{"id":65394,"date":"2023-09-01T19:31:43","date_gmt":"2023-09-01T19:31:43","guid":{"rendered":"https:\/\/www.zaptest.com\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa"},"modified":"2023-09-01T19:31:43","modified_gmt":"2023-09-01T19:31:43","slug":"impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa","status":"publish","type":"post","link":"https:\/\/www.zaptest.com\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa","title":{"rendered":"Impactul AI \u00een automatizarea proceselor robotice &#8211; O discu\u021bie cuprinz\u0103toare despre convergen\u021ba AI \u0219i RPA"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Automatizarea proceselor robotice este un tren care a luat-o razna. Potrivit Deloitte, tehnologia va realiza  <\/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;\">adoptarea aproape universal\u0103 p\u00e2n\u0103 \u00een 2025.<\/span><\/a><span style=\"font-weight: 400;\">  Cu toate acestea, doar pentru c\u0103 RPA domin\u0103 lumea afacerilor, asta nu \u00eenseamn\u0103 c\u0103 va \u00eenceta s\u0103 evolueze.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ne afl\u0103m \u00eentr-o conjunctur\u0103 tehnologic\u0103 interesant\u0103. Progresele din ultimii ani \u00een domeniul inteligen\u021bei artificiale au fost uimitoare. ChatGPT \u0219i alte forme de Inteligen\u021b\u0103 Artificial\u0103 Generativ\u0103 au captat aten\u021bia publicului. Cu toate acestea, aceast\u0103 tehnologie interesant\u0103 este doar o expresie a poten\u021bialului inteligen\u021bei artificiale.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA este un instrument simplu, dar eficient. Cu toate acestea, convergen\u021ba dintre RPA \u0219i AI ofer\u0103 oportunit\u0103\u021bi nesf\u00e2r\u0219ite de inovare. Serviciile de asisten\u021b\u0103 clien\u021bi bazate pe inteligen\u021b\u0103 artificial\u0103 conversa\u021bional\u0103, procesul decizional bazat pe analiz\u0103 \u0219i automatizarea muncii de cunoa\u0219tere sunt doar c\u00e2teva exemple de inteligen\u021b\u0103 artificial\u0103 \u00een RPA.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Pe m\u0103sur\u0103 ce tehnologia avanseaz\u0103, automatizarea cognitiv\u0103 a proceselor robotice va schimba natura muncii \u00een moduri pe care abia ni le putem imagina. S\u0103 explor\u0103m modul \u00een care AI cu RPA a \u00eempins deja limitele automatiz\u0103rii \u00eenainte de a lua \u00een considerare impactul s\u0103u viitor.<\/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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#Limitele_RPA\" >Limitele 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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#1_Automatizarea_tranzactionala_este_dificil_de_gestionat\" >1. Automatizarea tranzac\u021bional\u0103 este dificil de gestionat<\/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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#2_RPA_se_lupta_cu_datele_nestructurate\" >2. RPA se lupt\u0103 cu datele nestructurate<\/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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#3_RPA_prezinta_provocari_legate_de_scalare\" >3. RPA prezint\u0103 provoc\u0103ri legate de scalare<\/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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#Automatizarea_proceselor_robotice_si_inteligenta_artificiala\" >Automatizarea proceselor robotice \u0219i inteligen\u021ba artificial\u0103:<\/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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#O_potrivire_perfecta\" >O potrivire perfect\u0103<\/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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#1_RPA_cu_recunoastere_optica_a_caracterelor\" >1. RPA cu recunoa\u0219tere optic\u0103 a caracterelor<\/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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#2_Invatare_automata_si_RPA\" >2. \u00cenv\u0103\u021bare automat\u0103 \u0219i 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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#3_RPA_cu_invatare_profunda\" >3. RPA cu \u00eenv\u0103\u021bare profund\u0103<\/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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#4_RPA_si_recunoasterea_imaginilor\" >4. RPA \u0219i recunoa\u0219terea imaginilor<\/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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#5_RPA_cu_IA_generativa\" >5. RPA cu IA generativ\u0103<\/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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#6_A_participat_la_automatizare\" >6. A participat la automatizare<\/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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#7_Roboti_care_se_vindeca_singuri\" >7. Robo\u021bi care se vindec\u0103 singuri<\/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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#8_Procesarea_inteligenta_a_mineritului\" >8. Procesarea inteligent\u0103 a mineritului<\/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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#9_Automatizarea_testelor_software\" >9. Automatizarea testelor software<\/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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#10_Automatizarea_inteligenta_RPA\" >10. Automatizarea inteligent\u0103 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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#Cum_va_schimba_viitorul_RPA_cu_ajutorul_inteligentei_artificiale\" >Cum va schimba viitorul RPA cu ajutorul inteligen\u021bei artificiale<\/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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#a_muncii_si_a_societatii\" >a muncii \u0219i a societ\u0103\u021bii<\/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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#1_Industria_40\" >1. Industria 