{"id":65356,"date":"2023-09-01T19:31:43","date_gmt":"2023-09-01T19:31:43","guid":{"rendered":"https:\/\/www.zaptest.com\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa"},"modified":"2023-09-01T19:31:43","modified_gmt":"2023-09-01T19:31:43","slug":"vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa","status":"publish","type":"post","link":"https:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa","title":{"rendered":"Vplyv AI na robotick\u00fa automatiz\u00e1ciu procesov &#8211; komplexn\u00e1 diskusia o konvergencii AI a RPA"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Robotick\u00e1 automatiz\u00e1cia procesov je rozbehnut\u00fd vlak. Pod\u013ea spolo\u010dnosti Deloitte sa touto technol\u00f3giou dosiahne  <\/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;\">takmer univerz\u00e1lne prijatie do roku 2025.<\/span><\/a><span style=\"font-weight: 400;\">  To, \u017ee RPA dominuje vo svete podnikania, v\u0161ak neznamen\u00e1, \u017ee sa prestane vyv\u00edja\u0165.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Nach\u00e1dzame sa na vzru\u0161uj\u00facej technologickej kri\u017eovatke. Pokrok v oblasti umelej inteligencie bol v posledn\u00fdch rokoch prekvapuj\u00faci. ChatGPT a in\u00e9 formy generat\u00edvnej umelej inteligencie sa dostali do povedomia verejnosti. T\u00e1to vzru\u0161uj\u00faca technol\u00f3gia je v\u0161ak len jedn\u00fdm z prejavov potenci\u00e1lu umelej inteligencie.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA je jednoduch\u00fd, ale \u00fa\u010dinn\u00fd n\u00e1stroj. Konvergencia RPA a AI v\u0161ak poskytuje nekone\u010dn\u00e9 mo\u017enosti inov\u00e1ci\u00ed. Konverza\u010dn\u00fd z\u00e1kazn\u00edcky servis poh\u00e1\u0148an\u00fd umelou inteligenciou, rozhodovanie zalo\u017een\u00e9 na analytike a automatiz\u00e1cia znalostnej pr\u00e1ce s\u00fa len niektor\u00e9 pr\u00edklady umelej inteligencie v RPA.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">S technologick\u00fdm pokrokom zmen\u00ed kognit\u00edvna robotick\u00e1 automatiz\u00e1cia procesov povahu pr\u00e1ce tak, \u017ee si to sotva dok\u00e1\u017eeme predstavi\u0165. Sk\u00f4r ako sa zamysl\u00edme nad jej bud\u00facim vplyvom, presk\u00famame, ako umel\u00e1 inteligencia s RPA u\u017e posunula hranice automatiz\u00e1cie.<\/span><\/p>\n<p>&nbsp;<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 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:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-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:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#1_Transakcna_automatizacia_sa_tazko_riadi\" >1. Transak\u010dn\u00e1 automatiz\u00e1cia sa \u0165a\u017eko riadi<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#2_RPA_bojuje_s_nestrukturovanymi_udajmi\" >2. RPA bojuje s ne\u0161trukt\u00farovan\u00fdmi \u00fadajmi<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#3_RPA_predstavuje_vyzvy_v_oblasti_skalovania\" >3. RPA predstavuje v\u00fdzvy v oblasti \u0161k\u00e1lovania<\/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:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#Roboticka_automatizacia_procesov_a_umela_inteligencia\" >Robotick\u00e1 automatiz\u00e1cia procesov a umel\u00e1 inteligencia:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#Dokonala_zhoda\" >Dokonal\u00e1 zhoda<\/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:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#1_RPA_s_optickym_rozpoznavanim_znakov\" >1. RPA s optick\u00fdm rozpozn\u00e1van\u00edm znakov<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#2_Strojove_ucenie_a_RPA\" >2. Strojov\u00e9 u\u010denie 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:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#3_RPA_s_hlbokym_ucenim\" >3. RPA s hlbok\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:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#4_RPA_a_rozpoznavanie_obrazu\" >4. RPA a rozpozn\u00e1vanie 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:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#5_RPA_s_generativnou_AI\" >5. RPA s generat\u00edvnou 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:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#6_Zucastnil_sa_automatizacie\" >6. Z\u00fa\u010dastnil sa automatiz\u00e1cie<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#7_Samolepiace_roboty\" >7. Samolepiace roboty<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#8_Inteligentne_spracovanie_tazby\" >8. Inteligentn\u00e9 spracovanie \u0165a\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:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#9_Automatizacia_testovania_softveru\" >9. Automatiz\u00e1cia testovania softv\u00e9ru<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#10_Inteligentna_automatizacia_RPA\" >10. Inteligentn\u00e1 automatiz\u00e1cia 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:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#Ako_RPA_s_umelou_inteligenciou_zmeni_buducnost\" >Ako RPA s umelou inteligenciou zmen\u00ed bud\u00facnos\u0165<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#prace_a_spolocnosti\" >pr\u00e1ce a spolo\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:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#1_Priemysel_40\" >1. Priemysel 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:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#2_Hyperautomatizacia\" >2. Hyperautomatiz\u00e1cia<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#3_Mensie_spoliehanie_sa_na_odbornikov\" >3. Men\u0161ie spoliehanie sa na odborn\u00edkov<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#4_Vacsia_efektivnost_verejnej_spravy\" >4. V\u00e4\u010d\u0161ia efekt\u00edvnos\u0165 verejnej 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:\/\/dev.zaptest.com\/sk\/vplyv-ai-na-roboticku-automatizaciu-procesov-komplexna-diskusia-o-konvergencii-ai-a-rpa\/#Zaverecne_myslienky\" >Z\u00e1vere\u010dn\u00e9 my\u0161lienky<\/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:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-1024x784.webp 1024w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-300x230.webp 300w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-768x588.webp 768w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-1536x1176.webp 1536w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-1080x827.webp 1080w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-1280x980.webp 1280w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-980x750.webp 980w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-480x368.webp 480w, https:\/\/dev.