011b vy\u017eaduje neuv\u011b\u0159iteln\u00e9 mno\u017estv\u00ed dat, aby mohlo tuto funkci vykon\u00e1vat. V dal\u0161\u00edm p\u0159\u00edkladu hlubok\u00e9 symbi\u00f3zy mezi um\u011blou inteligenc\u00ed a RPA jsou roboti ide\u00e1ln\u00ed pro pomoc s pracn\u00fdm procesem sb\u011bru t\u011bchto tr\u00e9ninkov\u00fdch dat. N\u00e1stroje RPA mohou p\u0159istupovat k r\u016fzn\u00fdm webov\u00fdm str\u00e1nk\u00e1m a dal\u0161\u00edm \u00falo\u017ei\u0161t\u00edm informac\u00ed, aby tyto informace shrom\u00e1\u017edily a zajistily, \u017ee algoritmus hlubok\u00e9ho u\u010den\u00ed bude m\u00edt k dispozici dostatek dat pro zlep\u0161en\u00ed.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Hlubok\u00e9 u\u010den\u00ed tak\u00e9 umo\u017e\u0148uje bot\u016fm vyu\u017e\u00edvat v\u00fdhody prediktivn\u00ed anal\u00fdzy. Kdy\u017e RPA naraz\u00ed na v\u00fdjimky, m\u016f\u017ee je porovnat s o\u010dek\u00e1van\u00fdmi nebo neo\u010dek\u00e1van\u00fdmi vzory, \u010d\u00edm\u017e se eliminuje z\u00e1vislost na lidsk\u00e9m z\u00e1sahu.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Kdy\u017e se inteligentn\u00ed roboti mohou rozhodovat na z\u00e1klad\u011b dat, mohou optim\u00e1ln\u011b reagovat na z\u00e1kazn\u00edky. P\u0159\u00edkladem t\u011bchto aplikac\u00ed v r\u00e1mci RPA jsou n\u00e1stroje pro anal\u00fdzu sentimentu, kter\u00e9 vyu\u017e\u00edvaj\u00ed zpracov\u00e1n\u00ed p\u0159irozen\u00e9ho jazyka (NLP) k dek\u00f3dov\u00e1n\u00ed n\u00e1lad spot\u0159ebitel\u016f. Boti zase mohou modulovat svou reakci, aby se trefili do vhodn\u00e9 noty. Tato dynamika m\u016f\u017ee hodn\u011b p\u0159isp\u011bt k p\u0159ekon\u00e1n\u00ed rozd\u00edl\u016f mezi empatick\u00fdm lidsk\u00fdm z\u00e1kaznick\u00fdm servisem a jeho mechanizovanou alternativou.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_RPA_a_rozpoznavani_obrazu\"><\/span><strong>4. RPA a rozpozn\u00e1v\u00e1n\u00ed obrazu<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Spojen\u00ed RPA se softwarem pro rozpozn\u00e1v\u00e1n\u00ed obrazu je dal\u0161\u00edm p\u0159\u00edkladem vyu\u017eit\u00ed um\u011bl\u00e9 inteligence k p\u0159ekon\u00e1n\u00ed neschopnosti RPA vypo\u0159\u00e1dat se s chaotick\u00fdmi nebo nestrukturovan\u00fdmi daty. V \u010dl\u00e1nku  <\/span><a href=\"https:\/\/pdf.sciencedirectassets.com\/280203\/1-s2.0-S1877050922X00161\/1-s2.0-S1877050922017616\/main.pdf?X-Amz-Security-Token=IQoJb3JpZ2luX2VjEA8aCXVzLWVhc3QtMSJHMEUCIEuUMh3a5WW5fXmhw0IFpxHDtt2gWniLP43qoZ1aLcZEAiEAyCagZ9kgzfr1D1eQtk7ih6z8jIp67S7thrzTs6lsS74quwUI2P%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FARAFGgwwNTkwMDM1NDY4NjUiDDaFmkwWSu5cy%2FHptiqPBZuSfYYDja5z8F9uqxwHnvRYjMxR0r5%2BSfMTzryExnapZOKun95qKMkMTXPpgUoqjKxO0FVGdngfY8hL7RYvyiJczPhGO%2F4GFA2kf1hwgQw50a2PrPBxSjKF4cidFuZtnamulWeGQcJ%2FvPSsdiE6RZXTwJDCQGsEHaX4J%2Fh5zjEA%2FRL86YGh6T0BECyXiZYZEov4FHHFKe4faeF%2BNVrv0S58GaQKUa2de9OjCyB0ZzHkDAkv3z6ezxegUj%2B%2Fto%2ByS4M8rCRDoSxFHZa9XJTqyuY2bMtRSGKMW9%2BigY23OKPufBDMDmOGYsq1GCgXBC5u2KQq26PfujXxGqdFzQitge0yDY51vynTBN0i9%2Fr5%2FP2SetihBxEJx1IZ6UTcXTxylyU6gbnX8YNpj6M5g%2FiBuvLOtSwDCp1ZgIIHI581HcEM2ofZ%2FTefHIFSCc9agRhJ9THEdxXWGOP069UpL8d%2F3sCVig6aaew8DR6Z%2FO51x9T6u34tUXSV4pBeEIpxbm%2BcEBHDZRX5Y4BGWambz9g7v6waul%2B%2FsRgeaebgB9TUHoCvMWlL4d8auuI5v2KveAm1JSyMwS4idqGlKZofqEWbrtLVap7Ebrb0ap%2BqT7APQmEgxAt%2B1ETUuOAMMnzouDuIQvE8uwGt2Z3G4RmR1i313jzquKfYKs%2F%2Fgn2AMyv4s10WgCo1R%2F836DNQO3hu8xirlZwW499x7By6vdc%2FnD060V12fce61t5MPiP%2FLnj85U5sR%2BVffeSVXXUqZ%2B0OpI7jRl0sGfJSgEmrOW0dNSkGZdZEkmWwoAjVv%2Fi6gGtzUPvpEYUcYCU5hf7%2BVct0Ch98nlEyfUfmU0F2neo5d4Se2phDQOrT7DKSPcqnd%2B7%2F5MYwu9XCpwY6sQELP7WJLjQ69cCUm95n48i7DWsdyYGu0bJ21or3qzNwWN2pinGRd9hE2axNeqn8epKh3RFq6%2Bxo785oGD9d7Auql50kFHajCj8E3D%2BrpbFnU61SOplvrnicgQy4p4l4d7SrNQYFbn7L2P8W56E8w6UQbELjskRJUGzesb3XNk4LkSn3RC0Mi0Y3dG3tBo076xCtODMPMfzZPXVYZWqeKM8brqBSZF%2BtzJtZJN66Hzm7AwM%3D&amp;X-Amz-Algorithm=AWS4-HMAC-SHA256&amp;X-Amz-Date=20230831T160417Z&amp;X-Amz-SignedHeaders=host&amp;X-Amz-Expires=299&amp;X-Amz-Credential=ASIAQ3PHCVTY5Q3R56OE%2F20230831%2Fus-east-1%2Fs3%2Faws4_request&amp;X-Amz-Signature=937db94bc3f282e396392600e44d4cb49a161d9571b5b38d195e4df64486a4a5&amp;hash=8805d7e5d20cc191ffc1d0ac7e7bb86dadc1819976686afe38257dc7bcac75c6&amp;host=68042c943591013ac2b2430a89b270f6af2c76d8dfd086a07176afe7c76c2c61&amp;pii=S1877050922017616&amp;tid=spdf-e88767af-a8fc-47c6-964d-a2d6771c3eec&amp;sid=da5415535af719478748c051114ecfe62ba9gxrqb&amp;type=client&amp;tsoh=d3d3LnNjaWVuY\"><br \/>\n  <span style=\"font-weight: 400;\">Anal\u00fdza a pou\u017eitelnost technologi\u00ed um\u011bl\u00e9 inteligence v oblasti softwarov\u00fdch robot\u016f RPA pro automatizaci podnikov\u00fdch proces\u016f.