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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#2_Hiperautomatizare\" >2. Hiperautomatizare<\/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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#3_Mai_putina_dependenta_de_experti\" >3. Mai pu\u021bin\u0103 dependen\u021b\u0103 de exper\u021bi<\/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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#4_O_mai_mare_eficienta_guvernamentala\" >4. O mai mare eficien\u021b\u0103 guvernamental\u0103<\/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\/ro\/impactul-ai-in-automatizarea-proceselor-robotice-o-discutie-cuprinzatoare-despre-convergenta-ai-si-rpa\/#Ganduri_finale\" >G\u00e2nduri finale<\/a><\/li><\/ul><\/nav><\/div>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Limitele_RPA\"><\/span><strong>Limitele 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=\"IA 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;\">Adoptarea pe scar\u0103 larg\u0103 a RPA este o dovad\u0103 a utilit\u0103\u021bii sale. Tehnologia a ajutat nenum\u0103rate \u00eentreprinderi s\u0103 ating\u0103 noi niveluri de produc\u021bie, eficien\u021b\u0103 \u0219i acurate\u021be prin automatizarea unor sarcini alt\u0103dat\u0103 manuale. Cu toate acestea, ca orice tehnologie, are limite superioare.  <\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Automatizarea_tranzactionala_este_dificil_de_gestionat\"><\/span><strong>1. Automatizarea tranzac\u021bional\u0103 este dificil de gestionat<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">\u00cen timp ce robo\u021bii RPA se vor ocupa cu fidelitate de procese, ace\u0219tia au nevoie de un pic de gestionare \u0219i \u00eentre\u021binere. De exemplu, atunci c\u00e2nd intr\u0103rile sau ie\u0219irile se modific\u0103, robo\u021bii trebuie reconfigura\u021bi pentru a gestiona aceste condi\u021bii u\u0219or schimb\u0103toare. \u00cen mediile de lucru dinamice, acest lucru poate consuma resurse \u0219i timp.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_RPA_se_lupta_cu_datele_nestructurate\"><\/span><strong>2. RPA se lupt\u0103 cu datele nestructurate<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Instrumentele RPA sunt construite pentru a executa sarcini folosind logica dac\u0103\/atunci\/altfel. Ca atare, acestea se bazeaz\u0103 pe structuri de date previzibile. Orice varia\u021bie sau modificare a datelor de intrare va cauza erori sau excep\u021bii, deoarece acestea nu se \u00eencadreaz\u0103 \u00een valorile definite pe care robotul se a\u0219teapt\u0103 s\u0103 le primeasc\u0103.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_RPA_prezinta_provocari_legate_de_scalare\"><\/span><strong>3. RPA prezint\u0103 provoc\u0103ri legate de scalare<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">\u00cen parte din cauza motivelor pe care le-am enumerat mai sus, extinderea proceselor RPA poate fi dificil\u0103. Fiecare proces trebuie s\u0103 fie clar definit, gestionat \u0219i \u00eentre\u021binut, \u00een timp ce lipsa de adaptabilitate a RPA poate, de asemenea, s\u0103 pun\u0103 probleme.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Limit\u0103rile RPA nu trebuie s\u0103 ne \u00eengrijoreze. RPA asistat\u0103 de AI poate dep\u0103\u0219i fiecare dintre aceste limit\u0103ri, deschiz\u00e2nd \u00een acela\u0219i timp noi \u0219i interesante posibilit\u0103\u021bi de automatizare.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>Iat\u0103 cum a schimbat RPA cu AI automatizarea.<\/strong><\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Automatizarea_proceselor_robotice_si_inteligenta_artificiala\"><\/span><strong>Automatizarea proceselor robotice \u0219i inteligen\u021ba artificial\u0103:  <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"O_potrivire_perfecta\"><\/span><strong>O potrivire perfect\u0103<\/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=\"RPA Lifecycle &amp; Process - 10 pa\u0219i pentru implementarea automatiz\u0103rii proceselor robotice\" 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, prin concep\u021bie, este un instrument simplu \u0219i necomplicat, cel pu\u021bin la nivel de utilizator. Este construit pentru a fi accesibil echipelor care nu au cuno\u0219tin\u021be tehnice. Ca atare, acesta execut\u0103 instruc\u021biunile care \u00eei sunt date \u00eentr-un mod controlat. Este de datoria oamenilor s\u0103 identifice aceste procese \u0219i s\u0103 direc\u021bioneze RPA pentru a executa comenzi.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Desigur, detalierea instruc\u021biunilor pas cu pas poate deveni imposibil\u0103, av\u00e2nd \u00een vedere o complexitate suficient\u0103 &#8211; motiv pentru care combinarea RPA \u0219i inteligen\u021ba artificial\u0103 reprezint\u0103 viitorul automatiz\u0103rii.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_RPA_cu_recunoastere_optica_a_caracterelor\"><\/span><strong>1. RPA cu recunoa\u0219tere optic\u0103 a caracterelor<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">\u00cen <\/span><a href=\"https:\/\/ieeexplore.ieee.org\/document\/9532902\"><br \/>\n  <span style=\"font-weight: 400;\">Automatizarea proceselor robotice cu AI \u0219i OCR pentru \u00eembun\u0103t\u0103\u021birea proceselor de afaceri<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  (Shidaganti, 2021), autorul subliniaz\u0103 limit\u0103rile RPA, suger\u00e2nd: &#8222;Orice schimbare \u00een procesul automatizat necesit\u0103 schimb\u0103ri directe \u00een aplica\u021bia RPA&#8221;. Shidaganti propune IA ca solu\u021bie la acest proces \u0219i argumenteaz\u0103 \u00een favoarea recunoa\u0219terii optice a caracterelor (OCR) ca o cre\u0219tere fundamental\u0103 a RPA.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00centr-adev\u0103r, OCR a avut un impact asupra \u00eentreprinderilor prin deschiderea RPA c\u0103tre datele nestructurate. Instrumentele RPA OCR bazate pe inteligen\u021b\u0103 artificial\u0103 pot citi informa\u021bii din documente tip\u0103rite \u0219i chiar din texte scrise. Exist\u0103 trei oportunit\u0103\u021bi principale pentru RPA pe care le faciliteaz\u0103 integrarea OCR.