{"id":64953,"date":"2023-08-28T18:11:18","date_gmt":"2023-08-28T18:11:18","guid":{"rendered":"https:\/\/www.zaptest.com\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler"},"modified":"2023-08-28T18:11:18","modified_gmt":"2023-08-28T18:11:18","slug":"akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler","status":"publish","type":"post","link":"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler","title":{"rendered":"Ak\u0131ll\u0131 S\u00fcre\u00e7 Otomasyonu ve RPA &#8211; Farkl\u0131l\u0131klar, Ortak Noktalar, Ara\u00e7lar ve Kesi\u015fmeler \/ \u00d6rt\u00fc\u015fmeler"},"content":{"rendered":"<p><a href=\"https:\/\/arxiv.org\/pdf\/2007.13257.pdf\">Robotik S\u00fcre\u00e7 Otomasyonundan Ak\u0131ll\u0131<\/a> S\u00fcre\u00e7 Otomasyonuna (Chakraborti, 2020) ba\u015fl\u0131kl\u0131 m\u00fckemmel makalede yazar, son on y\u0131lda Robotik S\u00fcre\u00e7 Otomasyonunun (RPA) i\u015f s\u00fcreci verimlili\u011fini nas\u0131l b\u00fcy\u00fcleyici bir \u015fekilde ileriye ta\u015f\u0131d\u0131\u011f\u0131n\u0131 ele al\u0131yor. Ancak \u015fu anda bu teknolojik trendde bir &#8220;d\u00f6n\u00fcm noktas\u0131nda&#8221; bulundu\u011fumuzu ve ak\u0131ll\u0131 otomasyonun RPA&#8217;n\u0131n mant\u0131ksal ilerlemesi olarak ortaya \u00e7\u0131kt\u0131\u011f\u0131n\u0131 \u00f6ne s\u00fcr\u00fcyor.<\/p>\n<p>Chakraborti, i\u015f s\u00fcreci otomasyonunu makine \u00f6\u011frenimi (ML), yapay zeka (AI) ve m\u00fc\u015fteri verileriyle e\u015fle\u015ftiren yeni Ak\u0131ll\u0131 S\u00fcre\u00e7 Otomasyonu paradigmas\u0131na de\u011finiyor.<\/p>\n<p>RPA, ak\u0131ll\u0131 otomasyonun bir di\u011fer kritik bile\u015fenidir. Bu iki kavram o kadar i\u00e7 i\u00e7e ge\u00e7mi\u015ftir ki ak\u0131ll\u0131 s\u00fcre\u00e7 otomasyonunun nerede ba\u015flad\u0131\u011f\u0131 ve robotik s\u00fcre\u00e7 otomasyonunun nerede bitti\u011fi konusunda olduk\u00e7a fazla kafa kar\u0131\u015f\u0131kl\u0131\u011f\u0131 vard\u0131r.<\/p>\n<p>Bu makale, her iki disiplinin farkl\u0131l\u0131klar\u0131n\u0131 ve ortak y\u00f6nlerini inceleyecek ve kesi\u015ftikleri ve \u00f6rt\u00fc\u015ft\u00fckleri noktalar\u0131 g\u00f6sterecektir. Sekt\u00f6rel kullan\u0131m \u00f6rneklerinin yan\u0131 s\u0131ra baz\u0131 ak\u0131ll\u0131 otomasyon \u00f6rneklerini de payla\u015faca\u011f\u0131z.<\/p>\n<p>&nbsp;<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 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=\"\u0130\u00e7indekiler Tablosunu A\u00e7\/Kapat\"><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\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#Robotik_Surec_Otomasyonu_Nedir\" >Robotik S\u00fcre\u00e7 Otomasyonu Nedir?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#Akilli_surec_otomasyonu_IPA_nedir\" >Ak\u0131ll\u0131 s\u00fcre\u00e7 otomasyonu (IPA) nedir?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#1_Robotik_surec_otomasyonu_RPA\" >1. Robotik s\u00fcre\u00e7 otomasyonu (RPA):<\/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\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#2_Makine_ogrenimi_ve_gelismis_analitik\" >2. Makine \u00f6\u011frenimi ve geli\u015fmi\u015f analitik:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#3_Dogal_dil_uretecleri_NLG\" >3. Do\u011fal dil \u00fcrete\u00e7leri (NLG)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#4_Akilli_is_akislari\" >4. Ak\u0131ll\u0131 i\u015f ak\u0131\u015flar\u0131:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#5_Bilissel_ajanlar\" >5. Bili\u015fsel ajanlar:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#RPA_ve_IPA_arasindaki_benzerlikler\" >RPA ve IPA aras\u0131ndaki benzerlikler<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#1_Ikisi_de_otomasyon_araci\" >1. \u0130kisi de otomasyon arac\u0131<\/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\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#2_RPA_IPAnin_merkezi_bir_parcasidir\" >2. RPA, IPA&#8217;n\u0131n merkezi bir par\u00e7as\u0131d\u0131r<\/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\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#3_RPA_ve_IPA_benzer_faydalari_paylasmaktadir\" >3. RPA ve IPA benzer faydalar\u0131 payla\u015fmaktad\u0131r<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#RPA_ve_IPA_arasindaki_farklar\" >RPA ve IPA aras\u0131ndaki farklar<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#1_Olceklenebilirlik\" >#1. \u00d6l\u00e7eklenebilirlik<\/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\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#2_Gercek_zamanli_ogrenme_ve_adaptasyon\" >#2. Ger\u00e7ek zamanl\u0131 \u00f6\u011frenme ve adaptasyon<\/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\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#3_Istihbarat\" >#3. \u0130stihbarat<\/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\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#4_Yapilandirilmamis_verilerin_islenmesi\" >#4. Yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerin i\u015flenmesi<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#5_RPA_daha_uygun_maliyetlidir\" >#5. RPA daha uygun maliyetlidir<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#6_RPAnin_uygulanmasi_daha_hizlidir\" >#6. RPA&#8217;n\u0131n uygulanmas\u0131 daha h\u0131zl\u0131d\u0131r<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#7_IPA_araclari_daha_dik_bir_ogrenme_egrisine_sahiptir\" >#7. IPA ara\u00e7lar\u0131 daha dik bir \u00f6\u011frenme e\u011frisine sahiptir<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#Akilli_surec_otomasyonu_ornekleri_ve_sektorel_kullanim_durumlari\" >Ak\u0131ll\u0131 s\u00fcre\u00e7 otomasyonu \u00f6rnekleri ve sekt\u00f6rel kullan\u0131m durumlar\u0131<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#1_Musteri_Hizmetleri\" >1. M\u00fc\u015fteri Hizmetleri<\/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\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#2_Saglik_Hizmetleri\" >2. Sa\u011fl\u0131k Hizmetleri<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#3_Finans\" >3. Finans<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#4_Uretim\" >4. \u00dcretim<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#Akilli_surec_otomasyonu_ve_hiperotomasyon_ayni_sey_midir\" >Ak\u0131ll\u0131 s\u00fcre\u00e7 otomasyonu ve hiperotomasyon ayn\u0131 \u015fey midir?