<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\"> (Kanakov, 2022) autor nasti\u0148uje n\u011bkter\u00e9 fascinuj\u00edc\u00ed zp\u016fsoby vyu\u017eit\u00ed RPA a rozpozn\u00e1v\u00e1n\u00ed obrazu v souvislosti s automatizac\u00ed prov\u011b\u0159ov\u00e1n\u00ed n\u00e1boru zam\u011bstnanc\u016f nebo pomoci p\u0159i odhalov\u00e1n\u00ed podvod\u016f. <\/span> <\/p>\n<p><span style=\"font-weight: 400;\">Mezi dal\u0161\u00ed p\u0159\u00edpady pou\u017eit\u00ed, kter\u00e9 Kanakov navrhuje, pat\u0159\u00ed vyu\u017eit\u00ed rozpozn\u00e1v\u00e1n\u00ed obli\u010deje pro zabezpe\u010den\u00ed budov pomoc\u00ed n\u00e1stroj\u016f RPA p\u0159ipojen\u00fdch ke kamer\u00e1m. Mo\u017enosti vyu\u017eit\u00ed jsou skute\u010dn\u011b nekone\u010dn\u00e9. Nap\u0159\u00edklad drony nebo kamery by mohly skenovat libovoln\u00e9 prost\u0159ed\u00ed a hledat v n\u011bm anom\u00e1lie. Jakmile jsou probl\u00e9my zji\u0161t\u011bny, syst\u00e9m RPA by je mohl nahl\u00e1sit p\u0159\u00edslu\u0161n\u00fdm stran\u00e1m a zajistit tak rychlou n\u00e1pravu.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_RPA_s_generativni_AI\"><\/span><strong>5. RPA s generativn\u00ed AI<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">V <\/span><a href=\"https:\/\/www.forbes.com\/sites\/delltechnologies\/2023\/02\/16\/generative-ai-and-rpa-why-your-business-needs-both\/https:\/\/www.forbes.com\/sites\/delltechnologies\/2023\/02\/16\/generative-ai-and-rpa-why-your-business-needs-both\/\"><br \/>\n  <span style=\"font-weight: 400;\">\u010dl\u00e1nku v \u010dasopise Forbes<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">, Clint Boulton ze spole\u010dnosti DELL pou\u017e\u00edv\u00e1 fantastickou analogii p\u0159i porovn\u00e1v\u00e1n\u00ed RPA a generativn\u00ed AI. Navrhuje, aby &#8222;na slavnostn\u00ed akci RPA kontrolovala seznam host\u016f, po\u010d\u00edtala vstupenky a monitorovala v\u011bci, jako je kapacita m\u00edstnosti, vyt\u00e1p\u011bn\u00ed a osv\u011btlen\u00ed.&#8220; D\u00e1le uv\u00e1d\u00ed: &#8222;Generativn\u00ed um\u011bl\u00e1 inteligence mezit\u00edm vytv\u00e1\u0159\u00ed reklamu pro tuto ud\u00e1lost, p\u00ed\u0161e blahop\u0159ejn\u00e9 projevy pro ocen\u011bn\u00e9 a vede rozhovory s ka\u017ed\u00fdm hostem.&#8220;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Na tomto p\u0159irovn\u00e1n\u00ed je tak siln\u00e9 to, \u017ee dokonale vystihuje n\u011bco, co jsme v posledn\u00edm roce v\u0161ichni pozorovali. Generativn\u00ed um\u011bl\u00e1 inteligence je natolik zaj\u00edmav\u00e1 a v\u00fdkonn\u00e1, \u017ee nad jej\u00edmi v\u00fdsledky nem\u016f\u017eeme ne\u017e \u017easnout. Nicm\u00e9n\u011b bez n\u011bkoho (RPA), kdo by na pozad\u00ed vykon\u00e1val pod\u0159adn\u00e9 \u00fakoly, by se \u017e\u00e1dn\u00e1 akce nekonala, nebo by alespo\u0148 nebyla funk\u010dn\u00ed.  <\/span><\/p>\n<p><a href=\"https:\/\/www.gartner.com\/en\/topics\/generative-ai\"><span style=\"font-weight: 400;\">Podle spole\u010dnosti Gartner nab\u00edz\u00ed generativn\u00ed AI mnoho mo\u017enost\u00ed.<\/span><\/a><span style=\"font-weight: 400;\">  Dok\u00e1\u017ee rychle generovat psan\u00fd obsah, obr\u00e1zky, videa, hudbu a dokonce i k\u00f3d. N\u011bkter\u00e9 mo\u017enosti jsou z\u0159ejm\u00e9 okam\u017eit\u011b, nap\u0159\u00edklad konverza\u010dn\u00ed z\u00e1kaznick\u00fd servis.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Roz\u0161\u00ed\u0159en\u00ed chatbot\u016f je v\u0161ak jen za\u010d\u00e1tek; dal\u0161\u00ed p\u0159\u00edpady vyu\u017eit\u00ed RPA a generativn\u00ed AI zahrnuj\u00ed pomoc RPA p\u0159i porozum\u011bn\u00ed nestrukturovan\u00fdm dat\u016fm r\u016fzn\u00fdch forem a dokonce i roz\u0161\u00ed\u0159en\u00ed RPA o rozhodov\u00e1n\u00ed, anal\u00fdzu dat a dal\u0161\u00ed.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_Zucastnil_se_automatizace\"><\/span><strong>6. Z\u00fa\u010dastnil se automatizace<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Automatizaci m\u016f\u017eete rozd\u011blit do dvou kategori\u00ed: Obsluhovan\u00e1 a neobsluhovan\u00e1. Jak se dalo o\u010dek\u00e1vat, bezobslu\u017en\u00e1 automatizace znamen\u00e1, \u017ee bot prov\u00e1d\u00ed procesy bez jak\u00e9hokoli lidsk\u00e9ho z\u00e1sahu. Naproti tomu automatizace s \u00fa\u010dast\u00ed popisuje \u00falohy, kter\u00e9 vy\u017eaduj\u00ed interakci \u010dlov\u011bka minim\u00e1ln\u011b v jednom kroku na cest\u011b.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">To m\u016f\u017ee fungovat n\u011bkolika zp\u016fsoby. Automatizovan\u00fd proces m\u016f\u017ee nap\u0159\u00edklad vy\u017eadovat ru\u010dn\u00ed spu\u0161t\u011bn\u00ed. P\u0159\u00edpadn\u011b m\u016f\u017ee jeden z krok\u016f vy\u017eadovat bezpe\u010dnostn\u00ed pov\u011b\u0159en\u00ed b\u011bhem procesu. Slo\u017eit\u011bj\u0161\u00ed orchestrace jsou v\u0161ak mo\u017en\u00e9 d\u00edky robotick\u00e9 automatizaci pracovn\u00ed plochy (RDA).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Robotick\u00e1 automatizace pracovn\u00ed plochy (RDA) je formou automatizace za \u00fa\u010dasti obsluhy. D\u00edky n\u00e1stroj\u016fm um\u011bl\u00e9 inteligence, jako je ML a optick\u00e9 rozpozn\u00e1v\u00e1n\u00ed znak\u016f, v\u0161ak tito roboti dynamicky spojuj\u00ed n\u011bkolik pracovn\u00edch proces\u016f a neust\u00e1le automatizuj\u00ed r\u016fzn\u00e9 \u00fakoly pro jednotliv\u00e9 u\u017eivatele. V tomto sc\u00e9n\u00e1\u0159i funguje bot RDA jako virtu\u00e1ln\u00ed asistent, kter\u00fd na\u010d\u00edt\u00e1 data, odes\u00edl\u00e1 soubory a vytv\u00e1\u0159\u00ed zpr\u00e1vy, zat\u00edmco lidsk\u00fd pracovn\u00edk hovo\u0159\u00ed se z\u00e1kazn\u00edkem.  <\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_Samouzdravujici_se_roboti\"><\/span><strong>7. Samouzdravuj\u00edc\u00ed se roboti<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">A <\/span><a href=\"https:\/\/insidebigdata.com\/2022\/06\/25\/survey-results-identifying-the-benefits-and-challenges-of-rpa\/\"><br \/>\n  <span style=\"font-weight: 400;\">Pr\u016fzkum stavu RPA od roku 2022<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  odhalil probl\u00e9m, kter\u00fd se t\u00fdk\u00e1 n\u011bkter\u00fdch podnik\u016f, kter\u00e9 p\u0159ij\u00edmaj\u00ed \u0159e\u0161en\u00ed RPA. V\u00edce ne\u017e 69 % respondent\u016f uv\u00e1d\u00ed, \u017ee se ka\u017ed\u00fd t\u00fdden setkaj\u00ed s nefunk\u010dn\u00edm robotem RPA. A co h\u016f\u0159, v\u00edce ne\u017e 40 % respondent\u016f uvedlo, \u017ee oprava jejich bota trv\u00e1 d\u00e9le ne\u017e 5 hodin, a dal\u0161\u00ed respondenti uvedli, \u017ee n\u00e1prava m\u016f\u017ee trvat i v\u00edce ne\u017e den.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tato \u010d\u00edsla jsou nep\u0159ijateln\u011b vysok\u00e1. Pr\u016fzkum se v\u0161ak nezab\u00fdv\u00e1 konkr\u00e9tn\u00edmi probl\u00e9my. Mezi nej\u010dast\u011bj\u0161\u00ed p\u0159\u00ed\u010diny selh\u00e1n\u00ed RPA pat\u0159\u00ed nap\u0159\u00edklad zm\u011bny vstup\u016f, nar\u00e1\u017een\u00ed robot\u016f na v\u00fdjimky, ne\u00fapln\u00e1 data, nedostate\u010dn\u00e9 testov\u00e1n\u00ed nebo nedostate\u010dn\u00e1 \u00fadr\u017eba.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Samoopravuj\u00edc\u00ed se RPA popisuje syst\u00e9m, kter\u00fd se dok\u00e1\u017ee opravit s\u00e1m bez z\u00e1sahu lidsk\u00e9ho pracovn\u00edka.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Samoopravn\u00e9 roboty RPA jsou mo\u017en\u00e9 d\u00edky algoritm\u016fm um\u011bl\u00e9 inteligence, kter\u00e9 monitoruj\u00ed v\u00fdkonnost automatizovan\u00e9ho \u00fakolu. Kdy\u017e se vyskytnou probl\u00e9my, tyto u\u017eite\u010dn\u00e9 n\u00e1stroje se ihned zapoj\u00ed do akce, identifikuj\u00ed p\u0159\u00ed\u010dinu a provedou n\u00e1pravu. V\u00fdhodou je vy\u0161\u0161\u00ed v\u00fdkon a del\u0161\u00ed doba provozu.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_Inteligentni_zpracovani_tezby\"><\/span><strong>8. Inteligentn\u00ed zpracov\u00e1n\u00ed t\u011b\u017eby<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Process mining v kontextu RPA zahrnuje odhalov\u00e1n\u00ed \u00faloh, kter\u00e9 mohou podniky automatizovat. Pomoc\u00ed pokro\u010dil\u00fdch analytick\u00fdch schopnost\u00ed um\u011bl\u00e9 inteligence mohou t\u00fdmy prozkoumat sv\u00e9 podnikov\u00e9 pracovn\u00ed postupy a naj\u00edt \u00fakoly, kter\u00e9 lze automatizovat, a vytvo\u0159it progn\u00f3zy dopadu t\u00e9to automatizace.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Process mining vyu\u017e\u00edv\u00e1 ML a anal\u00fdzu dat. Nap\u0159\u00edklad pomoc\u00ed softwaru pro nahr\u00e1v\u00e1n\u00ed obrazovky zachycuje \u00fadaje o pracovn\u00edm postupu a rozd\u011bluje je na jednotliv\u00e9 kroky. Pot\u00e9 se pomoc\u00ed n\u00e1stroj\u016f ML nebo analytick\u00fdch n\u00e1stroj\u016f spust\u00ed modely t\u011bchto \u00faloh a najdou se oblasti, kter\u00e9 lze p\u0159em\u011bnit na automatizovan\u00e9 procesy. N\u00e1stroje um\u011bl\u00e9 inteligence umo\u017e\u0148uj\u00ed podnik\u016fm lep\u0161\u00ed dohled a pochopen\u00ed \u00fakol\u016f, co\u017e jim umo\u017e\u0148uje identifikovat z\u00e1vislosti, \u00fazk\u00e1 m\u00edsta a neefektivitu.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Spojen\u00ed RPA a process miningu je velmi \u00fa\u010dinn\u00e9, proto\u017ee m\u016f\u017ee podnik\u016fm pomoci odhalit procesy, kter\u00e9 by jinak neodhalili. To znamen\u00e1, \u017ee m\u016f\u017eete z\u00edskat v\u011bt\u0161\u00ed hodnotu ze sv\u00fdch investic do RPA a d\u00e1le umocnit dal\u0161\u00ed v\u00fdhody RPA, jako je sn\u00ed\u017een\u00ed n\u00e1klad\u016f a zv\u00fd\u0161en\u00ed produktivity.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Dal\u0161\u00ed v\u011bc, kter\u00e9 si zde m\u016f\u017eete v\u0161imnout, je, \u017ee process mining m\u016f\u017ee zkr\u00e1tit dobu zji\u0161\u0165ov\u00e1n\u00ed vhodn\u00fdch proces\u016f RPA. To znamen\u00e1, \u017ee se va\u0161e implementace rozb\u011bhne mnohem rychleji.