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;\">\u0160irok\u00e9 prijatie RPA je d\u00f4kazom jeho u\u017eito\u010dnosti. T\u00e1to technol\u00f3gia pomohla nespo\u010detn\u00fdm podnikom dosiahnu\u0165 nov\u00fa \u00farove\u0148 v\u00fdroby, efekt\u00edvnosti a presnosti v\u010faka automatiz\u00e1cii kedysi manu\u00e1lnych \u00faloh. Ako ka\u017ed\u00e1 technol\u00f3gia m\u00e1 v\u0161ak svoje horn\u00e9 hranice.  <\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Transakcna_automatizacia_sa_tazko_riadi\"><\/span><strong>1. Transak\u010dn\u00e1 automatiz\u00e1cia sa \u0165a\u017eko riadi<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Hoci RPA boti bud\u00fa verne pracova\u0165 na procesoch, potrebuj\u00fa trochu spr\u00e1vy a \u00fadr\u017eby. Napr\u00edklad, ke\u010f sa zmenia vstupy alebo v\u00fdstupy, roboty sa musia prekonfigurova\u0165 tak, aby zvl\u00e1dli tieto mierne zmenen\u00e9 podmienky. V dynamickom pracovnom prostred\u00ed to m\u00f4\u017ee od\u010derp\u00e1va\u0165 zdroje a \u010das.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_RPA_bojuje_s_nestrukturovanymi_udajmi\"><\/span><strong>2. RPA bojuje s ne\u0161trukt\u00farovan\u00fdmi \u00fadajmi<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">N\u00e1stroje RPA s\u00fa vytvoren\u00e9 na vykon\u00e1vanie \u00faloh pomocou logiky if\/then\/else. Preto sa spoliehaj\u00fa na predv\u00eddate\u013en\u00e9 d\u00e1tov\u00e9 \u0161trukt\u00fary. Ak\u00e1ko\u013evek odch\u00fdlka alebo zmena vstupn\u00fdch \u00fadajov sp\u00f4sob\u00ed chyby alebo v\u00fdnimky, preto\u017ee s\u00fa mimo definovan\u00fdch hodn\u00f4t, ktor\u00e9 bot o\u010dak\u00e1va.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_RPA_predstavuje_vyzvy_v_oblasti_skalovania\"><\/span><strong>3. RPA predstavuje v\u00fdzvy v oblasti \u0161k\u00e1lovania<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">\u010ciasto\u010dne z d\u00f4vodov, ktor\u00e9 sme uviedli vy\u0161\u0161ie, m\u00f4\u017ee by\u0165 \u0161k\u00e1lovanie procesov RPA n\u00e1ro\u010dn\u00e9. Ka\u017ed\u00fd proces mus\u00ed by\u0165 jasne definovan\u00fd, riaden\u00fd a udr\u017eiavan\u00fd, pri\u010dom probl\u00e9my m\u00f4\u017ee sp\u00f4sobova\u0165 aj nedostato\u010dn\u00e1 prisp\u00f4sobivos\u0165 RPA.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Obmedzenia RPA nie s\u00fa d\u00f4vodom na obavy. RPA s podporou umelej inteligencie m\u00f4\u017ee prekona\u0165 ka\u017ed\u00e9 z t\u00fdchto obmedzen\u00ed a z\u00e1rove\u0148 otvori\u0165 nov\u00e9 a vzru\u0161uj\u00face mo\u017enosti automatiz\u00e1cie.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>Tu sa dozviete, ako RPA s AI zmenila automatiz\u00e1ciu.<\/strong><\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Roboticka_automatizacia_procesov_a_umela_inteligencia\"><\/span><strong>Robotick\u00e1 automatiz\u00e1cia procesov a umel\u00e1 inteligencia:  <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Dokonala_zhoda\"><\/span><strong>Dokonal\u00e1 zhoda<\/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\u00fd cyklus a proces RPA - 10 krokov k implement\u00e1cii robotickej automatiz\u00e1cie procesov\" width=\"597\" height=\"398\" srcset=\"https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-1024x683.webp 1024w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-300x200.webp 300w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-768x512.webp 768w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-1536x1024.webp 1536w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-1080x720.webp 1080w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-1280x853.webp 1280w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-980x653.webp 980w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-480x320.webp 480w, https:\/\/dev.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 zo svojej podstaty jednoduch\u00fd a nekomplikovan\u00fd n\u00e1stroj, aspo\u0148 na \u00farovni pou\u017e\u00edvate\u013ea. Je vytvoren\u00fd tak, aby bol pr\u00edstupn\u00fd aj netechnick\u00fdm t\u00edmom. Ako tak\u00fd vykon\u00e1va pokyny, ktor\u00e9 mu boli udelen\u00e9, kontrolovan\u00fdm sp\u00f4sobom. Je na \u013eu\u010foch, aby tieto procesy identifikovali a usmernili RPA na vykonanie pr\u00edkazov.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Samozrejme, podrobn\u00fd postup krok za krokom m\u00f4\u017ee by\u0165 pri dostato\u010dnej zlo\u017eitosti nemo\u017en\u00fd &#8211; preto je kombin\u00e1cia RPA a umelej inteligencie bud\u00facnos\u0165ou automatiz\u00e1cie.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_RPA_s_optickym_rozpoznavanim_znakov\"><\/span><strong>1. RPA s optick\u00fdm rozpozn\u00e1van\u00edm znakov<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Na str\u00e1nke <\/span><a href=\"https:\/\/ieeexplore.ieee.org\/document\/9532902\"><br \/>\n  <span style=\"font-weight: 400;\">Robotick\u00e1 automatiz\u00e1cia procesov s AI a OCR na zlep\u0161enie obchodn\u00fdch procesov<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  (Shidaganti, 2021), autor na\u010drt\u00e1va obmedzenia RPA a navrhuje: &#8222;Ak\u00e9ko\u013evek zmeny v automatizovanom procese si vy\u017eaduj\u00fa priame zmeny v aplik\u00e1cii RPA.&#8220; Shidaganti navrhuje umel\u00fa inteligenciu ako rie\u0161enie tohto procesu a argumentuje optick\u00fdm rozpozn\u00e1van\u00edm znakov (OCR) ako z\u00e1kladn\u00fdm roz\u0161\u00edren\u00edm RPA.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">OCR skuto\u010dne ovplyvnilo podniky t\u00fdm, \u017ee otvorilo RPA pre ne\u0161trukt\u00farovan\u00e9 \u00fadaje. N\u00e1stroje RPA OCR s umelou inteligenciou dok\u00e1\u017eu \u010d\u00edta\u0165 inform\u00e1cie z tla\u010den\u00fdch dokumentov a dokonca aj z p\u00edsan\u00e9ho textu. Existuj\u00fa tri hlavn\u00e9 mo\u017enosti pre RPA, ktor\u00e9 integr\u00e1cia OCR u\u013eah\u010duje.