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#IPA_ve_RPAnin_kesistigi_ve_birlestigi_noktalar\" >IPA ve RPA&#8217;n\u0131n kesi\u015fti\u011fi ve birle\u015fti\u011fi noktalar<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#1_RPAnin_sinirlamalari_icin_bir_cozum_olarak_IPA\" >#1. RPA&#8217;n\u0131n s\u0131n\u0131rlamalar\u0131 i\u00e7in bir \u00e7\u00f6z\u00fcm olarak IPA<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#1_Yapilandirilmamis_verilerle_basa_cikma\" >1. Yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerle ba\u015fa \u00e7\u0131kma<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#2_Ust_duzey_karar_verme_sureclerine_kapi_acmak\" >2. \u00dcst d\u00fczey karar verme s\u00fcre\u00e7lerine kap\u0131 a\u00e7mak<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#2_IPA_veya_hiperotomasyon_uygulamasina_dogru_bir_atlama_tasi_olarak\" >#2. IPA veya hiperotomasyon uygulamas\u0131na do\u011fru bir atlama ta\u015f\u0131 olarak<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#3_Tahmine_dayali_analiz_ve_karar_verme\" >#3. Tahmine dayal\u0131 analiz ve karar verme<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#Bes_akilli_otomasyon_araci\" >Be\u015f ak\u0131ll\u0131 otomasyon arac\u0131<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#1_ZAPTEST\" >#1. ZAPTEST<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-34\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#2_Is_Otomasyonu_icin_IBM_Cloud_Pak\" >#2. \u0130\u015f Otomasyonu i\u00e7in IBM Cloud Pak<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-35\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#3_UiPath_Is_Otomasyon_Platformu\" >#3. UiPath \u0130\u015f Otomasyon Platformu<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-36\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#4_SS_C_Blue_Prism_Bulut\" >#4. SS&amp;C Blue Prism Bulut<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-37\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#5_Microsoft_Power_Automate\" >#5. Microsoft Power Automate<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-38\" href=\"https:\/\/www.zaptest.com\/tr\/akilli-surec-otomasyonu-ve-rpa-farkliliklar-ortak-noktalar-araclar-ve-kesismeler-ortusmeler\/#Son_dusunceler\" >Son d\u00fc\u015f\u00fcnceler<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Robotik_Surec_Otomasyonu_Nedir\"><\/span><strong>Robotik S\u00fcre\u00e7 Otomasyonu Nedir?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/www.zaptest.com\/rpa\">Robotik S\u00fcre\u00e7 Otomasyonu (RPA <\/a>), \u00e7e\u015fitli i\u015f s\u00fcreci otomasyonu (BPA) hedeflerine olanak sa\u011flayan bir dizi teknolojiyi ifade eder. Bir i\u015f s\u00fcrecini, kurumsal hedeflere ula\u015fmay\u0131 sa\u011flayan bir dizi g\u00f6rev olarak tan\u0131mlayabiliriz. \u00d6rne\u011fin, bir i\u015f s\u00fcreci, bir kredi ba\u015fvurusunda kredi kontrol\u00fc yapmak kadar basit bir \u015fey olabilir.<\/p>\n<p>Bir kredi kontrol\u00fc i\u00e7in gerekli ad\u0131mlar, bir m\u00fc\u015fterinin ad\u0131n\u0131n dahili belgelerden \u00e7ekilmesini, bir kredi kurulu\u015funa talepte bulunulmas\u0131n\u0131 ve ard\u0131ndan sonucun dahili sistemlere geri beslenmesini i\u00e7erir. Geleneksel i\u015f ortamlar\u0131nda bu g\u00f6revler manuel olarak ger\u00e7ekle\u015ftirilir. Ancak, i\u015f s\u00fcreci otomasyonu bu g\u00f6revleri tamamlamak i\u00e7in robotlar\u0131 kullan\u0131r, dolay\u0131s\u0131yla Robotik S\u00fcre\u00e7 Otomasyonu terimi kullan\u0131l\u0131r.<\/p>\n<p>RPA g\u00f6revlerinin kural tabanl\u0131 ve \u00f6ng\u00f6r\u00fclebilir olmas\u0131 gerekir. A\u00e7\u0131k\u00e7a tan\u0131mlanm\u0131\u015f tetikleyicilere, girdilere ve \u00e7\u0131kt\u0131lara ihtiya\u00e7lar\u0131 vard\u0131r. Bu nedenle, istisna i\u015fleme onlar\u0131 \u015fa\u015f\u0131rtabilecek bir \u015feydir. Anomaliler veya istisnai durumlar &#8211; veya an\u0131nda d\u00fc\u015f\u00fcnmeyi gerektiren herhangi bir \u015fey &#8211; RPA&#8217;n\u0131n \u00fcstesinden gelebilece\u011fi g\u00f6revler de\u011fildir. Elbette bu, istisna i\u015flemenin RPA geli\u015ftirmede yabanc\u0131 bir kavram oldu\u011fu anlam\u0131na gelmiyor.<\/p>\n<p>G\u00fcvenlik izniyle ilgili bir sorun veya eksik veriler nedeniyle bir botun bir g\u00f6revi tamamlayamad\u0131\u011f\u0131 bir\u00e7ok senaryo vard\u0131r. Geli\u015ftiriciler bu istisnalar\u0131n etraf\u0131na in\u015fa edebilirler. \u00d6rne\u011fin, fatura verilerini bir veritaban\u0131na aktarmak i\u00e7in bir RPA s\u00fcreci olu\u015fturdu\u011funuz, ancak veritaban\u0131n\u0131n kapal\u0131 oldu\u011fu bir senaryo d\u00fc\u015f\u00fcn\u00fcn. Robota, veritaban\u0131na ba\u011flanana kadar belirli aral\u0131klarla denemeye devam etmesi talimat\u0131n\u0131 verebilirsiniz. Bununla birlikte, maksimum deneme say\u0131s\u0131na ula\u015f\u0131ld\u0131\u011f\u0131nda, manuel bir \u00e7al\u0131\u015fan\u0131n durumu d\u00fczeltebilmesi i\u00e7in bir i\u015f istisnas\u0131 atacakt\u0131r.<\/p>\n<p>Yukar\u0131da anlatt\u0131klar\u0131m\u0131z basit bir senaryodur. Bununla birlikte, istisnalar\u0131 ba\u011f\u0131ms\u0131z olarak ele alan daha esnek ve sa\u011flam s\u00fcre\u00e7ler olu\u015fturmak i\u00e7in ak\u0131ll\u0131 s\u00fcre\u00e7 otomasyonunu ke\u015ffetmeniz gerekebilir.<\/p>\n<p>Konuyu daha derinlemesine incelemek i\u00e7in <a href=\"https:\/\/www.zaptest.com\/a-complete-guide-to-robotic-process-automation-rpa\">Robotik S\u00fcre\u00e7 Otomasyonuna (RPA) ili\u015fkin Eksiksiz K\u0131lavuzumuzu<\/a> okuyun.<\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Akilli_surec_otomasyonu_IPA_nedir\"><\/span><strong>Ak\u0131ll\u0131 s\u00fcre\u00e7 otomasyonu (IPA) nedir?