<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">OCR codific\u0103 datele structurate, permi\u021b\u00e2nd RPA s\u0103 lucreze cu intr\u0103ri imprevizibile<\/span><\/li>\n<li><span style=\"font-weight: 400;\">RPA poate automatiza ma\u0219inile de la distan\u021b\u0103 prin descifrarea a ceea ce se \u00eent\u00e2mpl\u0103 pe ecranele lor respective<\/span><\/li>\n<li><span style=\"font-weight: 400;\">OCR, \u00eempreun\u0103 cu \u00eenv\u0103\u021barea automat\u0103, poate ajuta la cunoa\u0219terea clientului (KYC), la combaterea sp\u0103l\u0103rii banilor (AML) \u0219i la detectarea fraudelor prin scanarea documentelor. \u00cenv\u0103\u021b\u0103turile \u0219i deciziile tehnologiei se pot integra cu RPA, permi\u021b\u00e2nd deschiderea mai rapid\u0103 a conturilor, integrarea, deciziile de \u00eemprumut \u0219i a\u0219a mai departe.<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Invatare_automata_si_RPA\"><\/span><strong>2. \u00cenv\u0103\u021bare automat\u0103 \u0219i RPA<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Robotic Process Automation \u0219i Machine Learning sunt un alt exemplu de utilizare a inteligen\u021bei artificiale pentru a dep\u0103\u0219i limit\u0103rile inerente ale RPA. \u00cenc\u0103 din 2016, exper\u021bii \u00een automatizare din industria asigur\u0103rilor au identificat  <\/span><a href=\"https:\/\/www.ma.imperial.ac.uk\/~dbrigo\/roboticsinsurance.pdf\"><span style=\"font-weight: 400;\">posibilit\u0103\u021bile de automatizare a proceselor robotice cognitive (RPA).<\/span><\/a><span style=\"font-weight: 400;\">  \u00cen aceast\u0103 lucrare, autorii discut\u0103 despre &#8222;auto-optimizarea serviciilor pentru clien\u021bi, stabilirea pre\u021bului \u00eemprumuturilor, consultan\u021b\u0103 financiar\u0103 sau tratarea reclama\u021biilor sau a pl\u00e2ngerilor&#8221; ca posibile orizonturi.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00cen ceea ce trebuie s\u0103 fie un semn al progresului, este interesant de v\u0103zut cum instrumentele de automatizare robotic\u0103 a proceselor de \u00eenv\u0103\u021bare automat\u0103 au devenit obi\u0219nuite \u00eentr-un interval scurt de timp.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00cenv\u0103\u021barea automat\u0103 este peste tot. Descrie procesul de \u00eenv\u0103\u021bare a unei ma\u0219ini s\u0103 execute sarcini cu ajutorul unor instruc\u021biuni de programare explicite. Dup\u0103 cum probabil \u0219ti\u021bi, acest lucru presupune ca ma\u0219inile s\u0103 foloseasc\u0103 algoritmi pentru a analiza \u0219i a g\u0103si modele \u00eentr-un set de date. Odat\u0103 antrenat\u0103, ma\u0219ina poate procesa alte date \u0219i poate produce informa\u021bii \u0219i previziuni.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA \u0219i \u00eenv\u0103\u021barea automat\u0103 se potrivesc foarte bine, deoarece \u00eenseamn\u0103 c\u0103 RPA devine mai inteligent\u0103, mai intuitiv\u0103 \u0219i capabil\u0103 s\u0103 se ocupe de date nestructurate.  <\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_RPA_cu_invatare_profunda\"><\/span><strong>3. RPA cu \u00eenv\u0103\u021bare profund\u0103<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">\u00cenv\u0103\u021barea mecanic\u0103 este un subansamblu al inteligen\u021bei artificiale, \u00een timp ce \u00eenv\u0103\u021barea profund\u0103 este un subansamblu al \u00eenv\u0103\u021b\u0103rii mecanice. Diferen\u021ba dintre Deep Learning \u0219i Machine Learning este poate subtil\u0103 pentru unele persoane, dar merit\u0103 explorat\u0103. \u00cenv\u0103\u021barea automat\u0103 este antrenat\u0103 pe date pentru a ajuta la luarea deciziilor \u0219i la realizarea de predic\u021bii.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">  Cu toate acestea, tehnologia nu are, de obicei, capacitatea de a se \u00eembun\u0103t\u0103\u021bi singur\u0103 \u00een timp. \u00cen schimb, \u00eenv\u0103\u021barea profund\u0103 implic\u0103 utilizarea re\u021belelor neuronale pentru a \u00eenv\u0103\u021ba \u0219i a-\u0219i \u00eembun\u0103t\u0103\u021bi performan\u021ba. Cu alte cuvinte, datorit\u0103 Deep Learning, RPA \u0219i ML se combin\u0103 pentru a construi automatiz\u0103ri care se \u00eembun\u0103t\u0103\u021besc prin experien\u021b\u0103.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Desigur, Deep Learning necesit\u0103 o cantitate incredibil\u0103 de date pentru a \u00eendeplini aceast\u0103 func\u021bie. \u00cen ceea ce reprezint\u0103 un alt exemplu al simbiozei profunde dintre AI \u0219i RPA, robo\u021bii sunt ideali pentru a ajuta la procesul laborios de colectare a acestor date de instruire. Instrumentele RPA pot accesa diverse site-uri web \u0219i alte depozite de informa\u021bii pentru a colecta aceste informa\u021bii, asigur\u00e2nd astfel c\u0103 algoritmul de \u00eenv\u0103\u021bare profund\u0103 dispune de o mul\u021bime de date pentru a se \u00eembun\u0103t\u0103\u021bi.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">De asemenea, \u00eenv\u0103\u021barea profund\u0103 permite robo\u021bilor s\u0103 exploateze avantajele analizei predictive. Atunci c\u00e2nd RPA \u00eent\u00e2lne\u0219te excep\u021bii, le poate compara cu modelele a\u0219teptate sau nea\u0219teptate, elimin\u00e2nd dependen\u021ba de interven\u021bia uman\u0103.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Atunci c\u00e2nd robo\u021bii inteligen\u021bi pot lua decizii bazate pe date, ace\u0219tia pot r\u0103spunde clien\u021bilor \u00een mod optim. Un exemplu de astfel de aplica\u021bii \u00een cadrul RPA include instrumentele de analiz\u0103 a sentimentelor care utilizeaz\u0103 procesarea limbajului natural (NLP) pentru a decoda st\u0103rile de spirit ale consumatorilor. La r\u00e2ndul lor, robo\u021bii \u00ee\u0219i pot modula r\u0103spunsul pentru a atinge o not\u0103 potrivit\u0103. Acest dinamism poate contribui \u00een mare m\u0103sur\u0103 la dep\u0103\u0219irea decalajelor dintre serviciile umane empatice pentru clien\u021bi \u0219i alternativa mecanizat\u0103 a acestora.