<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">OCR k\u00f3duje \u0161trukt\u00farovan\u00e9 \u00fadaje, \u010do umo\u017e\u0148uje RPA pracova\u0165 s nepredv\u00eddate\u013en\u00fdmi vstupmi<\/span><\/li>\n<li><span style=\"font-weight: 400;\">RPA m\u00f4\u017ee automatizova\u0165 vzdialen\u00e9 stroje de\u0161ifrovan\u00edm toho, \u010do sa deje na ich obrazovk\u00e1ch<\/span><\/li>\n<li><span style=\"font-weight: 400;\">OCR v spojen\u00ed so strojov\u00fdm u\u010den\u00edm m\u00f4\u017ee skenovan\u00edm dokumentov pom\u00f4c\u0165 pri ochrane pred pran\u00edm \u0161pinav\u00fdch pe\u0148az\u00ed (KYC) a pri odha\u013eovan\u00ed podvodov. Poznatky a rozhodnutia techniky sa m\u00f4\u017eu integrova\u0165 s RPA, \u010do umo\u017en\u00ed r\u00fdchlej\u0161ie otv\u00e1ranie \u00fa\u010dtov, onboarding, rozhodovanie o p\u00f4\u017ei\u010dk\u00e1ch at\u010f.<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Strojove_ucenie_a_RPA\"><\/span><strong>2. Strojov\u00e9 u\u010denie a RPA<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Robotick\u00e1 automatiz\u00e1cia procesov a strojov\u00e9 u\u010denie s\u00fa \u010fal\u0161\u00edm pr\u00edkladom vyu\u017eitia umelej inteligencie na prekonanie prirodzen\u00fdch obmedzen\u00ed RPA. U\u017e v roku 2016 odborn\u00edci na automatiz\u00e1ciu v pois\u0165ovn\u00edctve identifikovali  <\/span><a href=\"https:\/\/www.ma.imperial.ac.uk\/~dbrigo\/roboticsinsurance.pdf\"><span style=\"font-weight: 400;\">mo\u017enosti kognit\u00edvnej robotickej automatiz\u00e1cie procesov (RPA).<\/span><\/a><span style=\"font-weight: 400;\">  V tomto dokumente autori ako mo\u017en\u00e9 horizonty uv\u00e1dzaj\u00fa &#8222;samooptimaliz\u00e1ciu slu\u017eieb z\u00e1kazn\u00edkom, stanovenie cien \u00faverov, finan\u010dn\u00e9 poradenstvo alebo vybavovanie reklam\u00e1ci\u00ed \u010di s\u0165a\u017enost\u00ed&#8220;.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Je zauj\u00edmav\u00e9 sledova\u0165, ako sa n\u00e1stroje strojov\u00e9ho u\u010denia pre robotick\u00fa automatiz\u00e1ciu procesov stali be\u017en\u00fdmi v kr\u00e1tkom \u010dase, \u010do mus\u00ed sl\u00fa\u017ei\u0165 ako znak pokroku.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Strojov\u00e9 u\u010denie je v\u0161ade. Opisuje proces u\u010denia stroja vykon\u00e1va\u0165 \u00falohy pomocou explicitn\u00fdch programov\u00fdch in\u0161trukci\u00ed. Ako mo\u017eno viete, ide o stroje, ktor\u00e9 pou\u017e\u00edvaj\u00fa algoritmy na anal\u00fdzu a h\u013eadanie vzorov v s\u00fabore \u00fadajov. Po vy\u0161kolen\u00ed m\u00f4\u017ee stroj spracov\u00e1va\u0165 \u010fal\u0161ie \u00fadaje a vytv\u00e1ra\u0165 poznatky a predpovede.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA a strojov\u00e9 u\u010denie sa k sebe skvele hodia, preto\u017ee to znamen\u00e1, \u017ee RPA sa st\u00e1va inteligentnej\u0161ou, intuit\u00edvnej\u0161ou a schopnou pracova\u0165 s ne\u0161trukt\u00farovan\u00fdmi \u00fadajmi.  <\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_RPA_s_hlbokym_ucenim\"><\/span><strong>3. RPA s hlbok\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\u010denie je podmno\u017einou umelej inteligencie, zatia\u013e \u010do hlbok\u00e9 u\u010denie je podmno\u017einou strojov\u00e9ho u\u010denia. Rozdiel medzi hlbok\u00fdm u\u010den\u00edm a strojov\u00fdm u\u010den\u00edm je pre niektor\u00fdch \u013eud\u00ed mo\u017eno jemn\u00fd, ale stoj\u00ed za to ho presk\u00fama\u0165. Strojov\u00e9 u\u010denie sa tr\u00e9nuje na \u00fadajoch, ktor\u00e9 pom\u00e1haj\u00fa pri rozhodovan\u00ed a predpovedan\u00ed.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">  T\u00e1to technol\u00f3gia sa v\u0161ak zvy\u010dajne nedok\u00e1\u017ee \u010dasom sama zlep\u0161ova\u0165. Naproti tomu hlbok\u00e9 u\u010denie zah\u0155\u0148a pou\u017e\u00edvanie neur\u00f3nov\u00fdch siet\u00ed na u\u010denie a zlep\u0161ovanie jeho v\u00fdkonu. In\u00fdmi slovami, v\u010faka hlbok\u00e9mu u\u010deniu sa RPA a ML sp\u00e1jaj\u00fa, aby vytvorili automatiz\u00e1cie, ktor\u00e9 sa zlep\u0161uj\u00fa v\u010faka sk\u00fasenostiam.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Hlbok\u00e9 u\u010denie si samozrejme vy\u017eaduje neuverite\u013en\u00e9 mno\u017estvo \u00fadajov na vykon\u00e1vanie tejto funkcie. \u010eal\u0161\u00edm pr\u00edkladom hlbokej symbi\u00f3zy medzi umelou inteligenciou a RPA s\u00fa roboty, ktor\u00e9 s\u00fa ide\u00e1lne na pomoc pri n\u00e1ro\u010dnom procese zhroma\u017e\u010fovania t\u00fdchto tr\u00e9ningov\u00fdch \u00fadajov. N\u00e1stroje RPA m\u00f4\u017eu pristupova\u0165 k r\u00f4znym webov\u00fdm str\u00e1nkam a in\u00fdm informa\u010dn\u00fdm \u00falo\u017eisk\u00e1m, aby zhroma\u017edili tieto inform\u00e1cie a zabezpe\u010dili, \u017ee algoritmus hlbok\u00e9ho u\u010denia bude ma\u0165 dostatok \u00fadajov na zlep\u0161enie.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Hlbok\u00e9 u\u010denie tie\u017e umo\u017e\u0148uje botom vyu\u017e\u00edva\u0165 v\u00fdhody predikt\u00edvnej anal\u00fdzy. Ke\u010f RPA naraz\u00ed na v\u00fdnimky, m\u00f4\u017ee ich porovna\u0165 s o\u010dak\u00e1van\u00fdmi alebo neo\u010dak\u00e1van\u00fdmi vzormi, \u010d\u00edm sa eliminuje z\u00e1vislos\u0165 od \u013eudsk\u00e9ho z\u00e1sahu.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ke\u010f inteligentn\u00ed boti dok\u00e1\u017eu robi\u0165 rozhodnutia zalo\u017een\u00e9 na \u00fadajoch, m\u00f4\u017eu optim\u00e1lne reagova\u0165 na z\u00e1kazn\u00edkov. Pr\u00edkladom tak\u00fdchto aplik\u00e1ci\u00ed v r\u00e1mci RPA s\u00fa n\u00e1stroje na anal\u00fdzu n\u00e1lad, ktor\u00e9 vyu\u017e\u00edvaj\u00fa spracovanie prirodzen\u00e9ho jazyka (NLP) na dek\u00f3dovanie n\u00e1lad spotrebite\u013eov. Na druhej strane m\u00f4\u017eu roboty modulova\u0165 svoju reakciu tak, aby sa trafili do vhodnej noty. T\u00e1to dynamika m\u00f4\u017ee v\u00fdrazne pom\u00f4c\u0165 prekona\u0165 rozdiely medzi empatick\u00fdm \u013eudsk\u00fdm pr\u00edstupom k z\u00e1kazn\u00edkom a jeho mechanizovanou alternat\u00edvou.