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img data-dominant-color=\"6f8298\" data-has-transparency=\"false\" style=\"--dominant-color: #6f8298;\" decoding=\"async\" class=\"aligncenter size-large wp-image-64697 not-transparent\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/What-is-RPA-software-Robotic-Process-automation-software-1024x576.webp\" alt=\"RPA yaz\u0131l\u0131m\u0131 nedir? (Robotik S\u00fcre\u00e7 otomasyon yaz\u0131l\u0131m\u0131)\" width=\"1024\" height=\"576\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/What-is-RPA-software-Robotic-Process-automation-software-1024x576.webp 1024w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/What-is-RPA-software-Robotic-Process-automation-software-300x169.webp 300w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/What-is-RPA-software-Robotic-Process-automation-software-768x432.webp 768w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/What-is-RPA-software-Robotic-Process-automation-software-1536x864.webp 1536w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/What-is-RPA-software-Robotic-Process-automation-software-1080x608.webp 1080w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/What-is-RPA-software-Robotic-Process-automation-software-1280x720.webp 1280w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/What-is-RPA-software-Robotic-Process-automation-software-980x551.webp 980w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/What-is-RPA-software-Robotic-Process-automation-software-480x270.webp 480w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/What-is-RPA-software-Robotic-Process-automation-software-jpeg.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>Ak\u0131ll\u0131 s\u00fcre\u00e7 otomasyonu, i\u015fletmelerin mevcut i\u015f ak\u0131\u015flar\u0131n\u0131 ve s\u00fcre\u00e7lerini otomatikle\u015ftirmelerine yard\u0131mc\u0131 olan teknolojilerin bir kar\u0131\u015f\u0131m\u0131n\u0131 ifade eder. McKinsey, 2017 y\u0131l\u0131na kadar ak\u0131ll\u0131 otomasyonun faydalar\u0131n\u0131 vurgulam\u0131\u015ft\u0131r. Dan\u0131\u015fmanl\u0131k firmas\u0131n\u0131n yayg\u0131n olarak t\u00fcketilen makalesi, <a href=\"https:\/\/www.mckinsey.com\/~\/media\/McKinsey\/Business%20Functions\/McKinsey%20Digital\/Our%20Insights\/Intelligent%20process%20automation%20The%20engine%20at%20the%20core%20of%20the%20next%20generation%20operating%20model\/Intelligent-process-automation.pdf\">Ak\u0131ll\u0131 s\u00fcre\u00e7 otomasyonu: Yeni nesil i\u015fletme modelinin merkezinde yer alan motor<\/a>, ak\u0131ll\u0131 otomasyonu m\u00fcmk\u00fcn k\u0131lmak i\u00e7in bir araya gelen be\u015f temel teknolojinin ana hatlar\u0131n\u0131 \u00e7iziyor.<\/p>\n<p>&nbsp;<\/p>\n<p>Onlar:<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Robotik_surec_otomasyonu_RPA\"><\/span><strong>1. Robotik s\u00fcre\u00e7 otomasyonu (RPA):  <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>Geleneksel olarak insan \u00e7al\u0131\u015fanlar\u0131n g\u00f6rev alan\u0131 olan \u00f6ng\u00f6r\u00fclebilir, tekrarlayan ve iyi tan\u0131mlanm\u0131\u015f g\u00f6revleri yerine getiren bir ara\u00e7 paketi<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"2_Makine_ogrenimi_ve_gelismis_analitik\"><\/span><strong>2. Makine \u00f6\u011frenimi ve geli\u015fmi\u015f analitik:  <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>Geni\u015f tarihsel veri setlerindeki \u00f6r\u00fcnt\u00fcleri bulmak \u00fczere e\u011fitilen geli\u015fmi\u015f algoritmalar, b\u00f6ylece insan ara\u015ft\u0131rmac\u0131lar i\u00e7in imkans\u0131z olan bir h\u0131z ve do\u011frulukla i\u00e7g\u00f6r\u00fc ve tahminler sa\u011flayabilirler.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Dogal_dil_uretecleri_NLG\"><\/span><strong>3. Do\u011fal dil \u00fcrete\u00e7leri (NLG)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>ChatGPT ve Pi gibi ara\u00e7lar\u0131n ba\u015far\u0131s\u0131n\u0131n da kan\u0131tlad\u0131\u011f\u0131 gibi, do\u011fal dil olu\u015fturucular insanlar ve teknoloji aras\u0131ndaki ileti\u015fimi kolayla\u015ft\u0131rmak i\u00e7in metin ve di\u011fer yarat\u0131c\u0131 \u00f6\u011feleri \u00fcretebilir.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Akilli_is_akislari\"><\/span><strong>4. Ak\u0131ll\u0131 i\u015f ak\u0131\u015flar\u0131:  <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>\u0130nsanlar ve makineler aras\u0131ndaki i\u015f ak\u0131\u015f\u0131n\u0131 y\u00f6neten, sorunsuz teslimat, izleme ve raporlama sa\u011flayan bir i\u015f s\u00fcreci yaz\u0131l\u0131m\u0131.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_Bilissel_ajanlar\"><\/span><strong>5. Bili\u015fsel ajanlar:  <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>Makine \u00f6\u011frenimi ve NLP&#8217;nin bir kombinasyonunu kullanan ak\u0131ll\u0131 sohbet robotlar\u0131, hizmet personelinin y\u00fck\u00fcn\u00fc azaltan ve baz\u0131 durumlarda sat\u0131\u015f yapma ve m\u00fc\u015fterileri anlama konusunda m\u00fckemmel olan otomatik m\u00fc\u015fteri hizmetleri temsilcileri sa\u011flar.<\/p>\n<p>Yukar\u0131da listelenen teknolojiler bir IPA \u00e7\u00f6z\u00fcm\u00fcn\u00fc olu\u015fturan temel yap\u0131 ta\u015flar\u0131d\u0131r. Z\u0131mnen de olsa, IPA teknolojisini olu\u015fturan ara\u00e7lar listesine <a href=\"https:\/\/www.zaptest.com\/computer-vision-is-the-future-of-software-testing-automation-a-history-of-past-present-and-future\">Bilgisayarl\u0131 G\u00f6rme Teknolojisini (CVT)<\/a> de ekleyebiliriz.<\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"RPA_ve_IPA_arasindaki_benzerlikler\"><\/span><strong>RPA ve IPA aras\u0131ndaki benzerlikler<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img data-dominant-color=\"5d7c94\" data-has-transparency=\"false\" style=\"--dominant-color: #5d7c94;\" decoding=\"async\" class=\"aligncenter size-large wp-image-64176 not-transparent\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/10-Processes-Applications-Operations-RPA-Robotic-Process-Automation-Can-Handle-and-Automate--1024x576.webp\" alt=\"10 S\u00fcre\u00e7, Uygulama ve \u0130\u015flem RPA (Robotik S\u00fcre\u00e7 Otomasyonu) Taraf\u0131ndan Ele Al\u0131nabilir ve Otomatikle\u015ftirilebilir!\" width=\"1024\" height=\"576\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/10-Processes-Applications-Operations-RPA-Robotic-Process-Automation-Can-Handle-and-Automate--1024x576.webp 1024w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/10-Processes-Applications-Operations-RPA-Robotic-Process-Automation-Can-Handle-and-Automate--300x169.webp 300w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/10-Processes-Applications-Operations-RPA-Robotic-Process-Automation-Can-Handle-and-Automate--768x432.webp 768w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/10-Processes-Applications-Operations-RPA-Robotic-Process-Automation-Can-Handle-and-Automate--1536x864.webp 1536w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/10-Processes-Applications-Operations-RPA-Robotic-Process-Automation-Can-Handle-and-Automate--1080x608.webp 1080w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/10-Processes-Applications-Operations-RPA-Robotic-Process-Automation-Can-Handle-and-Automate--1280x720.webp 1280w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/10-Processes-Applications-Operations-RPA-Robotic-Process-Automation-Can-Handle-and-Automate--980x551.webp 980w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/10-Processes-Applications-Operations-RPA-Robotic-Process-Automation-Can-Handle-and-Automate--480x270.webp 480w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/10-Processes-Applications-Operations-RPA-Robotic-Process-Automation-Can-Handle-and-Automate--jpeg.