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_Automatizace_testovani_softwaru\"><\/span><strong>9. Automatizace testov\u00e1n\u00ed softwaru<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">V\u00fdvoj\u00e1\u0159i a vydavatel\u00e9 softwaru p\u0159inesli n\u011bkter\u00e9 z nejp\u0159evratn\u011bj\u0161\u00edch technologi\u00ed za posledn\u00edch n\u011bkolik desetilet\u00ed. Jejich odv\u011btv\u00ed v\u0161ak tak\u00e9 pro\u0161lo ur\u010ditou revoluc\u00ed. Metodiky DevOps a Agile pomohly v\u00fdvoj\u00e1\u0159\u016fm uspokojit popt\u00e1vku po bleskov\u011b rychl\u00fdch a neust\u00e1le se zlep\u0161uj\u00edc\u00edch produktech, p\u0159i\u010dem\u017e k rychlej\u0161\u00edmu uv\u00e1d\u011bn\u00ed produkt\u016f na trh p\u0159isp\u00edvaj\u00ed i kan\u00e1ly CI\/CD.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA je fantastick\u00fd n\u00e1stroj pro specifick\u00e9 typy testov\u00e1n\u00ed softwaru. Spole\u010dnost McKinsey nazna\u010duje, \u017ee v\u00fdvoj softwaru nov\u00e9 generace je z hlediska um\u011bl\u00e9 inteligence t\u011bsn\u011b pozadu.  <\/span><a href=\"https:\/\/www.mckinsey.com\/capabilities\/mckinsey-digital\/our-insights\/the-top-trends-in-tech#tech-trends-2023\"><span style=\"font-weight: 400;\">nejv\u011bt\u0161\u00ed technologick\u00e9 trendy pro rok 2023<\/span><\/a><span style=\"font-weight: 400;\">. V \u010dele tohoto trendu bude st\u00e1t automatizace testov\u00e1n\u00ed softwaru, kter\u00e1 je poh\u00e1n\u011bna jak RPA, tak um\u011blou inteligenc\u00ed, p\u0159i\u010dem\u017e generativn\u00ed um\u011bl\u00e1 inteligence bude ps\u00e1t k\u00f3d a netechnick\u00e9 t\u00fdmy budou v\u00edt\u00e1ny d\u00edky n\u00e1stroj\u016fm bez k\u00f3du.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Jak uv\u00e1d\u00ed partner poradensk\u00e9 spole\u010dnosti Santiago Comella-Dorda: &#8222;V\u00fdvoj\u00e1\u0159i jsou pravd\u011bpodobn\u011b jedn\u00edm z nejcenn\u011bj\u0161\u00edch aktiv modern\u00edho digit\u00e1ln\u00edho podniku, p\u0159esto tr\u00e1v\u00ed v\u00edce ne\u017e 40 % sv\u00e9ho \u010dasu opakuj\u00edc\u00edmi se \u00fakoly s n\u00edzkou hodnotou, kter\u00e9 by mohly b\u00fdt snadno automatizov\u00e1ny pomoc\u00ed modern\u00ed sady n\u00e1stroj\u016f.&#8220;<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_Inteligentni_automatizace_RPA\"><\/span><strong>10. Inteligentn\u00ed automatizace RPA<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Robotick\u00e1 automatizace proces\u016f s um\u011blou inteligenc\u00ed, naz\u00fdvan\u00e1 tak\u00e9 inteligentn\u00ed automatizace proces\u016f (IPA), je pova\u017eov\u00e1na za dal\u0161\u00ed stupe\u0148 automatizace. Vyu\u017e\u00edv\u00e1 RPA a p\u0159id\u00e1v\u00e1 kognitivn\u00ed schopnosti prost\u0159ednictv\u00edm AI. M\u016f\u017ee zahrnovat RPA se v\u0161emi nebo n\u011bkter\u00fdmi z v\u00fd\u0161e uveden\u00fdch technologi\u00ed AI.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">V <\/span><a href=\"https:\/\/www.ibm.com\/thought-leadership\/institute-business-value\/en-us\/report\/automation-workflows\"><br \/>\n  <span style=\"font-weight: 400;\">IBM mezi vedouc\u00edmi pracovn\u00edky C-Suite<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">, 90 % respondent\u016f uvedlo, \u017ee inteligentn\u00ed automatizace jim pom\u00e1h\u00e1 &#8222;nadpr\u016fm\u011brn\u011b dob\u0159e \u0159\u00eddit organiza\u010dn\u00ed zm\u011bny v reakci na nov\u00e9 obchodn\u00ed trendy&#8220;. Tento n\u00e1zor vypov\u00edd\u00e1 o schopnosti RPA a AI vytv\u00e1\u0159et agiln\u00ed a robustn\u00ed \u0159e\u0161en\u00ed, kter\u00e1 mohou nab\u00eddnout skute\u010dnou konkuren\u010dn\u00ed v\u00fdhodu.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">D\u016fkazem toho, \u017ee RPA a AI mohou p\u0159in\u00e9st organiza\u010dn\u00ed zm\u011bny, je reakce podnikatelsk\u00e9 komunity na pandemii COVID-19.  <\/span><a href=\"https:\/\/www.mdpi.com\/2071-1050\/13\/14\/8020\"><span style=\"font-weight: 400;\">Vyu\u017eit\u00ed technologie robotick\u00e9 automatizace proces\u016f k zaji\u0161t\u011bn\u00ed podnikov\u00fdch proces\u016f b\u011bhem pandemie COVID-19  <\/span><\/a><span style=\"font-weight: 400;\">(Siderska, 2021) uk\u00e1zala, \u017ee 60 % polsk\u00fdch podnik\u016f, kter\u00e9 byly p\u0159edm\u011btem studie, bylo schopno zav\u00e9st kontinuitu podnik\u00e1n\u00ed d\u00edky n\u00e1stroj\u016fm RPA. Podle studie k tomu nejv\u00edce p\u0159isp\u011bly um\u011bl\u00e1 inteligence a analytika.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">V ned\u00e1vn\u00e9m <\/span><a href=\"https:\/\/www.gartner.com\/en\/newsroom\/press-releases\/2022-08-22-gartner-survey-reveals-80-percent-of-executives-think-automation-can-be-applied-to-any-business-decision\"><br \/>\n  <span style=\"font-weight: 400;\">Gartner<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">, pln\u00fdch 80 % vedouc\u00edch pracovn\u00edk\u016f odhalilo sv\u00e9 p\u0159esv\u011bd\u010den\u00ed, \u017ee automatizaci lze aplikovat na jak\u00fdkoli podnikov\u00fd proces. Tato statistika je pozoruhodn\u00fdm d\u016fkazem s\u00edly RPA p\u0159i pou\u017eit\u00ed um\u011bl\u00e9 inteligence. Je nemo\u017en\u00e9 si p\u0159edstavit, \u017ee by toto \u010d\u00edslo mohlo b\u00fdt tak vysok\u00e9 bez roz\u0161\u00ed\u0159en\u00ed RPA o um\u011blou inteligenci.