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_RPA_a_rozpoznavanie_obrazu\"><\/span><strong>4. RPA a rozpozn\u00e1vanie obrazu<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Spojenie RPA so softv\u00e9rom na rozpozn\u00e1vanie obrazu je \u010fal\u0161\u00edm pr\u00edkladom vyu\u017eitia umelej inteligencie na prekonanie neschopnosti RPA vysporiada\u0165 sa s chaotick\u00fdmi alebo ne\u0161trukt\u00farovan\u00fdmi \u00fadajmi. V dokumente  <\/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\u017eite\u013enos\u0165 technol\u00f3gi\u00ed umelej inteligencie v oblasti softv\u00e9rov\u00fdch robotov RPA na automatiz\u00e1ciu podnikov\u00fdch procesov<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\"> (Kanakov, 2022) autor uv\u00e1dza niektor\u00e9 fascinuj\u00face sp\u00f4soby vyu\u017eitia RPA a rozpozn\u00e1vania obrazu v s\u00favislosti s automatiz\u00e1ciou kontroly n\u00e1boru zamestnancov alebo pomoci pri odha\u013eovan\u00ed podvodov. <\/span> <\/p>\n<p><span style=\"font-weight: 400;\">Medzi \u010fal\u0161ie pr\u00edpady pou\u017eitia, ktor\u00e9 Kanakov navrhol, patr\u00ed vyu\u017eitie rozpozn\u00e1vania tv\u00e1re na zabezpe\u010denie budov pomocou n\u00e1strojov RPA pripojen\u00fdch ku kamer\u00e1m. Mo\u017enosti vyu\u017eitia s\u00fa skuto\u010dne nekone\u010dn\u00e9. Napr\u00edklad drony alebo kamery by mohli skenova\u0165 \u013eubovo\u013en\u00e9 prostredie a h\u013eada\u0165 anom\u00e1lie. Po zisten\u00ed probl\u00e9mov by ich syst\u00e9m RPA mohol nahl\u00e1si\u0165 pr\u00edslu\u0161n\u00fdm stran\u00e1m, \u010d\u00edm by sa zabezpe\u010dila r\u00fdchla n\u00e1prava.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_RPA_s_generativnou_AI\"><\/span><strong>5. RPA s generat\u00edvnou 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 zo spolo\u010dnosti DELL pou\u017e\u00edva fantastick\u00fa anal\u00f3giu pri porovn\u00e1van\u00ed RPA a generat\u00edvnej AI. Navrhuje, aby &#8222;na sl\u00e1vnostnom podujat\u00ed RPA kontrolovala zoznam host\u00ed, po\u010d\u00edtala vstupenky a monitorovala veci, ako je kapacita miestnosti, vykurovanie a osvetlenie.&#8220; Potom uv\u00e1dza: &#8222;Generat\u00edvna umel\u00e1 inteligencia medzit\u00fdm vytv\u00e1ra reklamu na podujatie, p\u00ed\u0161e gratula\u010dn\u00e9 prejavy pre ocenen\u00fdch a vedie rozhovory s ka\u017ed\u00fdm hos\u0165om.&#8220;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Na tomto prirovnan\u00ed je siln\u00e9 to, \u017ee dokonale vystihuje nie\u010do, \u010do sme v\u0161etci pozorovali v poslednom roku. Generat\u00edvna umel\u00e1 inteligencia je tak\u00e1 zauj\u00edmav\u00e1 a v\u00fdkonn\u00e1, \u017ee sa jej v\u00fdsledkom nem\u00f4\u017eeme \u010dudova\u0165. Av\u0161ak bez toho, aby niekto (RPA) pracoval v pozad\u00ed a vykon\u00e1val podradn\u00e9 \u00falohy, nem\u00f4\u017ee by\u0165 \u017eiadna udalos\u0165 alebo aspo\u0148 nie funk\u010dn\u00e1.  <\/span><\/p>\n<p><a href=\"https:\/\/www.gartner.com\/en\/topics\/generative-ai\"><span style=\"font-weight: 400;\">Pod\u013ea spolo\u010dnosti Gartner pon\u00faka generat\u00edvna AI ve\u013ea mo\u017enost\u00ed.<\/span><\/a><span style=\"font-weight: 400;\">  Dok\u00e1\u017ee r\u00fdchlo generova\u0165 p\u00edsan\u00fd obsah, obr\u00e1zky, vide\u00e1, hudbu a dokonca aj k\u00f3d. Niektor\u00e9 mo\u017enosti s\u00fa zrejm\u00e9 okam\u017eite, napr\u00edklad konverza\u010dn\u00fd z\u00e1kazn\u00edcky servis.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u010eal\u0161ie pr\u00edpady vyu\u017eitia RPA a generat\u00edvnej umelej inteligencie zah\u0155\u0148aj\u00fa pomoc RPA pri porozumen\u00ed ne\u0161trukt\u00farovan\u00fdm \u00fadajom r\u00f4znych foriem a dokonca aj roz\u0161\u00edrenie RPA o rozhodovanie, anal\u00fdzu \u00fadajov a \u010fal\u0161ie.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_Zucastnil_sa_automatizacie\"><\/span><strong>6. Z\u00fa\u010dastnil sa automatiz\u00e1cie<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Automatiz\u00e1ciu m\u00f4\u017eete rozdeli\u0165 do dvoch kateg\u00f3ri\u00ed: Obsluhovan\u00e1 a neobsluhovan\u00e1. Ako sa d\u00e1 o\u010dak\u00e1va\u0165, bezobslu\u017en\u00e1 automatiz\u00e1cia znamen\u00e1, \u017ee bot vykon\u00e1va procesy bez ak\u00e9hoko\u013evek \u013eudsk\u00e9ho vstupu. Naproti tomu automatiz\u00e1cia s \u00fa\u010das\u0165ou opisuje \u00falohy, ktor\u00e9 si vy\u017eaduj\u00fa interakciu \u010dloveka minim\u00e1lne po\u010das jedn\u00e9ho kroku na ceste.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Existuje nieko\u013eko sp\u00f4sobov, ako to m\u00f4\u017ee fungova\u0165. Automatizovan\u00fd proces m\u00f4\u017ee napr\u00edklad vy\u017eadova\u0165 manu\u00e1lne spustenie. Pr\u00edpadne sa m\u00f4\u017ee sta\u0165, \u017ee v jednom z krokov bud\u00fa potrebn\u00e9 bezpe\u010dnostn\u00e9 poverenia po\u010das procesu. V\u010faka robotickej automatiz\u00e1cii pracovnej plochy (RDA) s\u00fa v\u0161ak mo\u017en\u00e9 aj zlo\u017eitej\u0161ie orchestr\u00e1cie.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Robotick\u00e1 automatiz\u00e1cia pracovnej plochy (RDA) je forma automatiz\u00e1cie s \u00fa\u010das\u0165ou. V\u010faka n\u00e1strojom umelej inteligencie, ako je ML a optick\u00e9 rozpozn\u00e1vanie znakov, v\u0161ak tieto roboty dynamicky sp\u00e1jaj\u00fa viacer\u00e9 pracovn\u00e9 procesy a neust\u00e1le automatizuj\u00fa r\u00f4zne \u00falohy pre jednotliv\u00fdch pou\u017e\u00edvate\u013eov. V tomto scen\u00e1ri bot RDA funguje ako virtu\u00e1lny asistent, ktor\u00fd na\u010d\u00edtava \u00fadaje, odosiela s\u00fabory a vytv\u00e1ra spr\u00e1vy, zatia\u013e \u010do \u013eudsk\u00fd pracovn\u00edk hovor\u00ed so z\u00e1kazn\u00edkom.  <\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_Samolepiace_roboty\"><\/span><strong>7. Samolepiace roboty<\/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;\">Prieskum stavu RPA od roku 2022<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  odhalil probl\u00e9m, ktor\u00fd sa t\u00fdka niektor\u00fdch podnikov, ktor\u00e9 prij\u00edmaj\u00fa rie\u0161enia RPA. Viac ako 69 % respondentov uv\u00e1dza, \u017ee sa ka\u017ed\u00fd t\u00fd\u017ede\u0148 stret\u00e1vaj\u00fa s nefunk\u010dn\u00fdm RPA botom. \u010co je v\u0161ak e\u0161te hor\u0161ie, viac ako 40 % respondentov uviedlo, \u017ee oprava ich bota trv\u00e1 viac ako 5 hod\u00edn, pri\u010dom \u010fal\u0161\u00ed respondenti uviedli, \u017ee n\u00e1prava m\u00f4\u017ee trva\u0165 viac ako jeden de\u0148.