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>RPA ve IPA farkl\u0131 teknoloji kategorileri olsalar da, birbirleriyle olduk\u00e7a fazla kesi\u015fmektedirler. \u0130\u015fte RPA ve IPA aras\u0131ndaki baz\u0131 benzerlikler.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Ikisi_de_otomasyon_araci\"><\/span><strong>1. \u0130kisi de otomasyon arac\u0131<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>RPA ve IPA aras\u0131ndaki en belirgin ba\u011flant\u0131, her iki arac\u0131n da i\u015f s\u00fcre\u00e7lerini otomatikle\u015ftirmek i\u00e7in var olmas\u0131d\u0131r. Her \u00e7\u00f6z\u00fcm kendi yakla\u015f\u0131m\u0131n\u0131 benimsiyor ve hedeflerine ula\u015fmak i\u00e7in farkl\u0131 teknoloji t\u00fcrleri kullan\u0131yor olsa da, \u00f6z\u00fcnde, insanlar\u0131n geleneksel olarak ger\u00e7ekle\u015ftirdi\u011fi g\u00f6revleri ele almak ve bunlar\u0131 daha verimli, uygun maliyetli ve do\u011fru bir \u015fekilde yapman\u0131n yollar\u0131n\u0131 bulmakt\u0131r.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_RPA_IPAnin_merkezi_bir_parcasidir\"><\/span><strong>2. RPA, IPA&#8217;n\u0131n merkezi bir par\u00e7as\u0131d\u0131r<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>Her iki teknoloji aras\u0131ndaki bir di\u011fer \u00f6nemli benzerlik de RPA&#8217;n\u0131n IPA&#8217;n\u0131n temel bir bile\u015feni olmas\u0131d\u0131r. Makine \u00f6\u011frenimi ve insan bili\u015fini taklit eden di\u011fer teknolojiler IPA&#8217;n\u0131n \u00f6nemli par\u00e7alar\u0131 olsa da, otomasyonlar RPA ana kayas\u0131 \u00fczerine in\u015fa edilmi\u015ftir.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_RPA_ve_IPA_benzer_faydalari_paylasmaktadir\"><\/span><strong>3. RPA ve IPA benzer faydalar\u0131 payla\u015fmaktad\u0131r<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>RPA ve IPA ayn\u0131 zamanda ayn\u0131 i\u015f avantajlar\u0131n\u0131n \u00e7o\u011funu payla\u015fmaktad\u0131r. \u00d6rne\u011fin, i\u015fletmelerin maliyetleri azaltmas\u0131na, zamandan tasarruf etmesine, \u00fcretkenli\u011fi art\u0131rmas\u0131na, \u00e7al\u0131\u015fanlar\u0131n i\u015f memnuniyetini art\u0131rmas\u0131na, uyumluluk standartlar\u0131n\u0131 kar\u015f\u0131lamas\u0131na, hizmeti iyile\u015ftirmesine ve insan hatas\u0131n\u0131 azaltmas\u0131na yard\u0131mc\u0131 olurlar.<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"RPA_ve_IPA_arasindaki_farklar\"><\/span><strong>RPA ve IPA aras\u0131ndaki farklar<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img data-dominant-color=\"6e5b4c\" data-has-transparency=\"false\" style=\"--dominant-color: #6e5b4c;\" decoding=\"async\" class=\"aligncenter size-large wp-image-62581 not-transparent\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/07\/RPA-Robotic-Process-Automation-Definition-Meaning-what-is-iot-and-more-1024x683.webp\" alt=\"RPA (Robotik S\u00fcre\u00e7 Otomasyonu) - Tan\u0131m\u0131, Anlam\u0131, iot nedir ve daha fazlas\u0131\" width=\"1024\" height=\"683\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/07\/RPA-Robotic-Process-Automation-Definition-Meaning-what-is-iot-and-more-1024x683.webp 1024w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/07\/RPA-Robotic-Process-Automation-Definition-Meaning-what-is-iot-and-more-300x200.webp 300w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/07\/RPA-Robotic-Process-Automation-Definition-Meaning-what-is-iot-and-more-768x512.webp 768w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/07\/RPA-Robotic-Process-Automation-Definition-Meaning-what-is-iot-and-more-1536x1024.webp 1536w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/07\/RPA-Robotic-Process-Automation-Definition-Meaning-what-is-iot-and-more-2048x1365.webp 2048w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/07\/RPA-Robotic-Process-Automation-Definition-Meaning-what-is-iot-and-more-1080x720.webp 1080w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/07\/RPA-Robotic-Process-Automation-Definition-Meaning-what-is-iot-and-more-1280x854.webp 1280w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/07\/RPA-Robotic-Process-Automation-Definition-Meaning-what-is-iot-and-more-980x653.webp 980w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/07\/RPA-Robotic-Process-Automation-Definition-Meaning-what-is-iot-and-more-480x320.webp 480w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>RPA ve IPA bir\u00e7ok ortak noktaya sahip olsa da, anlaman\u0131z gereken baz\u0131 fark noktalar\u0131 vard\u0131r.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Olceklenebilirlik\"><\/span><strong>#1. \u00d6l\u00e7eklenebilirlik<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>RPA, ayr\u0131 g\u00f6revleri otomatikle\u015ftirmede ba\u015far\u0131l\u0131 olsa da, karma\u015f\u0131k i\u015f ak\u0131\u015flar\u0131n\u0131 d\u00fczenlemek veya yap\u0131land\u0131r\u0131lmam\u0131\u015f verileri i\u015flemek yayg\u0131n bir zorluktur. IPA, yap\u0131land\u0131r\u0131lmam\u0131\u015f veriler veya karar verme gibi \u00f6l\u00e7eklendirme darbo\u011fazlar\u0131na yard\u0131mc\u0131 olan ara\u00e7lar\u0131n bir kar\u0131\u015f\u0131m\u0131n\u0131 sunar.<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Gercek_zamanli_ogrenme_ve_adaptasyon\"><\/span><strong>#2. Ger\u00e7ek zamanl\u0131 \u00f6\u011frenme ve adaptasyon<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>RPA, \u00f6ng\u00f6r\u00fclebilir, ad\u0131m ad\u0131m ilerleyen g\u00f6revler i\u00e7in m\u00fckemmel bir \u00e7\u00f6z\u00fcmd\u00fcr. Tan\u0131m gere\u011fi, talimatlar\u0131 takip eder. \u00d6te yandan, IPA ML gibi \u00f6zellikler sayesinde ger\u00e7ek zamanl\u0131 olarak \u00f6\u011frenebilir ve uyum sa\u011flayabilir.