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_RPA_si_recunoasterea_imaginilor\"><\/span><strong>4. RPA \u0219i recunoa\u0219terea imaginilor<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Asocierea RPA cu un software de recunoa\u0219tere a imaginilor este un alt exemplu de utilizare a inteligen\u021bei artificiale pentru a dep\u0103\u0219i incapacitatea RPA de a gestiona date dezordonate sau nestructurate. \u00cen lucrarea  <\/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;\">Analiza \u0219i aplicabilitatea tehnologiilor de inteligen\u021b\u0103 artificial\u0103 \u00een domeniul robo\u021bilor software RPA pentru automatizarea proceselor de afaceri<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\"> (Kanakov, 2022), autorul prezint\u0103 c\u00e2teva utiliz\u0103ri fascinante ale RPA \u0219i ale recunoa\u0219terii imaginilor \u00een leg\u0103tur\u0103 cu automatizarea verific\u0103rilor de fond pentru angajare sau cu ajutorul pentru detectarea fraudelor. <\/span> <\/p>\n<p><span style=\"font-weight: 400;\">Alte cazuri de utilizare propuse de Kanakov includ utilizarea recunoa\u0219terii faciale pentru securitatea cl\u0103dirilor, cu instrumente RPA conectate la camere de luat vederi. Aplica\u021biile sunt cu adev\u0103rat infinite. De exemplu, dronele sau camerele de luat vederi ar putea scana un num\u0103r nelimitat de medii pentru a detecta anomalii. Odat\u0103 detectate, un sistem RPA ar putea raporta problemele p\u0103r\u021bilor relevante, asigur\u00e2nd remedierea rapid\u0103 a acestora.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_RPA_cu_IA_generativa\"><\/span><strong>5. RPA cu IA generativ\u0103<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">\u00centr-un <\/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;\">articol din Forbes<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">, Clint Boulton de la DELL folose\u0219te o analogie fantastic\u0103 atunci c\u00e2nd compar\u0103 RPA \u0219i IA generativ\u0103. El sugereaz\u0103 c\u0103 &#8222;La un eveniment de gal\u0103, RPA verific\u0103 lista de invita\u021bi, num\u0103r\u0103 biletele \u0219i monitorizeaz\u0103 lucruri precum capacitatea s\u0103lii, \u00eenc\u0103lzirea \u0219i iluminatul&#8221;. Apoi, el afirm\u0103: &#8222;\u00centre timp, Inteligen\u021ba Artificial\u0103 Generativ\u0103 creeaz\u0103 publicitate pentru eveniment, scrie discursuri de felicitare pentru cei premia\u021bi \u0219i poart\u0103 conversa\u021bii cu fiecare invitat&#8221;.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ceea ce este at\u00e2t de puternic la aceast\u0103 analogie este faptul c\u0103 surprinde perfect ceva ce am observat cu to\u021bii \u00een ultimul an sau cam a\u0219a ceva. Inteligen\u021ba artificial\u0103 generativ\u0103 este at\u00e2t de interesant\u0103 \u0219i de puternic\u0103, \u00eenc\u00e2t nu putem s\u0103 nu ne minun\u0103m de rezultatele sale. Cu toate acestea, f\u0103r\u0103 ca cineva (RPA) s\u0103 lucreze \u00een fundal \u0219i s\u0103 \u00eendeplineasc\u0103 sarcini m\u0103runte, nu poate exista niciun eveniment sau cel pu\u021bin nu unul func\u021bional.  <\/span><\/p>\n<p><a href=\"https:\/\/www.gartner.com\/en\/topics\/generative-ai\"><span style=\"font-weight: 400;\">Conform Gartner, inteligen\u021ba artificial\u0103 generativ\u0103 ofer\u0103 o mul\u021bime de op\u021biuni.<\/span><\/a><span style=\"font-weight: 400;\">  Acesta poate genera rapid con\u021binut scris, imagini, videoclipuri, muzic\u0103 \u0219i chiar cod. Unele dintre posibilit\u0103\u021bi sunt imediat evidente, cum ar fi serviciul de asisten\u021b\u0103 pentru clien\u021bi prin conversa\u021bie.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Dar chatbots \u00eembun\u0103t\u0103\u021bite sunt doar \u00eenceputul; alte cazuri de utilizare pentru RPA \u0219i AI generativ\u0103 includ ajutarea RPA s\u0103 \u00een\u021beleag\u0103 date nestructurate de multe forme \u0219i chiar cre\u0219terea RPA cu luarea deciziilor, analiza datelor \u0219i multe altele.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_A_participat_la_automatizare\"><\/span><strong>6. A participat la automatizare<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Pute\u021bi \u00eemp\u0103r\u021bi automatizarea \u00een dou\u0103 categorii: Asistat \u0219i Nesupravegheat. Dup\u0103 cum v-a\u021bi putea a\u0219tepta, Automatizarea nesupravegheat\u0103 \u00eenseamn\u0103 c\u0103 robotul execut\u0103 procesele f\u0103r\u0103 nicio interven\u021bie uman\u0103. \u00cen schimb, Automatizarea asistat\u0103 descrie sarcinile care necesit\u0103 interac\u021biune uman\u0103 \u00een timpul a cel pu\u021bin un pas pe parcurs.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Exist\u0103 c\u00e2teva moduri \u00een care acest lucru poate func\u021biona. De exemplu, procesul automatizat ar putea necesita un declan\u0219ator manual. Alternativ, este posibil ca una dintre etape s\u0103 necesite acredit\u0103ri de securitate \u00een timpul procesului. Cu toate acestea, aici sunt posibile orchestra\u021bii mai complexe datorit\u0103 Robotic Desktop Automation (RDA).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Robotic Desktop Automation (RDA) este o form\u0103 de automatizare asistat\u0103. Cu toate acestea, datorit\u0103 instrumentelor de inteligen\u021b\u0103 artificial\u0103, cum ar fi ML \u0219i recunoa\u0219terea optic\u0103 a caracterelor, ace\u0219ti robo\u021bi \u00eembin\u0103 \u00een mod dinamic mai multe procese de flux de lucru, automatiz\u00e2nd \u00een mod constant diverse sarcini pentru un utilizator individual. \u00cen acest scenariu, robotul RDA ac\u021bioneaz\u0103 ca un asistent virtual, recuper\u00e2nd date, trimi\u021b\u00e2nd fi\u0219iere \u0219i gener\u00e2nd rapoarte \u00een timp ce operatorul uman vorbe\u0219te cu un client.  <\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_Roboti_care_se_vindeca_singuri\"><\/span><strong>7. Robo\u021bi care se vindec\u0103 singuri<\/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;\">Studiu privind situa\u021bia RPA din 2022<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  a dezv\u0103luit o problem\u0103 care afecteaz\u0103 unele \u00eentreprinderi care adopt\u0103 solu\u021bii RPA. Peste 69% dintre responden\u021bi sugereaz\u0103 c\u0103 au parte de un robot RPA defect \u00een fiecare s\u0103pt\u0103m\u00e2n\u0103. Mai r\u0103u, peste 40% au sugerat c\u0103 este nevoie de mai mult de 5 ore pentru a repara robotul, iar al\u021bi responden\u021bi au sugerat c\u0103 remedierea poate dura mai mult de o zi.