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Pokud jde o budoucnost, v\u00fdzkum <\/span><a href=\"https:\/\/iopscience.iop.org\/article\/10.1088\/1741-2560\/13\/5\/051001\/pdf\"><br \/>\n  <span style=\"font-weight: 400;\">neuromorfn\u00edho zpracov\u00e1n\u00ed<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  &#8211; syst\u00e9m zpracov\u00e1n\u00ed informac\u00ed zalo\u017een\u00fd na struktu\u0159e mozku &#8211; by mohl v\u00e9st k lep\u0161\u00edmu pozn\u00e1v\u00e1n\u00ed a strojov\u00e9 inteligenci. Zaj\u00edmav\u00e9 na tomto horizontu je, \u017ee tyto inteligentn\u00ed modely vy\u017eaduj\u00ed mnohem m\u00e9n\u011b tr\u00e9ninkov\u00fdch dat, co\u017e znamen\u00e1, \u017ee by mohly b\u00fdt k dispozici podnik\u016fm.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Jak_RPA_pohanena_umelou_inteligenci_zmeni_budoucnost\"><\/span><strong>Jak RPA poh\u00e1n\u011bn\u00e1 um\u011blou inteligenc\u00ed zm\u011bn\u00ed budoucnost<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"prace_a_spolecnosti\"><\/span><strong>  pr\u00e1ce a spole\u010dnosti  <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img data-dominant-color=\"976e4d\" data-has-transparency=\"false\" style=\"--dominant-color: #976e4d;\" decoding=\"async\" class=\"aligncenter wp-image-64841 not-transparent\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-1024x683.webp\" alt=\"Inteligentn\u00ed automatizace proces\u016f vs. RPA - rozd\u00edly, spole\u010dn\u00e9 rysy, n\u00e1stroje a pr\u016fniky\/p\u0159ekryvy\" width=\"641\" height=\"427\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-1024x683.webp 1024w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-300x200.webp 300w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-768x512.webp 768w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-1536x1024.webp 1536w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-1080x720.webp 1080w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-1280x853.webp 1280w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-980x653.webp 980w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-480x320.webp 480w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-jpeg.webp 1920w\" sizes=\"(max-width: 641px) 100vw, 641px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">N\u00e1stroje pro automatizaci proces\u016f s um\u011blou inteligenc\u00ed se teprve rozehr\u00e1vaj\u00ed. Zde je n\u011bkolik oblast\u00ed, kde bude m\u00edt um\u011bl\u00e1 inteligence dal\u0161\u00ed vliv na automatizaci.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Prumysl_40\"><\/span><strong>1. Pr\u016fmysl 4.0<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Prvn\u00ed pr\u016fmyslov\u00e1 revoluce byla poh\u00e1n\u011bna p\u00e1rou, druh\u00e1 elekt\u0159inou. T\u0159et\u00ed pr\u016fmyslovou revoluci umo\u017enily digit\u00e1ln\u00ed technologie v 70. letech 20. stolet\u00ed. Pokud jde o \u010dtvrtou pr\u016fmyslovou revoluci, zn\u00e1mou tak\u00e9 jako Pr\u016fmysl 4.0, existuje n\u011bkolik technologick\u00fdch kandid\u00e1t\u016f, jako jsou digit\u00e1ln\u00ed dvoj\u010data, virtu\u00e1ln\u00ed realita, internet v\u011bc\u00ed (IoT), um\u011bl\u00e1 inteligence a ML, a dokonce i 3D tisk.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Nicm\u00e9n\u011b <\/span><a href=\"https:\/\/www.imd.org\/ibyimd\/supply-chain\/the-supply-chain-agenda-keeps-growing-how-will-you-adapt\/\"><br \/>\n  <span style=\"font-weight: 400;\">IMD Global Supply Chain Survey<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  z roku 2022 odhaluje znepokojivou pravdu. Z v\u00edce ne\u017e 200 osloven\u00fdch vedouc\u00edch pracovn\u00edk\u016f ve v\u00fdrob\u011b jich jen velmi m\u00e1lo uvedlo technologie souvisej\u00edc\u00ed s Pr\u016fmyslem 4.0 jako velkou prioritu. To je daleko od roku 2019, kdy  <\/span><a href=\"https:\/\/www.mckinsey.com\/industries\/industrials-and-electronics\/our-insights\/capturing-value-at-scale-in-discrete-manufacturing-with-industry-4-0\"><span style=\"font-weight: 400;\">68 % respondent\u016f pr\u016fzkumu spole\u010dnosti McKinsey ozna\u010dilo Pr\u016fmysl 4.0 za nejvy\u0161\u0161\u00ed strategickou prioritu.<\/span><\/a><\/p>\n<p><span style=\"font-weight: 400;\">Ve v\u00fdzkumn\u00e9m \u010dl\u00e1nku  <\/span><a href=\"https:\/\/www.researchgate.net\/publication\/349526158_Robotic_Process_Automation_and_Artificial_Intelligence_in_Industry_40_-_A_Literature_review\"><span style=\"font-weight: 400;\">Robotick\u00e1 automatizace proces\u016f a um\u011bl\u00e1 inteligence v pr\u016fmyslu  <\/span><\/a><a href=\"https:\/\/www.researchgate.net\/publication\/349526158_Robotic_Process_Automation_and_Artificial_Intelligence_in_Industry_40_-_A_Literature_review\"><span style=\"font-weight: 400;\">4.0 &#8211; P\u0159ehled literatury  <\/span><\/a><span style=\"font-weight: 400;\">(Riberio, 2021), autor uv\u00e1d\u00ed, \u017ee &#8222;vzhledem k rozsahu pou\u017eitelnosti um\u011bl\u00e9 inteligence RPA postupn\u011b p\u0159id\u00e1v\u00e1 ke sv\u00fdm automatiza\u010dn\u00edm funkc\u00edm implementace algoritm\u016f nebo technik um\u011bl\u00e9 inteligence aplikovan\u00fdch v ur\u010dit\u00fdch kontextech (nap\u0159. pl\u00e1nov\u00e1n\u00ed podnikov\u00fdch zdroj\u016f, \u00fa\u010detnictv\u00ed, lidsk\u00e9 zdroje) za \u00fa\u010delem klasifikace, rozpozn\u00e1v\u00e1n\u00ed, kategorizace atd.