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Istihbarat\"><\/span><strong>#3. \u0130stihbarat<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>Zekay\u0131 tan\u0131mlamak zordur. Bununla birlikte, insan d\u00fc\u015f\u00fcncesinin bilgiye dayal\u0131 cevaplar veya tahminler \u00fcretmek i\u00e7in mant\u0131k, muhakeme, \u00f6\u011frenme, planlama ve problem \u00e7\u00f6zme gibi \u00e7e\u015fitli ara\u00e7lar kulland\u0131\u011f\u0131n\u0131 hepimiz biliyoruz.<\/p>\n<p>RPA ara\u00e7lar\u0131 bilgileri i\u015fleyebilir, ancak yaln\u0131zca kat\u0131 bir kurallar dizisi arac\u0131l\u0131\u011f\u0131yla. Temel olarak, i\u015f s\u00fcre\u00e7lerini ele almak i\u00e7in if\/then\/else mant\u0131\u011f\u0131n\u0131 kullan\u0131r. Asl\u0131nda, RPA insan bili\u015fini taklit eder, ancak sadece kendisine bir harita verildi\u011fi i\u00e7in.<\/p>\n<p>\u00d6te yandan ak\u0131ll\u0131 otomasyon, verileri insan bili\u015fine daha \u00e7ok benzeyen bir \u015fekilde i\u015fler. Ak\u0131ll\u0131 otomasyon ara\u00e7lar\u0131 yapay zeka kulland\u0131\u011f\u0131ndan, talimatlar\u0131 takip etme s\u0131n\u0131rlar\u0131n\u0131n d\u0131\u015f\u0131na \u00e7\u0131kabilir ve de\u011fi\u015fen ko\u015fullara, yap\u0131land\u0131r\u0131lmam\u0131\u015f verilere ve RPA ara\u00e7lar\u0131n\u0131 zorlayabilecek di\u011fer istisnai fakt\u00f6rlere uyum sa\u011flayabilir ve ayarlayabilir.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Yapilandirilmamis_verilerin_islenmesi\"><\/span><strong>#4. Yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerin i\u015flenmesi<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>RPA, ekiplerin deterministik g\u00f6revlerle ba\u015fa \u00e7\u0131kmas\u0131na yard\u0131mc\u0131 olur. Bu nedenle, yap\u0131land\u0131r\u0131lm\u0131\u015f veriler gibi \u00f6ng\u00f6r\u00fclebilir girdilere dayan\u0131r. Bununla birlikte, yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerle veya rezervasyonun d\u0131\u015f\u0131na \u00e7\u0131kan herhangi bir bilgiyle u\u011fra\u015fmak s\u00f6z konusu oldu\u011funda, RPA ara\u00e7lar\u0131n\u0131n \u00fcst s\u0131n\u0131rlar\u0131na ula\u015f\u0131r\u0131z.<\/p>\n<p>Yap\u0131land\u0131r\u0131lm\u0131\u015f verilerle u\u011fra\u015fmak genellikle manuel \u00e7al\u0131\u015fanlara d\u00fc\u015fer. Olduk\u00e7a fazla miktarda karar verme ve yorumlama s\u00f6z konusu oldu\u011fundan, insan bili\u015fini kullanmak mant\u0131kl\u0131d\u0131r. Ancak ak\u0131ll\u0131 otomasyon, makine \u00f6\u011frenimi gibi yapay zeka teknolojilerini kullanmas\u0131 sayesinde yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerin \u00fcstesinden gelebilir.<\/p>\n<p>RPA ara\u00e7lar\u0131n\u0131n yap\u0131land\u0131r\u0131lmam\u0131\u015f verileri yap\u0131land\u0131r\u0131lm\u0131\u015f verilere d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in kullan\u0131labilece\u011fini belirtmek gerekir. \u00d6rne\u011fin, do\u011fal dil i\u015fleme (NLP) veya optik karakter tan\u0131ma (OCR) ara\u00e7lar\u0131n\u0131n kullan\u0131lmas\u0131, bu verilerin bir RPA&#8217;n\u0131n \u00e7al\u0131\u015fabilece\u011fi bir \u015feye d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesine yard\u0131mc\u0131 olur. Ancak yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerin do\u011fas\u0131 bu s\u00fcreci karma\u015f\u0131k hale getirmekte ve i\u015fi yapabilecek birden fazla \u015fablonun olu\u015fturulmas\u0131n\u0131 gerektirmektedir. Bu ger\u00e7eklik, RPA \u00e7\u00f6z\u00fcmlerinde \u00f6l\u00e7eklendirme sorunlar\u0131na yol a\u00e7abilir.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_RPA_daha_uygun_maliyetlidir\"><\/span><strong>#5. RPA daha uygun maliyetlidir<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>IA ara\u00e7lar\u0131 RPA yaz\u0131l\u0131m\u0131ndan daha geni\u015f bir kapsama sahip olsa da, bu ekstralar\u0131n bir bedeli vard\u0131r. Otomasyon ara\u00e7lar\u0131n\u0131n en cazip y\u00f6nlerinden biri de kan\u0131tlanm\u0131\u015f maliyet tasarruflar\u0131d\u0131r. Bununla birlikte, g\u00f6receli fiyat etiketleri g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda, RPA yaz\u0131l\u0131m\u0131 pazar\u0131n \u00e7o\u011fu i\u00e7in daha eri\u015filebilirdir.<\/p>\n<p>Ak\u0131ll\u0131 otomasyon, daha geni\u015f bir ortam yelpazesinde \u00e7al\u0131\u015fabilen daha esnek bir \u00e7\u00f6z\u00fcmd\u00fcr. Ancak her i\u015fletmenin karma\u015f\u0131k otomasyon gereksinimleri yoktur. Otomatikle\u015ftirmeniz gereken i\u015f s\u00fcre\u00e7lerinin kapsam\u0131na ba\u011fl\u0131 olarak, RPA \u00e7\u00f6z\u00fcmleri ihtiyac\u0131n\u0131z olan her \u015feyi sa\u011flayabilir.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_RPAnin_uygulanmasi_daha_hizlidir\"><\/span><strong>#6. RPA&#8217;n\u0131n uygulanmas\u0131 daha h\u0131zl\u0131d\u0131r<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>Ak\u0131ll\u0131 otomasyon ara\u00e7lar\u0131 \u00e7ok \u00e7e\u015fitli sorunlara \u00e7\u00f6z\u00fcm sa\u011flar. Ancak, h\u0131zl\u0131 uygulama s\u00fcreleri s\u00f6z konusu oldu\u011funda, bu karma\u015f\u0131kl\u0131k hafif bir olumsuzlu\u011fa d\u00f6n\u00fc\u015f\u00fcr. RPA ara\u00e7lar\u0131 daha basittir ve bu nedenle uygulama daha az pahal\u0131 ve daha az zaman al\u0131c\u0131d\u0131r. \u0130\u015fletmelerinde dijital d\u00f6n\u00fc\u015f\u00fcm\u00fc ger\u00e7ekle\u015ftirme bask\u0131s\u0131 alt\u0131ndaki liderler i\u00e7in RPA \u00e7\u00f6z\u00fcmleri, de\u011fer \u00fcretmeye giden daha h\u0131zl\u0131 bir yol sunabilir.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_IPA_araclari_daha_dik_bir_ogrenme_egrisine_sahiptir\"><\/span><strong>#7. IPA ara\u00e7lar\u0131 daha dik bir \u00f6\u011frenme e\u011frisine sahiptir<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>Yine, bu ara\u00e7lar\u0131n g\u00f6receli karma\u015f\u0131kl\u0131\u011f\u0131 avantajlar ve dezavantajlar yaratmaktad\u0131r. Do\u011fas\u0131 gere\u011fi, IPA ara\u00e7lar\u0131n\u0131 benimsemek makine \u00f6\u011frenimi gibi son derece teknik \u00f6zellikler gerektirir.<\/p>\n<p>Teknik olmayan ekipler i\u00e7in hala umut var. Ak\u0131ll\u0131 otomasyon dan\u0131\u015fmanl\u0131k firmalar\u0131, a\u011f\u0131r i\u015flerin \u00e7o\u011funu ve s\u00fcre\u00e7 tasar\u0131m\u0131n\u0131 yapabilirler. Dahas\u0131, IA ara\u00e7lar\u0131 g\u00fcn ge\u00e7tik\u00e7e daha kullan\u0131c\u0131 dostu hale geliyor.