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tieto \u010d\u00edsla s\u00fa neprijate\u013ene vysok\u00e9. Prieskum sa v\u0161ak nezaober\u00e1 konkr\u00e9tnymi probl\u00e9mami. Medzi be\u017en\u00e9 d\u00f4vody zlyhania RPA patria napr\u00edklad zmeny vstupov, narazenie robotov na v\u00fdnimky, ne\u00fapln\u00e9 \u00fadaje, nedostato\u010dn\u00e9 testovanie alebo nedostato\u010dn\u00e1 \u00fadr\u017eba.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Samoopravuj\u00faci sa RPA opisuje syst\u00e9m, ktor\u00fd sa dok\u00e1\u017ee opravi\u0165 s\u00e1m bez vstupu \u013eudsk\u00e9ho pracovn\u00edka.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Samoregenera\u010dn\u00e9 roboty RPA s\u00fa mo\u017en\u00e9 v\u010faka algoritmom umelej inteligencie, ktor\u00e9 monitoruj\u00fa v\u00fdkon automatizovanej \u00falohy. Ke\u010f sa vyskytn\u00fa probl\u00e9my, tieto u\u017eito\u010dn\u00e9 n\u00e1stroje za\u010dn\u00fa pracova\u0165, identifikuj\u00fa hlavn\u00fa pr\u00ed\u010dinu a pou\u017eij\u00fa opravu. V\u00fdhodou je vy\u0161\u0161\u00ed v\u00fdkon a dlh\u0161\u00ed \u010das prev\u00e1dzky.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_Inteligentne_spracovanie_tazby\"><\/span><strong>8. Inteligentn\u00e9 spracovanie \u0165a\u017eby<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Process mining v kontexte RPA zah\u0155\u0148a objavovanie \u00faloh, ktor\u00e9 m\u00f4\u017eu podniky automatizova\u0165. Pomocou pokro\u010dil\u00fdch analytick\u00fdch schopnost\u00ed umelej inteligencie m\u00f4\u017eu t\u00edmy presk\u00fama\u0165 svoje pracovn\u00e9 postupy a n\u00e1js\u0165 \u00falohy, ktor\u00e9 mo\u017eno automatizova\u0165, a vypracova\u0165 progn\u00f3zy o vplyve tejto automatiz\u00e1cie.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Process mining vyu\u017e\u00edva ML a d\u00e1tov\u00fa analytiku. Na zachytenie \u00fadajov o pracovnom postupe sa napr\u00edklad pou\u017e\u00edva softv\u00e9r na nahr\u00e1vanie obrazovky, ktor\u00fd ho rozde\u013euje na jednotliv\u00e9 kroky. Potom sa pomocou n\u00e1strojov ML alebo analytick\u00fdch n\u00e1strojov spustia modely t\u00fdchto \u00faloh a n\u00e1jdu sa oblasti, ktor\u00e9 sa m\u00f4\u017eu zmeni\u0165 na automatizovan\u00e9 procesy. N\u00e1stroje umelej inteligencie poskytuj\u00fa podnikom lep\u0161\u00ed doh\u013ead a pochopenie \u00faloh, \u010do im umo\u017e\u0148uje identifikova\u0165 z\u00e1vislosti, \u00fazke miesta a neefekt\u00edvnos\u0165.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Spojenie RPA a process miningu je ve\u013emi siln\u00e9, preto\u017ee m\u00f4\u017ee podnikom pom\u00f4c\u0165 odhali\u0165 procesy, ktor\u00e9 by inak neodhalili. To znamen\u00e1, \u017ee m\u00f4\u017eete z\u00edska\u0165 v\u00e4\u010d\u0161iu hodnotu zo svojich invest\u00edci\u00ed do RPA a \u010falej zn\u00e1sobi\u0165 \u010fal\u0161ie v\u00fdhody RPA, ako je zn\u00ed\u017eenie n\u00e1kladov a zv\u00fd\u0161enie produktivity.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u010eal\u0161ia vec, ktor\u00fa si tu m\u00f4\u017eete v\u0161imn\u00fa\u0165, je, \u017ee process mining m\u00f4\u017ee skr\u00e1ti\u0165 \u010das objavovania vhodn\u00fdch procesov RPA. To znamen\u00e1, \u017ee va\u0161a implement\u00e1cia sa za\u010dne ove\u013ea r\u00fdchlej\u0161ie.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_Automatizacia_testovania_softveru\"><\/span><strong>9. Automatiz\u00e1cia testovania softv\u00e9ru<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">V\u00fdvoj\u00e1ri a vydavatelia softv\u00e9ru priniesli niektor\u00e9 z najprevratnej\u0161\u00edch technol\u00f3gi\u00ed, ktor\u00e9 sme za posledn\u00fdch nieko\u013eko desa\u0165ro\u010d\u00ed mali mo\u017enos\u0165 vidie\u0165. Aj ich odvetvie v\u0161ak pre\u0161lo ur\u010ditou revol\u00faciou. Metodiky DevOps a Agile pomohli v\u00fdvoj\u00e1rom uspokoji\u0165 dopyt po bleskovo r\u00fdchlych a neust\u00e1le sa zlep\u0161uj\u00facich produktoch, pri\u010dom k r\u00fdchlej\u0161iemu uvedeniu na trh prispievaj\u00fa aj potrubia CI\/CD.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA je fantastick\u00fd n\u00e1stroj na \u0161pecifick\u00e9 typy testovania softv\u00e9ru. McKinsey nazna\u010duje, \u017ee v\u00fdvoj softv\u00e9ru novej gener\u00e1cie je hne\u010f za umelou inteligenciou, pokia\u013e ide o  <\/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;\">najv\u00e4\u010d\u0161ie technologick\u00e9 trendy v roku 2023<\/span><\/a><span style=\"font-weight: 400;\">. Na \u010dele tohto trendu bude st\u00e1\u0165 automatiz\u00e1cia testovania softv\u00e9ru poh\u00e1\u0148an\u00e1 RPA aj AI, pri\u010dom generat\u00edvna AI bude p\u00edsa\u0165 k\u00f3d a netechnick\u00e9 t\u00edmy bud\u00fa v\u00edtan\u00e9 v\u010faka n\u00e1strojom bez k\u00f3du.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ako uv\u00e1dza partner poradenskej spolo\u010dnosti Santiago Comella-Dorda, &#8222;v\u00fdvoj\u00e1ri s\u00fa pravdepodobne jedn\u00fdm z najcennej\u0161\u00edch akt\u00edv modern\u00e9ho digit\u00e1lneho podniku, ale viac ako 40 % svojho \u010dasu tr\u00e1via opakuj\u00facimi sa \u00falohami s n\u00edzkou hodnotou, ktor\u00e9 by sa dali \u013eahko automatizova\u0165 pomocou modernej sady n\u00e1strojov.&#8220;<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_Inteligentna_automatizacia_RPA\"><\/span><strong>10. Inteligentn\u00e1 automatiz\u00e1cia RPA<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Robotick\u00e1 automatiz\u00e1cia procesov s umelou inteligenciou, naz\u00fdvan\u00e1 aj inteligentn\u00e1 automatiz\u00e1cia procesov (IPA), sa pova\u017euje za \u010fal\u0161\u00ed stupe\u0148 automatiz\u00e1cie. Vyu\u017e\u00edva RPA a prid\u00e1va kognit\u00edvne schopnosti prostredn\u00edctvom AI. M\u00f4\u017ee zah\u0155\u0148a\u0165 RPA so v\u0161etk\u00fdmi alebo niektor\u00fdmi z vy\u0161\u0161ie uveden\u00fdch technol\u00f3gi\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 medzi ved\u00facimi pracovn\u00edkmi C-Suite<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">, 90 % respondentov uviedlo, \u017ee inteligentn\u00e1 automatiz\u00e1cia im pomohla &#8222;nadpriemerne dobre riadi\u0165 organiza\u010dn\u00e9 zmeny v reakcii na nov\u00e9 obchodn\u00e9 trendy&#8220;. Tento n\u00e1zor sved\u010d\u00ed o schopnosti RPA a AI vytv\u00e1ra\u0165 agiln\u00e9 a robustn\u00e9 rie\u0161enia, ktor\u00e9 m\u00f4\u017eu poskytn\u00fa\u0165 skuto\u010dn\u00fa konkuren\u010dn\u00fa v\u00fdhodu.