&#8220;.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">S dal\u0161\u00edm v\u00fdvojem technologi\u00ed se nov\u00e9 n\u00e1stroje a mo\u017enosti pomohou pr\u016fmyslu 4.0 st\u00e1t se realitou poh\u00e1n\u011bnou um\u011blou inteligenc\u00ed.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Hyperautomatizace\"><\/span><strong>2. Hyperautomatizace<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Hyperautomatizace je p\u0159irozen\u00fdm v\u00fdvojem automatizace. Nam\u00edsto automatizace konkr\u00e9tn\u00edho \u00fakolu nebo obchodn\u00edho procesu se v\u0161ak sna\u017e\u00ed roz\u0161\u00ed\u0159it mo\u017enosti automatizace v r\u00e1mci cel\u00e9 organizace. Kone\u010dn\u00e1 verze bude pln\u011b propojen\u00fd a do zna\u010dn\u00e9 m\u00edry autonomn\u00ed podnik, kde budou pracovn\u00ed postupy a rozhodnut\u00ed zefektivn\u011bn\u00e9, agiln\u00ed a odoln\u00e9.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Hyperautomatizace zahrnuje kombinaci n\u011bkolika technologi\u00ed. To zahrnuje:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">RPA<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AI  <\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Automatizace podnikov\u00fdch proces\u016f (BPA)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">ML<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Inteligentn\u00ed zpracov\u00e1n\u00ed dokument\u016f (IDP)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Orchestrace pracovn\u00edch postup\u016f<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Procesn\u00ed t\u011b\u017eba<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Zpracov\u00e1n\u00ed p\u0159irozen\u00e9ho jazyka (NLP)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Digit\u00e1ln\u00ed dvoj\u010de organizace (DTO)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Konverza\u010dn\u00ed RPA<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed RPA<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Jak je uvedeno v \u010dl\u00e1nku  <\/span><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2666351121000450#bib20\"><span style=\"font-weight: 400;\">Hyperautomatizace pro zv\u00fd\u0161en\u00ed automatizace v pr\u016fmyslu  <\/span><\/a><span style=\"font-weight: 400;\">(Haleem, 2021): &#8222;Hyperautomatizace m\u016f\u017ee d\u00edky kombinaci automatiza\u010dn\u00edch technologi\u00ed p\u0159ekonat n\u011bkter\u00e1 omezen\u00ed jedin\u00e9 metody automatiza\u010dn\u00edho za\u0159\u00edzen\u00ed. To umo\u017e\u0148uje spole\u010dnostem p\u0159ekro\u010dit hranice jednotliv\u00fdch proces\u016f a automatizovat t\u00e9m\u011b\u0159 jakoukoli n\u00e1ro\u010dnou a \u0161k\u00e1lovatelnou operaci.&#8220;<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Mensi_zavislost_na_odbornicich\"><\/span><strong>3. Men\u0161\u00ed z\u00e1vislost na odborn\u00edc\u00edch<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Rozmach v\u00fdvoje softwaru v posledn\u00edch letech odhalil probl\u00e9m. Zat\u00edmco popt\u00e1vka po aplikac\u00edch a mobiln\u00edch technologi\u00edch rostla, nab\u00eddka s n\u00ed jen t\u011b\u017eko dr\u017eela krok. V\u00fdvoj\u00e1\u0159\u016f softwaru byl nedostatek, co\u017e znamenalo, \u017ee mnoho pozic z\u016fst\u00e1valo dlouh\u00e9 m\u011bs\u00edce neobsazen\u00fdch.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Vzhledem k tomu, \u017ee na kvalifikovan\u00e9 uchaze\u010de \u010dekaj\u00ed presti\u017en\u00ed \u0161estim\u00edstn\u00e1 pracovn\u00ed m\u00edsta, mohli bychom si myslet, \u017ee se lid\u00e9 jednodu\u0161e rekvalifikuj\u00ed a skl\u00edzej\u00ed ovoce. \u0160koly a univerzity byly rovn\u011b\u017e podrobeny kontrole, p\u0159i\u010dem\u017e vl\u00e1dy nazna\u010dily, \u017ee ned\u011blaj\u00ed dost pro podporu vyu\u017e\u00edv\u00e1n\u00ed p\u0159edm\u011bt\u016f STEM. Skute\u010dnost je v\u0161ak takov\u00e1, \u017ee k\u00f3dov\u00e1n\u00ed je t\u011b\u017ek\u00e9. Pouze mal\u00e1 \u010d\u00e1st populace m\u00e1 pro tuto pr\u00e1ci vlohy.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Vzhledem k tomu, \u017ee se n\u00e1\u0161 sv\u011bt st\u00e1v\u00e1 st\u00e1le digit\u00e1ln\u011bj\u0161\u00edm, m\u016f\u017ee b\u00fdt nedostatek program\u00e1tor\u016f pova\u017eov\u00e1n za varov\u00e1n\u00ed, kter\u00e9mu jsme nev\u011bnovali pozornost. Na\u0161t\u011bst\u00ed m\u016f\u017ee tento probl\u00e9m vy\u0159e\u0161it automatizace s vyu\u017eit\u00edm um\u011bl\u00e9 inteligence.