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Aceste cifre sunt inacceptabil de mari. Cu toate acestea, sondajul nu intr\u0103 \u00een detaliile specifice ale problemei. Printre motivele comune pentru e\u0219ecul RPA se num\u0103r\u0103 modific\u0103rile de intrare, excep\u021biile \u00eent\u00e2mpinate de robo\u021bi, datele incomplete, testarea slab\u0103 sau lipsa de \u00eentre\u021binere, pentru a numi doar c\u00e2teva.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA cu autovindecare descrie un sistem care se poate repara singur f\u0103r\u0103 interven\u021bia unui lucr\u0103tor uman.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Robo\u021bii RPA cu auto-reparare sunt posibili prin intermediul algoritmilor de inteligen\u021b\u0103 artificial\u0103 care monitorizeaz\u0103 performan\u021ba sarcinii automatizate. Atunci c\u00e2nd apar probleme, aceste instrumente utile intr\u0103 \u00een ac\u021biune, identific\u0103 cauza principal\u0103 \u0219i aplic\u0103 o solu\u021bie. Avantajul este cre\u0219terea performan\u021bei \u0219i a timpului de func\u021bionare.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_Procesarea_inteligenta_a_mineritului\"><\/span><strong>8. Procesarea inteligent\u0103 a mineritului<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Extragerea proceselor \u00een contextul RPA implic\u0103 descoperirea sarcinilor pe care \u00eentreprinderile le pot automatiza. Prin utilizarea capacit\u0103\u021bilor analitice avansate ale inteligen\u021bei artificiale, echipele pot analiza fluxurile de lucru pentru a g\u0103si sarcini care pot fi automatizate \u0219i pot face previziuni cu privire la impactul acestei automatiz\u0103ri.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Extragerea proceselor utilizeaz\u0103 ML \u0219i analiza datelor. De exemplu, utilizeaz\u0103 un software de \u00eenregistrare a ecranului pentru a capta date despre fluxul de lucru, \u00eemp\u0103r\u021bindu-l \u00een etape. Apoi, instrumentele de ML sau de analiz\u0103 ruleaz\u0103 modele ale acestor sarcini \u0219i g\u0103sesc zone care pot fi transformate \u00een procese automatizate. Instrumentele de inteligen\u021b\u0103 artificial\u0103 ofer\u0103 \u00eentreprinderilor o mai bun\u0103 supraveghere \u0219i \u00een\u021belegere a sarcinilor, permi\u021b\u00e2ndu-le s\u0103 identifice dependen\u021bele, blocajele \u0219i ineficien\u021bele.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Asocierea RPA \u0219i a mineritului de procese este foarte puternic\u0103, deoarece poate ajuta \u00eentreprinderile s\u0103 descopere procese pe care altfel nu le-ar putea detecta. Acest lucru \u00eenseamn\u0103 c\u0103 pute\u021bi ob\u021bine mai mult\u0103 valoare din investi\u021biile RPA \u0219i c\u0103 pute\u021bi combina \u0219i mai mult celelalte beneficii ale RPA, cum ar fi reducerea costurilor \u0219i cre\u0219terea productivit\u0103\u021bii.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Un alt lucru pe care l-a\u021bi putea observa aici este faptul c\u0103 mineritul de procese poate reduce timpul de descoperire pentru procesele RPA adecvate. Acest lucru \u00eenseamn\u0103 c\u0103 punerea \u00een aplicare a proiectului dumneavoastr\u0103 va fi demarat\u0103 mult mai repede.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_Automatizarea_testelor_software\"><\/span><strong>9. Automatizarea testelor software<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Dezvoltatorii \u0219i editorii de software au furnizat unele dintre cele mai perturbatoare tehnologii din ultimele decenii. Cu toate acestea, industria \u00een sine a trecut \u0219i ea printr-o revolu\u021bie. Metodologiile DevOps \u0219i Agile au ajutat dezvoltatorii s\u0103 r\u0103spund\u0103 cererii de produse rapide ca fulgerul \u0219i \u00een continu\u0103 \u00eembun\u0103t\u0103\u021bire, \u00een timp ce conductele CI\/CD contribuie, de asemenea, la o lansare mai rapid\u0103 pe pia\u021b\u0103.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA este un instrument fantastic pentru anumite tipuri specifice de testare software. McKinsey sugereaz\u0103 c\u0103 dezvoltarea de software de ultim\u0103 genera\u021bie se afl\u0103 imediat dup\u0103 AI \u00een ceea ce prive\u0219te  <\/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;\">cele mai mari tendin\u021be tehnologice pentru 2023<\/span><\/a><span style=\"font-weight: 400;\">. Automatizarea testelor de software, alimentat\u0103 at\u00e2t de RPA, c\u00e2t \u0219i de AI, va fi \u00een fruntea acestei tendin\u021be, cu AI generativ\u0103 care scrie cod \u0219i cu echipe non-tehnice care sunt binevenite \u00een r\u00e2ndul acestora datorit\u0103 instrumentelor f\u0103r\u0103 cod.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Dup\u0103 cum sugereaz\u0103 partenerul firmei de consultan\u021b\u0103, Santiago Comella-Dorda, &#8222;Dezvoltatorii sunt probabil unul dintre cele mai valoroase active ale \u00eentreprinderii digitale moderne, dar \u00ee\u0219i petrec mai mult de 40% din timp cu sarcini repetitive, cu valoare redus\u0103, care ar putea fi u\u0219or automatizate cu un set de instrumente moderne&#8221;.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_Automatizarea_inteligenta_RPA\"><\/span><strong>10. Automatizarea inteligent\u0103 RPA<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Inteligen\u021ba artificial\u0103 Robotic Process Automation, denumit\u0103 \u0219i Intelligent Process Automation (IPA), este considerat\u0103 a fi urm\u0103toarea etap\u0103 a automatiz\u0103rii. Acesta ia RPA \u0219i adaug\u0103 abilit\u0103\u021bi cognitive prin intermediul AI. Aceasta poate include RPA cu toate sau cu unele dintre celelalte tehnologii de inteligen\u021b\u0103 artificial\u0103 enumerate mai sus.