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">D\u00f4kazom toho, \u017ee RPA a umel\u00e1 inteligencia m\u00f4\u017eu prinies\u0165 organiza\u010dn\u00e9 zmeny, je reakcia podnikate\u013eskej komunity na pand\u00e9miu COVID-19.  <\/span><a href=\"https:\/\/www.mdpi.com\/2071-1050\/13\/14\/8020\"><span style=\"font-weight: 400;\">Zavedenie technol\u00f3gie robotickej automatiz\u00e1cie procesov na zabezpe\u010denie obchodn\u00fdch procesov po\u010das pand\u00e9mie COVID-19  <\/span><\/a><span style=\"font-weight: 400;\">(Siderska, 2021) uk\u00e1zal, \u017ee 60 % sk\u00faman\u00fdch po\u013esk\u00fdch podnikov bolo schopn\u00fdch zavies\u0165 kontinuitu podnikania v\u010faka n\u00e1strojom RPA. Pod\u013ea \u0161t\u00fadie k tomu najviac prispeli umel\u00e1 inteligencia a analytika.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">V ned\u00e1vnom <\/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;\">, cel\u00fdch 80 % ved\u00facich pracovn\u00edkov vyjadrilo presved\u010denie, \u017ee automatiz\u00e1cia sa d\u00e1 pou\u017ei\u0165 na ak\u00fdko\u013evek podnikov\u00fd proces. T\u00e1to \u0161tatistika je pozoruhodn\u00fdm d\u00f4kazom sily RPA pri pou\u017eit\u00ed s umelou inteligenciou. Je nemo\u017en\u00e9 si predstavi\u0165, \u017ee by toto \u010d\u00edslo mohlo by\u0165 tak\u00e9 vysok\u00e9 bez roz\u0161\u00edrenia RPA o umel\u00fa inteligenciu.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Pokia\u013e ide o bud\u00facnos\u0165, v\u00fdskum <\/span><a href=\"https:\/\/iopscience.iop.org\/article\/10.1088\/1741-2560\/13\/5\/051001\/pdf\"><br \/>\n  <span style=\"font-weight: 400;\">neuromorfn\u00e9ho spracovania<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  &#8211; syst\u00e9m spracovania inform\u00e1ci\u00ed, ktor\u00fd je zalo\u017een\u00fd na \u0161trukt\u00fare mozgu, by mohol vies\u0165 k lep\u0161iemu pozn\u00e1vaniu a strojovej inteligencii. Vzru\u0161uj\u00face na tomto horizonte je, \u017ee tieto inteligentn\u00e9 modely vy\u017eaduj\u00fa ove\u013ea menej tr\u00e9ningov\u00fdch \u00fadajov, \u010do znamen\u00e1, \u017ee by mohli by\u0165 dostupn\u00e9 pre podniky.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Ako_RPA_s_umelou_inteligenciou_zmeni_buducnost\"><\/span><strong>Ako RPA s umelou inteligenciou zmen\u00ed bud\u00facnos\u0165<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"prace_a_spolocnosti\"><\/span><strong>  pr\u00e1ce a spolo\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\u00e1 automatiz\u00e1cia procesov vs. RPA - rozdiely, spolo\u010dn\u00e9 \u010drty, n\u00e1stroje a prieniky\/prekr\u00fdvania\" width=\"641\" height=\"427\" srcset=\"https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-1024x683.webp 1024w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-300x200.webp 300w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-768x512.webp 768w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-1536x1024.webp 1536w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-1080x720.webp 1080w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-1280x853.webp 1280w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-980x653.webp 980w, https:\/\/dev.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-480x320.webp 480w, https:\/\/dev.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 na automatiz\u00e1ciu procesov s umelou inteligenciou sa e\u0161te len rozbiehaj\u00fa. Tu je nieko\u013eko oblast\u00ed, v ktor\u00fdch bude ma\u0165 umel\u00e1 inteligencia \u010fal\u0161\u00ed vplyv na automatiz\u00e1ciu.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Priemysel_40\"><\/span><strong>1. Priemysel 4.0<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Prv\u00fa priemyseln\u00fa revol\u00faciu poh\u00e1\u0148ala para, druh\u00fa elektrina. Tretia priemyseln\u00e1 revol\u00facia bola umo\u017enen\u00e1 digit\u00e1lnymi technol\u00f3giami v 70. rokoch 20. storo\u010dia. Pokia\u013e ide o \u0161tvrt\u00fa priemyseln\u00fa revol\u00faciu, zn\u00e1mu aj ako Priemysel 4.0, existuje nieko\u013eko technologick\u00fdch kandid\u00e1tov, ako s\u00fa digit\u00e1lne dvoj\u010dat\u00e1, virtu\u00e1lna realita, internet vec\u00ed (IoT), umel\u00e1 inteligencia a ML, a dokonca aj 3D tla\u010d.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Av\u0161ak, an <\/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 Glob\u00e1lny prieskum dod\u00e1vate\u013esk\u00e9ho re\u0165azca<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  z roku 2022 odha\u013euje znepokojuj\u00facu pravdu. Z viac ako 200 osloven\u00fdch ved\u00facich pracovn\u00edkov v\u00fdrobn\u00fdch podnikov len ve\u013emi m\u00e1lo uviedlo technol\u00f3gie s\u00favisiace s Priemyslom 4.0 ako ve\u013ek\u00fa prioritu. To je \u010faleko od roku 2019, ke\u010f  <\/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 % respondentov prieskumu spolo\u010dnosti McKinsey uviedlo, \u017ee priemysel 4.0 je najvy\u0161\u0161ou strategickou prioritou.<\/span><\/a><\/p>\n<p><span style=\"font-weight: 400;\">Vo v\u00fdskumnej pr\u00e1ci  <\/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 automatiz\u00e1cia procesov a umel\u00e1 inteligencia v priemysle  <\/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; Preh\u013ead literat\u00fary  <\/span><\/a><span style=\"font-weight: 400;\">(Riberio, 2021), autor uv\u00e1dza, \u017ee &#8222;vzh\u013eadom na rozsah pou\u017eite\u013enosti umelej inteligencie, RPA postupne prid\u00e1va k svojim automatiza\u010dn\u00fdm funkci\u00e1m implement\u00e1cie algoritmov alebo techn\u00edk umelej inteligencie aplikovan\u00fdch v ur\u010dit\u00fdch kontextoch (napr. pl\u00e1novanie podnikov\u00fdch zdrojov, \u00fa\u010dtovn\u00edctvo, \u013eudsk\u00e9 zdroje) na klasifik\u00e1ciu, rozpozn\u00e1vanie, kategoriz\u00e1ciu at\u010f.