<\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Akilli_surec_otomasyonu_ornekleri_ve_sektorel_kullanim_durumlari\"><\/span><strong>Ak\u0131ll\u0131 s\u00fcre\u00e7 otomasyonu \u00f6rnekleri ve sekt\u00f6rel kullan\u0131m durumlar\u0131<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img data-dominant-color=\"7e9699\" data-has-transparency=\"false\" style=\"--dominant-color: #7e9699;\" decoding=\"async\" class=\"aligncenter size-large wp-image-63821 not-transparent\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-telecomunications-1024x683.webp\" alt=\"telekom\u00fcni\u0307kasyonda rpa kullanimi\" width=\"1024\" height=\"683\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-telecomunications-1024x683.webp 1024w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-telecomunications-300x200.webp 300w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-telecomunications-768x512.webp 768w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-telecomunications-1536x1024.webp 1536w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-telecomunications-1080x720.webp 1080w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-telecomunications-1280x853.webp 1280w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-telecomunications-980x653.webp 980w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-telecomunications-480x320.webp 480w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-telecomunications-jpeg.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>Ara\u015ft\u0131rmalara g\u00f6re <a href=\"https:\/\/explodingtopics.com\/blog\/data-generated-per-day\">2023 y\u0131l\u0131nda 120 zettabayt veri \u00fcretilecek<\/a>. Her y\u0131l d\u00fcnya \u00e7ap\u0131nda \u00fcretilen veri hacmi yakla\u015f\u0131k %20 ila %25 oran\u0131nda artmaktad\u0131r. MIT Sloan&#8217;a g\u00f6re, <a href=\"https:\/\/mitsloan.mit.edu\/ideas-made-to-matter\/tapping-power-unstructured-data\">bu verilerin yakla\u015f\u0131k %80&#8217;i yap\u0131land\u0131r\u0131lmam\u0131\u015ft\u0131r<\/a>. RPA ara\u00e7lar\u0131 \u015firketlerin yap\u0131land\u0131r\u0131lm\u0131\u015f verilerle \u00e7ok \u015fey yapmas\u0131na olanak tan\u0131rken, metin, ses, video, e-posta, sosyal medya i\u00e7eri\u011fi, sunucu g\u00fcnl\u00fckleri, sens\u00f6r g\u00fcnl\u00fckleri ve uydu g\u00f6r\u00fcnt\u00fclerinin dikkate de\u011fer f\u0131rsatlar sunabilece\u011fi a\u00e7\u0131kt\u0131r.<\/p>\n<p>Ak\u0131ll\u0131 i\u015f otomasyonunun yeteneklerini anlaman\u0131n en iyi yolu pratik, ger\u00e7ek d\u00fcnyadan \u00f6rnekler ve kullan\u0131m vakalar\u0131d\u0131r. \u0130\u015fte ak\u0131ll\u0131 otomasyon teknolojisinin belirli sekt\u00f6rlerde yard\u0131mc\u0131 olabilece\u011fi baz\u0131 yollar.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Musteri_Hizmetleri\"><\/span><strong>1. M\u00fc\u015fteri Hizmetleri<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>M\u00fc\u015fteri hizmetleri beklentileri son y\u0131llarda \u00f6nemli \u00f6l\u00e7\u00fcde artm\u0131\u015ft\u0131r. Modern t\u00fcketici, y\u00fcksek derecede ki\u015fiselle\u015ftirme ile her zaman a\u00e7\u0131k, self-servis se\u00e7enekler talep etmektedir. Ak\u0131ll\u0131 otomasyon, i\u015fletmelerin insan \u00e7al\u0131\u015fanlarla ili\u015fkili y\u00fcksek genel giderler olmadan beklenen d\u00fczeyde \u00f6zel bak\u0131m sunmas\u0131na yard\u0131mc\u0131 olur.<\/p>\n<p>Do\u011fal dil i\u015flemcileri taraf\u0131ndan desteklenen ve m\u00fc\u015fteri ili\u015fkileri y\u00f6netimi (CRM) platformlar\u0131na ba\u011flanan sohbet robotlar\u0131 m\u00fckemmel m\u00fc\u015fteri deneyimleri sunabilir. Otomatik e-posta i\u015fleme, tahmine dayal\u0131 analitik ve duygu analizi ile birle\u015fti\u011finde, i\u015fletmeler sorunlar\u0131 \u00f6ng\u00f6ren ve m\u00fc\u015fteriyi elde tutmaya yard\u0131mc\u0131 olan \u00e7ok kanall\u0131 bak\u0131ma sahip olur.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Saglik_Hizmetleri\"><\/span><strong>2. Sa\u011fl\u0131k Hizmetleri<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>Sa\u011fl\u0131k hizmetleri, ak\u0131ll\u0131 otomasyonun \u00f6nemli bir uygulay\u0131c\u0131s\u0131 olmu\u015ftur. K\u00fcresel hastal\u0131klar hastanelerin daha yo\u011fun hale gelmesi ve bir\u00e7o\u011funun bu bask\u0131 alt\u0131nda \u00e7at\u0131rdamas\u0131 anlam\u0131na geliyor. K\u0131s\u0131tl\u0131 b\u00fct\u00e7eler ve a\u015f\u0131r\u0131 \u00e7al\u0131\u015fan personel, \u00f6zellikle hasta kayd\u0131, sigorta i\u015flemleri, programlama, faturaland\u0131rma ve daha fazlas\u0131 gibi idari g\u00f6revlerde daha fazla operasyonel verimlilik ihtiyac\u0131n\u0131 vurgulamaktad\u0131r.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Finans\"><\/span><strong>3. Finans<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>Finans sekt\u00f6r\u00fc hakl\u0131 olarak en yeni teknolojilerin \u00f6n saflar\u0131nda yer almakla \u00fcn kazanm\u0131\u015ft\u0131r. RPA teknolojisinin ilk uygulay\u0131c\u0131lar\u0131 olarak sekt\u00f6r, verimlili\u011fi art\u0131rman\u0131n ve d\u00fczenleyici y\u00fckleri kar\u015f\u0131laman\u0131n yollar\u0131n\u0131 bulmaya devam etti. Ak\u0131ll\u0131 otomasyon, doland\u0131r\u0131c\u0131l\u0131k tespiti ve uyumlulu\u011fa yard\u0131mc\u0131 olmak i\u00e7in finans alan\u0131nda kullan\u0131lmaktad\u0131r. Bununla birlikte, teknoloji operasyonlara da yard\u0131mc\u0131 olmakta, kredi ba\u015fvurular\u0131 ve daha fazlas\u0131 i\u00e7in karar verme s\u00fcrecini giderek kolayla\u015ft\u0131rmaktad\u0131r. Ayr\u0131ca, <a href=\"https:\/\/www.zaptest.com\/a-complete-guide-to-software-testing-automation\">yaz\u0131l\u0131m testlerini<\/a> otomatikle\u015ftirerek finans kurulu\u015flar\u0131n\u0131n \u0131smarlama yaz\u0131l\u0131mlar olu\u015fturmas\u0131na da yard\u0131mc\u0131 olabilir.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Uretim\"><\/span><strong>4. \u00dcretim<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>Son y\u0131llarda, darbo\u011fazlar, enflasyon ve genel bir hayat pahal\u0131l\u0131\u011f\u0131 krizi nedeniyle tedarik zinciri sorunlar\u0131na ili\u015fkin kamuoyu fark\u0131ndal\u0131\u011f\u0131 artm\u0131\u015ft\u0131r. Sat\u0131n alma tercihleri geli\u015ftik\u00e7e ve i\u015f dinamikleri de\u011fi\u015ftik\u00e7e \u00fcreticiler dijital d\u00f6n\u00fc\u015f\u00fcm\u00fc benimsemelidir. Bu ger\u00e7ek, \u00f6zellikle yeni sanayile\u015fmi\u015f veya geli\u015fmekte olan \u00fclkelerde dikkat \u00e7ekmektedir.