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00centr-un <\/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 \u00een cadrul unui sondaj realizat \u00een r\u00e2ndul directorilor C-Suite<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">, 90% dintre responden\u021bi au sugerat c\u0103 Automatizarea inteligent\u0103 i-a ajutat s\u0103 aib\u0103 performan\u021be &#8222;peste medie \u00een gestionarea schimb\u0103rilor organiza\u021bionale ca r\u0103spuns la tendin\u021bele de afaceri emergente&#8221;. Acest sentiment vorbe\u0219te despre capacitatea RPA \u0219i AI de a crea solu\u021bii agile \u0219i robuste care pot oferi un avantaj competitiv real.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Dovezi ale puterii RPA \u0219i AI de a aduce schimb\u0103ri organiza\u021bionale pot fi g\u0103site \u00een r\u0103spunsul comunit\u0103\u021bii de afaceri la pandemia COVID-19.  <\/span><a href=\"https:\/\/www.mdpi.com\/2071-1050\/13\/14\/8020\"><span style=\"font-weight: 400;\">Adoptarea tehnologiei de automatizare a proceselor robotice pentru asigurarea proceselor de afaceri \u00een timpul pandemiei COVID-19  <\/span><\/a><span style=\"font-weight: 400;\">(Siderska, 2021) a ar\u0103tat cum 60% dintre \u00eentreprinderile poloneze studiate au reu\u0219it s\u0103 implementeze continuitatea activit\u0103\u021bii datorit\u0103 instrumentelor RPA. Conform studiului, inteligen\u021ba artificial\u0103 \u0219i analizele au avut o contribu\u021bie major\u0103.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00centr-un recent <\/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;\">sondaj Gartner<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">, un procent de 80% dintre directori \u0219i-au ar\u0103tat convingerea c\u0103 automatizarea poate fi aplicat\u0103 oric\u0103rui proces de afaceri. Aceast\u0103 statistic\u0103 este o dovad\u0103 remarcabil\u0103 a puterii RPA atunci c\u00e2nd este utilizat\u0103 \u00eempreun\u0103 cu AI. Este imposibil s\u0103 ne imagin\u0103m c\u0103 aceast\u0103 cifr\u0103 ar putea fi at\u00e2t de mare f\u0103r\u0103 cre\u0219terea RPA cu ajutorul inteligen\u021bei artificiale.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00cen ceea ce prive\u0219te viitorul, cercet\u0103rile privind <\/span><a href=\"https:\/\/iopscience.iop.org\/article\/10.1088\/1741-2560\/13\/5\/051001\/pdf\"><br \/>\n  <span style=\"font-weight: 400;\">procesare neuromorfic\u0103<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  &#8211; un sistem de procesare a informa\u021biilor bazat pe structura creierului &#8211; ar putea duce la o mai bun\u0103 cunoa\u0219tere \u0219i la o inteligen\u021b\u0103 a ma\u0219inilor. Ceea ce este at\u00e2t de interesant \u00een leg\u0103tur\u0103 cu acest orizont este c\u0103 aceste modele de inteligen\u021b\u0103 necesit\u0103 mult mai pu\u021bine date de instruire, ceea ce \u00eenseamn\u0103 c\u0103 ar putea fi puse la dispozi\u021bia \u00eentreprinderilor.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Cum_va_schimba_viitorul_RPA_cu_ajutorul_inteligentei_artificiale\"><\/span><strong>Cum va schimba viitorul RPA cu ajutorul inteligen\u021bei artificiale<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"a_muncii_si_a_societatii\"><\/span><strong>  a muncii \u0219i a societ\u0103\u021bii  <\/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=\"Automatizarea inteligent\u0103 a proceselor vs. RPA - diferen\u021be, puncte comune, instrumente \u0219i intersec\u021bii\/\u00eentreruperi\" 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;\">Instrumentele de automatizare a proceselor de inteligen\u021b\u0103 artificial\u0103 abia se \u00eenc\u0103lzesc. Iat\u0103 c\u00e2teva domenii \u00een care AI va avea un impact suplimentar asupra automatiz\u0103rii.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Industria_40\"><\/span><strong>1. Industria 4.0<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Prima revolu\u021bie industrial\u0103 a fost alimentat\u0103 de aburi, iar cea de-a doua de electricitate. Cea de-a treia revolu\u021bie industrial\u0103 a fost facilitat\u0103 de tehnologiile digitale \u00een anii 1970. \u00cen ceea ce prive\u0219te cea de-a patra revolu\u021bie industrial\u0103, cunoscut\u0103 \u0219i sub numele de Industria 4.0, exist\u0103 mai mul\u021bi candida\u021bi tehnologici, cum ar fi gemenii digitali, realitatea virtual\u0103, internetul lucrurilor (IoT), inteligen\u021ba artificial\u0103 \u0219i ML \u0219i chiar imprimarea 3D.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Cu toate acestea, un <\/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;\">Studiu IMD privind lan\u021bul de aprovizionare global<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  din 2022 dezv\u0103luie un adev\u0103r \u00eengrijor\u0103tor. Dintre cei peste 200 de directori din industria prelucr\u0103toare intervieva\u021bi, foarte pu\u021bini au enumerat tehnologia legat\u0103 de Industria 4.0 ca fiind o prioritate important\u0103. Acest lucru este departe de 2019, c\u00e2nd  <\/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% dintre responden\u021bii la un sondaj McKinsey au sugerat c\u0103 Industria 4.0 este o prioritate strategic\u0103 de top.<\/span><\/a><\/p>\n<p><span style=\"font-weight: 400;\">\u00cen lucrarea de cercetare  <\/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;\">Automatizarea proceselor robotice \u0219i inteligen\u021ba artificial\u0103 \u00een industrie  <\/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; O analiz\u0103 a literaturii  <\/span><\/a><span style=\"font-weight: 400;\">(Riberio, 2021), autorul afirm\u0103 c\u0103 &#8222;av\u00e2nd \u00een vedere sfera de aplicabilitate a IA, RPA a ad\u0103ugat treptat, la func\u021biile sale de automatizare, implement\u0103ri de algoritmi sau tehnici de IA aplicate \u00een anumite contexte (de exemplu, planificarea resurselor \u00eentreprinderii, contabilitate, resurse umane) pentru a clasifica, recunoa\u0219te, categorisi etc.&#8221;.