&#8220;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">S \u010fal\u0161\u00edm v\u00fdvojom technol\u00f3gi\u00ed pom\u00f4\u017eu nov\u00e9 n\u00e1stroje a mo\u017enosti, aby sa priemysel 4.0 stal realitou poh\u00e1\u0148anou umelou inteligenciou.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Hyperautomatizacia\"><\/span><strong>2. Hyperautomatiz\u00e1cia<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Hyperautomatiz\u00e1cia je prirodzen\u00fdm v\u00fdvojom automatiz\u00e1cie. Namiesto automatiz\u00e1cie konkr\u00e9tnej \u00falohy alebo obchodn\u00e9ho procesu sa v\u0161ak sna\u017e\u00ed roz\u0161\u00edri\u0165 mo\u017enosti automatiz\u00e1cie v r\u00e1mci celej organiz\u00e1cie. Kone\u010dn\u00e1 verzia bude plne prepojen\u00fd a do zna\u010dnej miery auton\u00f3mny podnik, v ktorom bud\u00fa pracovn\u00e9 postupy a rozhodnutia zefekt\u00edvnen\u00e9, agiln\u00e9 a odoln\u00e9.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Hyperautomatiz\u00e1cia zah\u0155\u0148a kombin\u00e1ciu viacer\u00fdch technol\u00f3gi\u00ed. To zah\u0155\u0148a:<\/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;\">Automatiz\u00e1cia podnikov\u00fdch procesov (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\u00e9 spracovanie dokumentov (IDP)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Orchestr\u00e1cia pracovn\u00fdch postupov<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Procesn\u00e1 \u0165a\u017eba<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Spracovanie prirodzen\u00e9ho jazyka (NLP)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Digit\u00e1lne dvoj\u010da organiz\u00e1cie (DTO)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Konverza\u010dn\u00e1 RPA<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Po\u010d\u00edta\u010dov\u00e9 videnie RPA<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Ako sa uv\u00e1dza v dokumente  <\/span><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2666351121000450#bib20\"><span style=\"font-weight: 400;\">Hyperautomatiz\u00e1cia na zv\u00fd\u0161enie automatiz\u00e1cie v priemysle  <\/span><\/a><span style=\"font-weight: 400;\">(Haleem, 2021), &#8222;Prostredn\u00edctvom kombin\u00e1cie automatiza\u010dn\u00fdch technol\u00f3gi\u00ed m\u00f4\u017ee hyperautomatiz\u00e1cia prekona\u0165 niektor\u00e9 obmedzenia met\u00f3dy jedn\u00e9ho automatiza\u010dn\u00e9ho zariadenia. To umo\u017e\u0148uje spolo\u010dnostiam prekro\u010di\u0165 hranice jednotliv\u00fdch procesov a automatizova\u0165 takmer v\u0161etky n\u00e1ro\u010dn\u00e9 a \u0161k\u00e1lovate\u013en\u00e9 oper\u00e1cie.&#8220;<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Mensie_spoliehanie_sa_na_odbornikov\"><\/span><strong>3. Men\u0161ie spoliehanie sa na odborn\u00edkov<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Rozmach v\u00fdvoja softv\u00e9ru v posledn\u00fdch rokoch odhalil probl\u00e9m. Zatia\u013e \u010do dopyt po aplik\u00e1ci\u00e1ch a mobiln\u00fdch technol\u00f3gi\u00e1ch r\u00e1stol, ponuka s n\u00edm len \u0165a\u017eko dr\u017eala krok. Softv\u00e9rov\u00fdch v\u00fdvoj\u00e1rov bol nedostatok, \u010do znamenalo, \u017ee mnoh\u00e9 poz\u00edcie boli dlh\u00e9 mesiace neobsaden\u00e9.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Vzh\u013eadom na to, \u017ee na kvalifikovan\u00fdch uch\u00e1dza\u010dov \u010dakaj\u00fa prest\u00ed\u017ene \u0161es\u0165miestne pracovn\u00e9 miesta, mohli by ste si myslie\u0165, \u017ee \u013eudia sa jednoducho rekvalifikuj\u00fa a z\u00edskaj\u00fa odmenu. \u0160koly a univerzity sa tie\u017e dostali pod drobnoh\u013ead, pri\u010dom vl\u00e1dy nazna\u010dili, \u017ee nerobia dostato\u010dn\u00e9 kroky na podporu vyu\u017e\u00edvania predmetov STEM. V skuto\u010dnosti je v\u0161ak k\u00f3dovanie \u0165a\u017ek\u00e9. Len mal\u00e1 \u010das\u0165 popul\u00e1cie m\u00e1 na t\u00fato pr\u00e1cu predpoklady.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ke\u010f\u017ee sa n\u00e1\u0161 svet st\u00e1va \u010doraz digit\u00e1lnej\u0161\u00edm, nedostatok program\u00e1torov by sa mohol pova\u017eova\u0165 za varovanie, ktor\u00e9 sme nedbali. Na\u0161\u0165astie, automatiz\u00e1cia na b\u00e1ze umelej inteligencie m\u00f4\u017ee by\u0165 protil\u00e1tkou na tento probl\u00e9m.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ved\u00face poz\u00edcie si vy\u017eaduj\u00fa kombin\u00e1ciu mana\u017e\u00e9rskych zru\u010dnost\u00ed a hlbok\u00fdch odborn\u00fdch znalost\u00ed. \u010c\u00edtanie a u\u010denie sa s\u00fa len jednou z \u010dast\u00ed toho, \u010do rob\u00ed ved\u00facich pracovn\u00edkov a \u010dlenov seniorsk\u00fdch t\u00edmov pre organiz\u00e1ciu cenn\u00fdmi. Ke\u010f\u017ee v\u0161ak \u010doraz viac priemyseln\u00fdch odvetv\u00ed vyu\u017e\u00edva technol\u00f3gie, t\u00e1to skupina talentov sa vy\u010derp\u00e1.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Anal\u00fdza pomocou umelej inteligencie dok\u00e1\u017ee vyu\u017ei\u0165 obrovsk\u00e9 mno\u017estvo historick\u00fdch \u00fadajov na n\u00e1jdenie poznatkov a z\u00e1kladn\u00fdch vz\u0165ahov a na vytvorenie predpoved\u00ed. Tieto n\u00e1stroje pom\u00f4\u017eu preklen\u00fa\u0165 rozdiely v sk\u00fasenostiach. M\u00f4\u017ee tie\u017e sl\u00fa\u017ei\u0165 na demokratiz\u00e1ciu prezierav\u00e9ho rozhodovania, ktor\u00e9 bolo doteraz v\u00fdsadou podnikov s obrovsk\u00fdmi rozpo\u010dtami.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Zatia\u013e \u010do sk\u00fasen\u00ed rozhodovatelia a strat\u00e9govia nikdy nevyjd\u00fa z m\u00f3dy, hyperautomatizovan\u00fd podnik riaden\u00fd strojov\u00fdm u\u010den\u00edm (ML) a d\u00e1tovou anal\u00fdzou bude pracova\u0165 nepretr\u017eite a rozhodova\u0165 sa na z\u00e1klade faktorov, ktor\u00e9 by \u010dlovek vedome nezoh\u013eadnil.<\/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 automatiz\u00e1cia znalostnej pr\u00e1ce je u\u017e na doh\u013ead<\/span><\/a><span style=\"font-weight: 400;\">. Pr\u00e1vo, ekonomika, vzdel\u00e1vanie, umenie a technol\u00f3gie za\u017eij\u00fa naru\u0161enie, ktor\u00e9 sa predt\u00fdm pova\u017eovalo len za ohrozenie menej kvalifikovan\u00fdch pracovn\u00fdch miest. \u010co to v\u0161ak znamen\u00e1 pre celkov\u00fa pracovn\u00fa silu, e\u0161te nie je zn\u00e1me.