<\/p>\n<p>RPA ve IPA, bu alanlardaki i\u015fletmelerin aradaki bo\u015flu\u011fu kapatmas\u0131na ve t\u00fcm de\u011fer zinciri boyunca s\u00fcre\u00e7leri ve organizasyonu iyile\u015ftirmesine yard\u0131mc\u0131 olabilir. \u00dcretim sipari\u015flerini otomatikle\u015ftirmek, de\u011fi\u015fen m\u00fc\u015fteri tercihlerini anlamak ve bunlara uyum sa\u011flamak, lojisti\u011fi iyile\u015ftirmek ve israf\u0131 azaltmak, yapay zeka destekli ara\u00e7lardan yararlanabilecek alanlardan sadece birka\u00e7\u0131d\u0131r.<\/p>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Akilli_surec_otomasyonu_ve_hiperotomasyon_ayni_sey_midir\"><\/span><strong>Ak\u0131ll\u0131 s\u00fcre\u00e7 otomasyonu ve hiperotomasyon ayn\u0131 \u015fey midir?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-59582\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/05\/img80.png\" alt=\"alfa testi vs beta testi\" width=\"219\" height=\"366\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/05\/img80.png 479w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/05\/img80-180x300.png 180w\" sizes=\"(max-width: 219px) 100vw, 219px\" \/><\/p>\n<p>Bir\u00e7ok uzman ak\u0131ll\u0131 s\u00fcre\u00e7 <a href=\"https:\/\/www.zaptest.com\/hyperautomation\">otomasyonu<\/a> ve <a href=\"https:\/\/www.zaptest.com\/hyperautomation\">hiperotomasyonu<\/a> birbirinin yerine kullansa da, bunlar farkl\u0131 kavramlard\u0131r. Kafa kar\u0131\u015f\u0131kl\u0131\u011f\u0131 anla\u015f\u0131labilir. Her iki disiplin de yapay zeka ve di\u011fer ilgili teknolojileri kullanarak BT ve i\u015f s\u00fcre\u00e7lerini otomatikle\u015ftirme konusunda \u00f6n saflarda yer almaktad\u0131r. Ancak, ikisi aras\u0131ndaki farklar\u0131 anlamak \u00e7ok \u00f6nemlidir.<\/p>\n<p>Yukar\u0131da belirtildi\u011fi gibi, ak\u0131ll\u0131 s\u00fcre\u00e7 otomasyonu yapay zeka, makine \u00f6\u011frenimi, bilgisayarla g\u00f6rme, bili\u015fsel, do\u011fal dil i\u015fleme ve tabii ki RPA gibi teknolojilerin bir kar\u0131\u015f\u0131m\u0131n\u0131 kullan\u0131r.<\/p>\n<p>\u00d6te yandan hiperotomasyon, m\u00fcmk\u00fcn oldu\u011funca \u00e7ok say\u0131da i\u015f s\u00fcrecini otomatikle\u015ftirmeyi ama\u00e7layan bir felsefe veya yakla\u015f\u0131md\u0131r.<\/p>\n<p>Kafa kar\u0131\u015f\u0131kl\u0131\u011f\u0131n\u0131n b\u00fcy\u00fck bir k\u0131sm\u0131 IPA&#8217;n\u0131n hiperotomasyon yakla\u015f\u0131m\u0131n\u0131n bir par\u00e7as\u0131 olmas\u0131ndan kaynaklanmaktad\u0131r. Ancak hiperotomasyon, IA&#8217;n\u0131n daha sofistike, h\u0131zland\u0131r\u0131lm\u0131\u015f ve \u00e7ok daha geni\u015f kapsaml\u0131 bir versiyonudur. Hiperotomasyon, sabit s\u00fcre\u00e7ler veya g\u00f6revlerle u\u011fra\u015fmak yerine, i\u015f verimlili\u011fini en \u00fcst d\u00fczeye \u00e7\u0131karmak i\u00e7in platformlar ve teknolojiler aras\u0131nda \u00e7al\u0131\u015f\u0131r.<\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"IPA_ve_RPAnin_kesistigi_ve_birlestigi_noktalar\"><\/span><strong>IPA ve RPA&#8217;n\u0131n kesi\u015fti\u011fi ve birle\u015fti\u011fi noktalar<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img data-dominant-color=\"6b7666\" data-has-transparency=\"false\" style=\"--dominant-color: #6b7666;\" decoding=\"async\" class=\"aligncenter size-large wp-image-63782 not-transparent\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-real-estate-1024x727.webp\" alt=\"gayri\u0307menkulde rpa kullanimi\" width=\"1024\" height=\"727\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-real-estate-1024x727.webp 1024w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-real-estate-300x213.webp 300w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-real-estate-768x546.webp 768w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-real-estate-1536x1091.webp 1536w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-real-estate-400x284.webp 400w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-real-estate-1080x767.webp 1080w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-real-estate-1280x909.webp 1280w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-real-estate-980x696.webp 980w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-real-estate-480x341.webp 480w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/use-of-rpa-in-real-estate-jpeg.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>Bu makalenin b\u00fcy\u00fck bir b\u00f6l\u00fcm\u00fcn\u00fc IPA ve RPA&#8217;n\u0131n g\u00f6receli de\u011ferlerini inceleyerek ge\u00e7irdik. Bu otomasyon teknolojileri aras\u0131nda bir ayr\u0131m yapmak faydal\u0131 olsa da, bunlar\u0131 rakip ya da kar\u015f\u0131t ara\u00e7lar olarak d\u00fc\u015f\u00fcnmek pek do\u011fru de\u011fil. Yeteneklerini anlaman\u0131n en iyi yolu, tamamlay\u0131c\u0131 otomasyon ara\u00e7lar\u0131 olmalar\u0131d\u0131r.<\/p>\n<p>Her iki arac\u0131n kesi\u015fti\u011fi birka\u00e7 nokta vard\u0131r.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_RPAnin_sinirlamalari_icin_bir_cozum_olarak_IPA\"><\/span><strong>#1. RPA&#8217;n\u0131n s\u0131n\u0131rlamalar\u0131 i\u00e7in bir \u00e7\u00f6z\u00fcm olarak IPA<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/www.researchgate.net\/publication\/327876172_How_to_Compete_in_the_Age_of_Artificial_Intelligence_Implementing_a_Collaborative_Human-Machine_Strategy_for_Your_Business\">How to Compete in the Age of Artificial Intelligence<\/a> (Mohanty ve Vyas, 2018) ba\u015fl\u0131kl\u0131 makalede yazarlar, &#8220;RPA robotlar\u0131 tam olarak sizin s\u00f6ylediklerinizi yapacakt\u0131r, bu onlar\u0131n en b\u00fcy\u00fck g\u00fcc\u00fcd\u00fcr ama ayn\u0131 zamanda en b\u00fcy\u00fck zay\u0131fl\u0131klar\u0131d\u0131r&#8221; demektedir. Bu d\u00fc\u015f\u00fcnce, RPA&#8217;n\u0131n s\u0131n\u0131rlar\u0131yla ilgili kritik bir noktan\u0131n alt\u0131n\u0131 \u00e7iziyor: Yayg\u0131n olarak benimsenmesinin de g\u00f6sterdi\u011fi gibi, RPA bilgi \u00e7a\u011f\u0131nda \u00f6nemli bir ara\u00e7; ancak yap\u0131land\u0131r\u0131lmam\u0131\u015f veriler ve \u00f6ng\u00f6r\u00fclemeyen senaryolar, i\u015fletmelerin her g\u00f6rev i\u00e7in RPA \u00e7\u00f6z\u00fcmlerini benimseyemeyece\u011fi anlam\u0131na geliyor.