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Pe m\u0103sur\u0103 ce tehnologia continu\u0103 s\u0103 evolueze, noi instrumente \u0219i posibilit\u0103\u021bi vor ajuta Industria 4.0 s\u0103 devin\u0103 o realitate alimentat\u0103 de inteligen\u021ba artificial\u0103.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Hiperautomatizare\"><\/span><strong>2. Hiperautomatizare<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Hiperautomatizarea este evolu\u021bia natural\u0103 a automatiz\u0103rii. Cu toate acestea, \u00een loc s\u0103 automatizeze o anumit\u0103 sarcin\u0103 sau un anumit proces de afaceri, se urm\u0103re\u0219te extinderea capacit\u0103\u021bilor de automatizare la nivelul \u00eentregii organiza\u021bii. Versiunea final\u0103 va fi o afacere complet conectat\u0103 \u0219i \u00een mare m\u0103sur\u0103 autonom\u0103, \u00een care fluxurile de lucru \u0219i deciziile vor fi simplificate, agile \u0219i rezistente.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Hiperautomatizarea implic\u0103 o combina\u021bie de mai multe tehnologii. Aceasta include:<\/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;\">Automatizarea proceselor de afaceri (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;\">Procesarea inteligent\u0103 a documentelor (IDP)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Orchestrarea fluxului de lucru<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Procesul de minerit<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Prelucrarea limbajului natural (NLP)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Geam\u0103nul digital al unei organiza\u021bii (DTO)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">RPA conversa\u021bional<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Viziune computerizat\u0103 RPA<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Dup\u0103 cum se afirm\u0103 \u00een lucrare  <\/span><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2666351121000450#bib20\"><span style=\"font-weight: 400;\">Hiperautomatizare pentru \u00eembun\u0103t\u0103\u021birea automatiz\u0103rii \u00een industrie  <\/span><\/a><span style=\"font-weight: 400;\">(Haleem, 2021), &#8222;Printr-un amestec de tehnologii de automatizare, hiperautomatizarea poate dep\u0103\u0219i unele constr\u00e2ngeri ale unei singure metode de dispozitiv de automatizare. Acest lucru permite companiilor s\u0103 transcead\u0103 dincolo de limitele fiec\u0103rui proces \u0219i s\u0103 automatizeze aproape orice opera\u021biune dificil\u0103 \u0219i scalabil\u0103.&#8221;<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Mai_putina_dependenta_de_experti\"><\/span><strong>3. Mai pu\u021bin\u0103 dependen\u021b\u0103 de exper\u021bi<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Explozia dezvolt\u0103rii de software din ultimii ani a scos la iveal\u0103 o problem\u0103. \u00cen timp ce cererea de aplica\u021bii \u0219i de tehnologie mobil\u0103 a crescut, oferta nu a reu\u0219it s\u0103 \u021bin\u0103 pasul. Dezvoltatorii de software erau \u00een criz\u0103, ceea ce \u00eensemna c\u0103 multe posturi r\u0103m\u00e2neau neocupate luni \u00eentregi.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Cu locuri de munc\u0103 prestigioase, cu \u0219ase cifre, care a\u0219teapt\u0103 candida\u021bii califica\u021bi, a\u021bi putea fi iertat dac\u0103 a\u021bi crede c\u0103 oamenii se vor recalifica pur \u0219i simplu \u0219i vor culege roadele. \u0218colile \u0219i universit\u0103\u021bile au fost, de asemenea, analizate cu aten\u021bie, guvernele suger\u00e2nd c\u0103 nu fac suficient pentru a \u00eencuraja adoptarea materiilor STEM. Cu toate acestea, realitatea este c\u0103 programarea este dificil\u0103. Doar o mic\u0103 parte a popula\u021biei are aptitudini pentru aceast\u0103 meserie.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Pe m\u0103sur\u0103 ce lumea noastr\u0103 devine din ce \u00een ce mai digital\u0103, deficitul de programatori ar putea fi privit ca un avertisment de care nu am \u021binut cont. Din fericire, automatizarea bazat\u0103 pe inteligen\u021b\u0103 artificial\u0103 poate oferi un antidot la aceast\u0103 problem\u0103.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Posturile de conducere necesit\u0103 o combina\u021bie de competen\u021be de management \u0219i cuno\u0219tin\u021be aprofundate \u00een domeniu. Cititul \u0219i \u00eenv\u0103\u021barea sunt doar o parte din ceea ce face ca directorii \u0219i membrii echipei de conducere s\u0103 fie valoro\u0219i pentru o organiza\u021bie. Cu toate acestea, pe m\u0103sur\u0103 ce tot mai multe industrii adopt\u0103 tehnologia, aceast\u0103 rezerv\u0103 de talente se va epuiza.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Analiza inteligen\u021bei artificiale poate utiliza cantit\u0103\u021bi mari de date istorice pentru a g\u0103si perspective \u0219i rela\u021bii de baz\u0103 \u0219i pentru a face predic\u021bii. Aceste instrumente vor contribui la reducerea diferen\u021belor de experien\u021b\u0103. De asemenea, ar putea servi la democratizarea procesului decizional inteligent, care p\u00e2n\u0103 acum era apanajul \u00eentreprinderilor cu bugete uria\u0219e.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00cen timp ce factorii de decizie \u0219i strategii experimenta\u021bi nu vor fi niciodat\u0103 demodate, o afacere hiper-automatizat\u0103, condus\u0103 de Machine Learning (ML) \u0219i de analiza datelor, va func\u021biona non-stop, f\u0103c\u00e2nd alegeri bazate pe factori pe care niciun om nu i-ar putea lua \u00een considerare \u00een mod con\u0219tient.<\/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 sugereaz\u0103 c\u0103 automatizarea muncii \u00een domeniul cunoa\u0219terii este acum la vedere<\/span><\/a><span style=\"font-weight: 400;\">. Dreptul, economia, educa\u021bia, artele \u0219i tehnologia vor suferi perturb\u0103ri care, p\u00e2n\u0103 acum, erau considerate a pune \u00een pericol doar locurile de munc\u0103 mai pu\u021bin calificate. Cu toate acestea, ce \u00eenseamn\u0103 acest lucru pentru for\u021ba de munc\u0103 \u00een general nu a fost \u00eenc\u0103 determinat.