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Vedouc\u00ed pozice vy\u017eaduj\u00ed kombinaci mana\u017eersk\u00fdch dovednost\u00ed a hlubok\u00fdch znalost\u00ed oboru. \u010cten\u00ed a u\u010den\u00ed jsou jen jednou z \u010d\u00e1st\u00ed toho, co d\u011bl\u00e1 vedouc\u00ed pracovn\u00edky a \u010dleny seniorn\u00edch t\u00fdm\u016f pro organizaci cenn\u00fdmi. Nicm\u00e9n\u011b s t\u00edm, jak bude st\u00e1le v\u00edce pr\u016fmyslov\u00fdch odv\u011btv\u00ed vyu\u017e\u00edvat technologie, se bude tato z\u00e1sob\u00e1rna talent\u016f vy\u010derp\u00e1vat.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Analytika um\u011bl\u00e9 inteligence dok\u00e1\u017ee vyu\u017e\u00edt obrovsk\u00e9 mno\u017estv\u00ed historick\u00fdch dat k nalezen\u00ed poznatk\u016f a z\u00e1kladn\u00edch vztah\u016f a k vytv\u00e1\u0159en\u00ed p\u0159edpov\u011bd\u00ed. Tyto n\u00e1stroje pomohou p\u0159eklenout rozd\u00edly ve zku\u0161enostech. M\u016f\u017ee tak\u00e9 slou\u017eit k demokratizaci proz\u00edrav\u00e9ho rozhodov\u00e1n\u00ed, kter\u00e9 bylo d\u0159\u00edve v\u00fdsadou podnik\u016f s obrovsk\u00fdmi rozpo\u010dty.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Zat\u00edmco zku\u0161en\u00ed pracovn\u00edci s rozhodovac\u00edmi pravomocemi a strat\u00e9gov\u00e9 nikdy nevyjdou z m\u00f3dy, hyperautomatizovan\u00fd podnik \u0159\u00edzen\u00fd strojov\u00fdm u\u010den\u00edm (ML) a datovou analytikou bude pracovat nep\u0159etr\u017eit\u011b a rozhodovat se na z\u00e1klad\u011b faktor\u016f, kter\u00e9 by \u017e\u00e1dn\u00fd \u010dlov\u011bk nemohl v\u011bdom\u011b zv\u00e1\u017eit.<\/span><\/p>\n<p><a href=\"https:\/\/www.mckinsey.com\/capabilities\/mckinsey-digital\/our-insights\/the-economic-potential-of-generative-ai-the-next-productivity-frontier#introduction\"><span style=\"font-weight: 400;\">McKinsey nazna\u010duje, \u017ee automatizace znalostn\u00ed pr\u00e1ce je ji\u017e na dohled.<\/span><\/a><span style=\"font-weight: 400;\">. Pr\u00e1vo, ekonomie, vzd\u011bl\u00e1v\u00e1n\u00ed, um\u011bn\u00ed a technologie za\u017eij\u00ed naru\u0161en\u00ed, kter\u00e9 bylo d\u0159\u00edve pova\u017eov\u00e1no za ohro\u017een\u00ed pouze m\u00e9n\u011b kvalifikovan\u00fdch pracovn\u00edch m\u00edst. Co to v\u0161ak znamen\u00e1 pro celou pracovn\u00ed s\u00edlu, se teprve uk\u00e1\u017ee.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Vetsi_efektivita_statni_spravy\"><\/span><strong>4. V\u011bt\u0161\u00ed efektivita st\u00e1tn\u00ed spr\u00e1vy<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Vl\u00e1dn\u00ed v\u00fddaje jsou trvale spornou ot\u00e1zkou. Demokratick\u00e9 vl\u00e1dy maj\u00ed po cel\u00e9m sv\u011bt\u011b pov\u011bst nadm\u011brn\u00fdch a chybn\u00fdch v\u00fddaj\u016f. Na  <\/span><a href=\"https:\/\/www.brookings.edu\/articles\/how-robotic-process-and-intelligent-automation-are-altering-government-performance\/\"><br \/>\n  <span style=\"font-weight: 400;\">v\u00fdzkum renomovan\u00e9ho Brookingsova institutu<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">, americk\u00e9 vl\u00e1dn\u00ed org\u00e1ny p\u0159ij\u00edmaj\u00ed AI a RPA. <\/span> <\/p>\n<p><span style=\"font-weight: 400;\">Um\u011blou inteligenci a robotickou regulaci zav\u00e1d\u011bj\u00ed r\u016fzn\u00e1 ministerstva, nap\u0159\u00edklad \u00da\u0159ad pro potraviny a l\u00e9\u010diva, \u00da\u0159ad pro soci\u00e1ln\u00ed zabezpe\u010den\u00ed, Agentura pro obrannou logistiku nebo Ministerstvo financ\u00ed, aby zv\u00fd\u0161ila produktivitu a sn\u00ed\u017eila n\u00e1klady na sv\u00e9 z\u00e1kladn\u00ed slu\u017eby. Krom\u011b toho je  <\/span><a href=\"https:\/\/www.actiac.org\/documents\/act-iac-white-paper-process-automation-product-survey\"><br \/>\n  <span style=\"font-weight: 400;\">pr\u016fzkum Americk\u00e9 rady pro technologie a Poradn\u00edho v\u00fdboru pro pr\u016fmysl (ACT-IAC). <\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">demonstruje p\u0159\u00edpady pou\u017eit\u00ed z p\u0159ibli\u017en\u011b des\u00edtky vl\u00e1dn\u00edch organizac\u00ed.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00da\u010dinn\u011bj\u0161\u00ed a n\u00e1kladov\u011b efektivn\u011bj\u0161\u00ed st\u00e1tn\u00ed spr\u00e1va by mohla m\u00edt transforma\u010dn\u00ed \u00fa\u010dinek na celou spole\u010dnost. Slu\u017eby by se mohly st\u00e1t efektivn\u011bj\u0161\u00edmi a \u00fa\u010dinn\u011bj\u0161\u00edmi a dan\u011b by mohly b\u00fdt pou\u017eity na programy, kter\u00e9 by mohly zm\u011bnit \u017eivoty milion\u016f lid\u00ed. Toto roz\u0161\u00ed\u0159en\u00e9 p\u0159ijet\u00ed v\u0161ak zd\u016fraz\u0148uje v\u00fdznam eliminace<\/span> <a href=\"https:\/\/hbr.org\/2019\/10\/what-do-we-do-about-the-biases-in-ai\"><br \/>\n  <span style=\"font-weight: 400;\"> zkreslen\u00ed v um\u011bl\u00e9 inteligenci,<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\"> zejm\u00e9na pokud vl\u00e1dy cel\u00e9ho sv\u011bta pou\u017e\u00edvaj\u00ed tuto technologii k politick\u00fdm rozhodnut\u00edm. <\/span> <\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Zaverecne_myslenky\"><\/span><strong>Z\u00e1v\u011bre\u010dn\u00e9 my\u0161lenky<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-56671\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/03\/person-wondering-about-software-testing-1024x683.jpeg\" alt=\"vyjasn\u011bn\u00ed n\u011bkter\u00fdch nejasnost\u00ed v automatizaci testov\u00e1n\u00ed softwaru\" width=\"452\" height=\"301\"><\/p>\n<p><span style=\"font-weight: 400;\">Um\u011bl\u00e1 inteligence m\u00e1 na technologii RPA z\u00e1sadn\u00ed vliv. Prvn\u00ed automatiza\u010dn\u00ed n\u00e1stroje dok\u00e1zaly zvl\u00e1dnout mnoho rutinn\u00edch a v\u0161edn\u00edch \u00fakol\u016f na pracovi\u0161ti. S rostouc\u00edm spole\u010dn\u00fdm apetitem po automatizaci v\u0161ak RPA narazila na sv\u00e9 limity. Um\u011bl\u00e1 inteligence tyto bari\u00e9ry bo\u0159\u00ed.