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Vacsia_efektivnost_verejnej_spravy\"><\/span><strong>4. V\u00e4\u010d\u0161ia efekt\u00edvnos\u0165 verejnej spr\u00e1vy<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Vl\u00e1dne v\u00fddavky s\u00fa neust\u00e1le spornou ot\u00e1zkou. Demokratick\u00e9 administrat\u00edvy na celom svete maj\u00fa poves\u0165 \u0161t\u00e1tov, ktor\u00e9 sa vyzna\u010duj\u00fa nadmernou spotrebou a chybn\u00fdmi v\u00fddavkami. 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\u00fdskum renomovan\u00e9ho Brookingsovho in\u0161tit\u00fatu<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">, vl\u00e1dne org\u00e1ny USA vyu\u017e\u00edvaj\u00fa AI a RPA. <\/span> <\/p>\n<p><span style=\"font-weight: 400;\">R\u00f4zne rezorty, ako napr\u00edklad \u00darad pre potraviny a lie\u010div\u00e1, \u00darad soci\u00e1lneho zabezpe\u010denia, Agent\u00fara pre logistiku obrany a Ministerstvo financi\u00ed, zaviedli AI a RPA s cie\u013eom zv\u00fd\u0161i\u0165 produktivitu a zn\u00ed\u017ei\u0165 n\u00e1klady na svoje z\u00e1kladn\u00e9 slu\u017eby. Okrem toho, a  <\/span><a href=\"https:\/\/www.actiac.org\/documents\/act-iac-white-paper-process-automation-product-survey\"><br \/>\n  <span style=\"font-weight: 400;\">prieskum Americkej rady pre technol\u00f3gie a Poradn\u00e9ho v\u00fdboru pre priemysel (ACT-IAC) <\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">demon\u0161truje pr\u00edpady pou\u017eitia z pribli\u017ene desiatky vl\u00e1dnych organiz\u00e1ci\u00ed.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00da\u010dinnej\u0161ia a n\u00e1kladovo efekt\u00edvnej\u0161ia vl\u00e1da by mohla ma\u0165 transforma\u010dn\u00fd \u00fa\u010dinok na cel\u00fa spolo\u010dnos\u0165. Slu\u017eby by sa mohli sta\u0165 efekt\u00edvnej\u0161\u00edmi a \u00fa\u010dinnej\u0161\u00edmi a dane by sa mohli pou\u017ei\u0165 na programy, ktor\u00e9 by mohli zmeni\u0165 \u017eivoty mili\u00f3nov \u013eud\u00ed. Toto roz\u0161\u00edren\u00e9 prijatie v\u0161ak zd\u00f4raz\u0148uje v\u00fdznam odstr\u00e1nenia<\/span> <a href=\"https:\/\/hbr.org\/2019\/10\/what-do-we-do-about-the-biases-in-ai\"><br \/>\n  <span style=\"font-weight: 400;\"> predsudky v umelej inteligencii,<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\"> najm\u00e4 ak vl\u00e1dy na celom svete vyu\u017e\u00edvaj\u00fa t\u00fato technol\u00f3giu na prij\u00edmanie politick\u00fdch rozhodnut\u00ed. <\/span> <\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Zaverecne_myslienky\"><\/span><strong>Z\u00e1vere\u010dn\u00e9 my\u0161lienky<\/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=\"objasnenie niektor\u00fdch nejasnost\u00ed v oblasti automatiz\u00e1cie testovania softv\u00e9ru\" width=\"452\" height=\"301\"><\/p>\n<p><span style=\"font-weight: 400;\">Umel\u00e1 inteligencia m\u00e1 z\u00e1sadn\u00fd vplyv na technol\u00f3giu RPA. Prv\u00e9 automatiza\u010dn\u00e9 n\u00e1stroje dok\u00e1zali zvl\u00e1dnu\u0165 mno\u017estvo rutinn\u00fdch a v\u0161edn\u00fdch \u00faloh na pracovisku. S rast\u00facim kolekt\u00edvnym apet\u00edtom po automatiz\u00e1cii v\u0161ak RPA narazila na svoje limity. Umel\u00e1 inteligencia tieto prek\u00e1\u017eky odstra\u0148uje.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Kombin\u00e1cia RPA a AI roz\u0161iruje potenci\u00e1l oboch n\u00e1strojov. Podniky u\u017e vyu\u017e\u00edvaj\u00fa v\u00fdhody inteligentnej automatiz\u00e1cie, ako je zlep\u0161enie slu\u017eieb z\u00e1kazn\u00edkom, zv\u00fd\u0161enie efekt\u00edvnosti organiz\u00e1cie a zn\u00ed\u017eenie prev\u00e1dzkov\u00fdch n\u00e1kladov. Umel\u00e1 inteligencia otvorila oblas\u0165 p\u00f4sobnosti RPA sp\u00f4sobom, ktor\u00fd sa e\u0161te pred desiatimi rokmi zdal nepravdepodobn\u00fd.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Pr\u00edbeh robotickej automatiz\u00e1cie procesov a umelej inteligencie sa tu v\u0161ak nekon\u010d\u00ed. \u010eal\u0161ie pr\u00ednosy pr\u00eddu s prechodom do \u00e9ry hyperautomatiz\u00e1cie. Bude to divok\u00e1 jazda, tak nezost\u00e1vajte pozadu.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Robotick\u00e1 automatiz\u00e1cia procesov je rozbehnut\u00fd vlak. Pod\u013ea spolo\u010dnosti Deloitte sa touto technol\u00f3giou dosiahne takmer univerz\u00e1lne prijatie do roku 2025. To, \u017ee RPA dominuje vo svete podnikania, v\u0161ak neznamen\u00e1, \u017ee sa prestane vyv\u00edja\u0165. Nach\u00e1dzame sa na vzru\u0161uj\u00facej technologickej kri\u017eovatke. Pokrok v oblasti umelej inteligencie bol v posledn\u00fdch rokoch prekvapuj\u00faci. ChatGPT a in\u00e9 formy generat\u00edvnej umelej inteligencie [&hellip;]<\/p>\n","protected":false},"author":14624,"featured_media":65232,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[492],"tags":[],"class_list":["post-65356","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-sk"],"acf":{"short_name":"Vplyv umelej inteligencie na RPA"},"_links":{"self":[{"href":"https:\/\/dev.zaptest.com\/sk\/wp-json\/wp\/v2\/posts\/65356","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dev.zaptest.com\/sk\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dev.zaptest.com\/sk\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dev.zaptest.com\/sk\/wp-json\/wp\/v2\/users\/14624"}],"replies":[{"embeddable":true,"href":"https:\/\/dev.zaptest.com\/sk\/wp-json\/wp\/v2\/comments?post=65356"}],"version-history":[{"count":0,"href":"https:\/\/dev.zaptest.com\/sk\/wp-json\/wp\/v2\/posts\/65356\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dev.zaptest.com\/sk\/wp-json\/wp\/v2\/media\/65232"}],"wp:attachment":[{"href":"https:\/\/dev.zaptest.com\/sk\/wp-json\/wp\/v2\/media?parent=65356"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dev.zaptest.com\/sk\/wp-json\/wp\/v2\/categories?post=65356"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dev.zaptest.com\/sk\/wp-json\/wp\/v2\/tags?post=65356"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}