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_O_mai_mare_eficienta_guvernamentala\"><\/span><strong>4. O mai mare eficien\u021b\u0103 guvernamental\u0103<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Cheltuielile guvernamentale reprezint\u0103 o problem\u0103 mereu controversat\u0103. \u00cen \u00eentreaga lume, administra\u021biile democratice au reputa\u021bia de a fi umflate \u0219i de a cheltui \u00een mod gre\u0219it. Pe  <\/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;\">cercet\u0103ri ale renumitului Brookings Institute<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">, organismele guvernamentale din SUA adopt\u0103 AI \u0219i RPA. <\/span> <\/p>\n<p><span style=\"font-weight: 400;\">Departamente at\u00e2t de diverse precum Food and Drug Administration, Social Security, Defense Logistics Agency \u0219i Treasury Department au adoptat AI \u0219i RPA pentru a cre\u0219te productivitatea \u0219i a reduce costurile serviciilor lor esen\u021biale. \u00cen plus, un  <\/span><a href=\"https:\/\/www.actiac.org\/documents\/act-iac-white-paper-process-automation-product-survey\"><br \/>\n  <span style=\"font-weight: 400;\">sondaj realizat de Consiliul american pentru tehnologie \u0219i Consiliul consultativ al industriei (ACT-IAC) <\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">demonstreaz\u0103 cazuri de utilizare de la aproximativ o duzin\u0103 de organiza\u021bii guvernamentale.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">O guvernare mai eficient\u0103 \u0219i mai rentabil\u0103 ar putea avea un efect transformator asupra societ\u0103\u021bii \u00een ansamblu. Serviciile ar putea deveni mai eficiente \u0219i mai eficace, iar impozitele ar putea fi direc\u021bionate c\u0103tre programe care ar putea schimba vie\u021bile a milioane de oameni. Cu toate acestea, aceast\u0103 adoptare pe scar\u0103 larg\u0103 eviden\u021biaz\u0103 importan\u021ba elimin\u0103rii<\/span> <a href=\"https:\/\/hbr.org\/2019\/10\/what-do-we-do-about-the-biases-in-ai\"><br \/>\n  <span style=\"font-weight: 400;\"> prejudec\u0103\u021bi \u00een IA,<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\"> \u00een special dac\u0103 guvernele din \u00eentreaga lume folosesc tehnologia pentru a lua decizii politice. <\/span> <\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Ganduri_finale\"><\/span><strong>G\u00e2nduri finale<\/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=\"clarificarea unor confuzii \u00een automatizarea testelor software\" width=\"452\" height=\"301\"><\/p>\n<p><span style=\"font-weight: 400;\">Inteligen\u021ba artificial\u0103 a avut un impact profund asupra tehnologiei RPA. Primele instrumente de automatizare au fost capabile s\u0103 se ocupe de multe dintre sarcinile obi\u0219nuite \u0219i banale de la locul de munc\u0103. Cu toate acestea, pe m\u0103sur\u0103 ce apetitul colectiv pentru automatizare a crescut, RPA s-a lovit de limitele sale. Inteligen\u021ba Artificial\u0103 doboar\u0103 aceste bariere.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Combinarea RPA \u0219i AI extinde poten\u021bialul ambelor instrumente. \u00centreprinderile culeg deja roadele automatiz\u0103rii inteligente, cum ar fi \u00eembun\u0103t\u0103\u021birea serviciilor pentru clien\u021bi, cre\u0219terea eficien\u021bei organiza\u021bionale \u0219i reducerea costurilor de operare. Inteligen\u021ba artificial\u0103 a deschis domeniul de aplicare al RPA \u00een moduri care p\u0103reau improbabile cu doar un deceniu \u00een urm\u0103.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Cu toate acestea, povestea automatiz\u0103rii proceselor robotice \u0219i a inteligen\u021bei artificiale nu se opre\u0219te aici. Pe m\u0103sur\u0103 ce ne \u00eendrept\u0103m spre era hiperautomatiz\u0103rii, vom ob\u021bine \u0219i alte avantaje. Va fi o curs\u0103 s\u0103lbatic\u0103, a\u0219a c\u0103 nu v\u0103 l\u0103sa\u021bi \u00een urm\u0103.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Automatizarea proceselor robotice este un tren care a luat-o razna. Potrivit Deloitte, tehnologia va realiza adoptarea aproape universal\u0103 p\u00e2n\u0103 \u00een 2025. Cu toate acestea, doar pentru c\u0103 RPA domin\u0103 lumea afacerilor, asta nu \u00eenseamn\u0103 c\u0103 va \u00eenceta s\u0103 evolueze. Ne afl\u0103m \u00eentr-o conjunctur\u0103 tehnologic\u0103 interesant\u0103. Progresele din ultimii ani \u00een domeniul inteligen\u021bei artificiale au fost [&hellip;]<\/p>\n","protected":false},"author":14624,"featured_media":65229,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_seopress_robots_primary_cat":"none","_seopress_titles_title":"Inteligen\u021ba Artificial\u0103 \u00een automatizarea proceselor robotice - Convergen\u021ba AI \u0219i RPA","_seopress_titles_desc":"De la tipurile de RPA \u0219i limitele sale, p\u00e2n\u0103 la impactul actual al cre\u0219terii AI \u00een Robotic Process Automation, afla\u021bi tot ce trebuie s\u0103 \u0219ti\u021bi despre AI \u00een 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":[485],"tags":[],"class_list":["post-65394","post","type-post","status-publish","format-standard","has-post-thumbnail","category-ai-ro"],"acf":{"short_name":"Impactul AI \u00een RPA"},"_links":{"self":[{"href":"https:\/\/www.zaptest.com\/ro\/wp-json\/wp\/v2\/posts\/65394","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.zaptest.com\/ro\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.zaptest.com\/ro\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/ro\/wp-json\/wp\/v2\/users\/14624"}],"replies":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/ro\/wp-json\/wp\/v2\/comments?post=65394"}],"version-history":[{"count":0,"href":"https:\/\/www.zaptest.com\/ro\/wp-json\/wp\/v2\/posts\/65394\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/ro\/wp-json\/wp\/v2\/media\/65229"}],"wp:attachment":[{"href":"https:\/\/www.zaptest.com\/ro\/wp-json\/wp\/v2\/media?parent=65394"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.zaptest.com\/ro\/wp-json\/wp\/v2\/categories?post=65394"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.zaptest.com\/ro\/wp-json\/wp\/v2\/tags?post=65394"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}