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Kombinace RPA a AI roz\u0161i\u0159uje potenci\u00e1l obou n\u00e1stroj\u016f. Podniky ji\u017e nyn\u00ed vyu\u017e\u00edvaj\u00ed v\u00fdhod inteligentn\u00ed automatizace, jako je zlep\u0161en\u00ed slu\u017eeb z\u00e1kazn\u00edk\u016fm, zv\u00fd\u0161en\u00ed efektivity organizace a sn\u00ed\u017een\u00ed provozn\u00edch n\u00e1klad\u016f. Um\u011bl\u00e1 inteligence otev\u0159ela oblast p\u016fsobnosti RPA zp\u016fsobem, kter\u00fd se je\u0161t\u011b p\u0159ed deseti lety zd\u00e1l nepravd\u011bpodobn\u00fd.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">T\u00edm v\u0161ak p\u0159\u00edb\u011bh robotick\u00e9 automatizace proces\u016f a um\u011bl\u00e9 inteligence nekon\u010d\u00ed. S p\u0159echodem do \u00e9ry hyperautomatizace dojde k dal\u0161\u00edm p\u0159\u00ednos\u016fm. Bude to divok\u00e1 j\u00edzda, tak nez\u016fst\u00e1vejte pozadu.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Robotick\u00e1 automatizace proces\u016f je rozjet\u00fd vlak. Podle spole\u010dnosti Deloitte tato technologie dos\u00e1hne. t\u00e9m\u011b\u0159 univerz\u00e1ln\u00ed p\u0159ijet\u00ed do roku 2025. To, \u017ee RPA dominuje sv\u011btu podnik\u00e1n\u00ed, v\u0161ak neznamen\u00e1, \u017ee se p\u0159estane vyv\u00edjet. Nach\u00e1z\u00edme se ve vzru\u0161uj\u00edc\u00edm technologick\u00e9m obdob\u00ed. Pokrok v oblasti um\u011bl\u00e9 inteligence je v posledn\u00edch letech p\u0159ekvapiv\u00fd. ChatGPT a dal\u0161\u00ed formy generativn\u00ed um\u011bl\u00e9 inteligence se dostaly [&hellip;]<\/p>\n","protected":false},"author":14624,"featured_media":65207,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_seopress_robots_primary_cat":"none","_seopress_titles_title":"AI v robotick\u00e9 automatizaci proces\u016f - konvergence AI a RPA","_seopress_titles_desc":"Od typ\u016f RPA a jejich limit\u016f a\u017e po sou\u010dasn\u00fd dopad roz\u0161\u00ed\u0159en\u00ed um\u011bl\u00e9 inteligence v robotick\u00e9 automatizaci proces\u016f - dozv\u00edte se v\u0161e, co je t\u0159eba v\u011bd\u011bt o um\u011bl\u00e9 inteligenci v RPA!","_seopress_robots_index":"","_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","content-type":"","footnotes":"","beyondwords_generate_audio":"","beyondwords_integration_method":"","beyondwords_project_id":"","beyondwords_content_id":"","beyondwords_preview_token":"","beyondwords_player_content":"","beyondwords_player_style":"","beyondwords_language_code":"","beyondwords_language_id":"","beyondwords_title_voice_id":"","beyondwords_body_voice_id":"","beyondwords_summary_voice_id":"","beyondwords_error_message":"","beyondwords_disabled":"","beyondwords_delete_content":"","beyondwords_podcast_id":"","beyondwords_hash":"","publish_post_to_speechkit":"","speechkit_hash":"","speechkit_generate_audio":"","speechkit_project_id":"","speechkit_podcast_id":"","speechkit_error_message":"","speechkit_disabled":"","speechkit_access_key":"","speechkit_error":"","speechkit_info":"","speechkit_response":"","speechkit_retries":"","speechkit_status":"","speechkit_updated_at":"","_speechkit_link":"","_speechkit_text":""},"categories":[462],"tags":[],"class_list":{"0":"post-65352","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai-cs"},"acf":{"short_name":"Dopad um\u011bl\u00e9 inteligence na RPA"},"_links":{"self":[{"href":"https:\/\/www.zaptest.com\/cs\/wp-json\/wp\/v2\/posts\/65352","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.zaptest.com\/cs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.zaptest.com\/cs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/cs\/wp-json\/wp\/v2\/users\/14624"}],"replies":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/cs\/wp-json\/wp\/v2\/comments?post=65352"}],"version-history":[{"count":0,"href":"https:\/\/www.zaptest.com\/cs\/wp-json\/wp\/v2\/posts\/65352\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/cs\/wp-json\/wp\/v2\/media\/65207"}],"wp:attachment":[{"href":"https:\/\/www.zaptest.com\/cs\/wp-json\/wp\/v2\/media?parent=65352"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.zaptest.com\/cs\/wp-json\/wp\/v2\/categories?post=65352"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.zaptest.com\/cs\/wp-json\/wp\/v2\/tags?post=65352"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}