<\/p>\n<h2><\/h2>\n<p style=\"text-align: left;\">Makine \u00f6\u011frenimi, \u00f6zellikle iki ana alanda RPA&#8217;n\u0131n yeteneklerini geni\u015fletmeye yard\u0131mc\u0131 olabilir. Onlar:<\/p>\n<p>&nbsp;<\/p>\n<h4><span class=\"ez-toc-section\" id=\"1_Yapilandirilmamis_verilerle_basa_cikma\"><\/span><strong>1. Yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerle ba\u015fa \u00e7\u0131kma<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<h4><\/h4>\n<h4><span class=\"ez-toc-section\" id=\"2_Ust_duzey_karar_verme_sureclerine_kapi_acmak\"><\/span><strong>2. \u00dcst d\u00fczey karar verme s\u00fcre\u00e7lerine kap\u0131 a\u00e7mak<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>&nbsp;<\/p>\n<p>Mevcut haliyle, RPA ara\u00e7lar\u0131 yukar\u0131dakileri yapamamaktad\u0131r. Ancak yapay zeka ile desteklendi\u011finde otomasyon yeni bir seviyeye ta\u015f\u0131nabilir.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_IPA_veya_hiperotomasyon_uygulamasina_dogru_bir_atlama_tasi_olarak\"><\/span><strong>#2. IPA veya hiperotomasyon uygulamas\u0131na do\u011fru bir atlama ta\u015f\u0131 olarak<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>RPA, IPA ve hiperotomasyonu bir s\u00fcreklilik olarak d\u00fc\u015f\u00fcnmek caziptir. Yine de bu, meseleyi biraz fazla basite indirgemek olabilir. Ger\u00e7ek \u015fu ki, IPA veya hiperotomasyon i\u00e7eren herhangi bir karma\u015f\u0131k otomasyon sistemi b\u00fcy\u00fck \u00f6l\u00e7\u00fcde RPA&#8217;ya dayanacakt\u0131r. Bu nedenle, RPA ara\u00e7lar\u0131 bu geli\u015fmi\u015f senaryolarda hem ilgili hem de gerekli olmaya devam edecektir.<\/p>\n<p>Bu arg\u00fcman\u0131n daha sa\u011flam oldu\u011fu yer ise uygulama ba\u011flam\u0131d\u0131r. Hiperotomasyona giden yol, hangi g\u00f6revlerin otomatikle\u015ftirilebilece\u011fi konusunda \u00e7ok fazla ara\u015ft\u0131rma yap\u0131lmas\u0131n\u0131 gerektiriyor. RPA ile ba\u015flamak, otomatikle\u015ftirilebilecek g\u00f6rev t\u00fcrleri i\u00e7in sa\u011flam bir temel olu\u015fturur. \u0130\u015fletmelerin, sonunda IPA ile geni\u015fletebilecekleri ve art\u0131rabilecekleri otomasyon i\u015f ak\u0131\u015flar\u0131 olu\u015fturmalar\u0131na ve test etmelerine olanak tan\u0131r.<\/p>\n<p>Hiperotomasyon, m\u00fcmk\u00fcn olan her \u015feyin otomatikle\u015ftirilmesini i\u00e7eren bir yakla\u015f\u0131md\u0131r. Bunun neye benzedi\u011fi bir i\u015fletmeden di\u011ferine farkl\u0131l\u0131k g\u00f6sterecektir. Baz\u0131 \u015firketlerde, k\u00fc\u00e7\u00fck bir k\u0131sm\u0131 yapay zeka taraf\u0131ndan desteklenen RPA&#8217;y\u0131 i\u00e7erebilir; di\u011ferlerinde ise minimum insan girdisi ile tam te\u015fekk\u00fcll\u00fc, kapsaml\u0131 bir otomasyon makinesi olabilir.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Tahmine_dayali_analiz_ve_karar_verme\"><\/span><strong>#3. Tahmine dayal\u0131 analiz ve karar verme<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>RPA, belirli tetikleyicilere veya girdilere dayal\u0131 olarak tan\u0131mlanm\u0131\u015f g\u00f6revleri yerine getirir. IPA&#8217;n\u0131n duygu analizi, do\u011fal dil i\u015fleme, bilgisayarla g\u00f6rme teknolojisi ve makine \u00f6\u011frenimi yetenekleri gibi baz\u0131 avantajlar\u0131n\u0131 g\u00f6z \u00f6n\u00fcnde bulundurdu\u011fumuzda, teknolojinin \u00e7ok say\u0131da da\u011f\u0131n\u0131k veriyi i\u015fleyebilece\u011fi ve bunlar\u0131 bu tetikleyiciler veya girdiler olarak hizmet edebilecek yap\u0131land\u0131r\u0131lm\u0131\u015f bilgilere d\u00f6n\u00fc\u015ft\u00fcrebilece\u011fi a\u00e7\u0131kt\u0131r.<\/p>\n<p>Buradaki olas\u0131l\u0131klar \u015fa\u015f\u0131rt\u0131c\u0131. T\u0131p sekt\u00f6r\u00fcnde g\u00f6rd\u00fc\u011f\u00fcm\u00fcz gibi, ara\u015ft\u0131rmalar <a href=\"https:\/\/www.nature.com\/articles\/s41571-020-0329-7\">yapay zekan\u0131n mamografik taramada radyologlardan daha iyi performans<\/a> g\u00f6sterdi\u011fini ortaya koymu\u015ftur. Bu tahminleri do\u011fru bir \u015fekilde yapmak y\u0131llar\u0131n deneyimini ve alan uzmanl\u0131\u011f\u0131n\u0131 gerektirir ve bu uzmanl\u0131k, biri emekli oldu\u011funda veya i\u015ften ayr\u0131ld\u0131\u011f\u0131nda i\u015fletmeden ayr\u0131l\u0131r. Yapay zeka ile g\u00fc\u00e7lendirilmi\u015f RPA, bu deneyim a\u00e7\u0131\u011f\u0131n\u0131n \u00fcstesinden gelmeye yard\u0131mc\u0131 olabilir.<\/p>\n<p>Mamografik tarama \u00f6rne\u011fi dikkat \u00e7ekici olsa da, RPA ve IPA&#8217;n\u0131n faydalar\u0131, y\u00fcksek kaliteli bili\u015f veya karar verme gerektiren di\u011fer bir\u00e7ok i\u015f y\u00f6netimi senaryosuna uygulanabilir. Bu kararlara ula\u015f\u0131ld\u0131\u011f\u0131nda, RPA arac\u0131l\u0131\u011f\u0131yla a\u015fa\u011f\u0131 ak\u0131\u015f eylemlerini tetikleyebilir ve \u00e7ok \u00e7e\u015fitli i\u015fletmelere inan\u0131lmaz bir verimlilik d\u00fczeyi getirebilir.<\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Bes_akilli_otomasyon_araci\"><\/span><strong>Be\u015f ak\u0131ll\u0131 otomasyon arac\u0131<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img decoding=\"async\" class=\"aligncenter size-large wp-image-59213\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/05\/1-1024x655.jpg\" alt=\"ZAPTEST RPA + Test Otomasyon paketi\" width=\"1024\" height=\"655\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/05\/1-980x627.jpg 980w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/05\/1-480x307.jpg 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) 1024px, 100vw\" \/><\/p>\n<p>Piyasada \u00e7ok say\u0131da ak\u0131ll\u0131 otomasyon tedarik\u00e7isi bulunmaktad\u0131r. Her biri farkl\u0131 teknolojilerin, yakla\u015f\u0131mlar\u0131n ve fiyatlar\u0131n benzersiz bir kar\u0131\u015f\u0131m\u0131n\u0131 sunar. IA alan\u0131ndaki en b\u00fcy\u00fck be\u015f ismi inceleyelim.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_ZAPTEST\"><\/span><strong>#1. ZAPTEST<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>ZAPTEST, hem yaz\u0131l\u0131m otomasyonu hem de robotik s\u00fcre\u00e7 otomasyonu i\u00e7in son teknoloji hiperotomasyon ara\u00e7lar\u0131 sunan u\u00e7tan uca, tam y\u0131\u011f\u0131n, ak\u0131ll\u0131 bir otomasyon \u00e7\u00f6z\u00fcm\u00fcd\u00fcr. Kullan\u0131c\u0131lar\u0131n hem \u00f6n hem de arka u\u00e7 ofis g\u00f6revlerini ke\u015ffetmelerine ve otomatikle\u015ftirmelerine yard\u0131mc\u0131 olmak i\u00e7in Bilgisayarla G\u00f6rme Teknolojisi ve RPA&#8217;n\u0131n bir kar\u0131\u015f\u0131m\u0131n\u0131 kullan\u0131r. Platform, OCR ve sa\u011flam analitik ara\u00e7lar gibi m\u00fckemmel \u00f6zelliklere sahiptir. Ayr\u0131ca kodsuz yetenek, \u00fccretsiz ve kurumsal s\u00fcr\u00fcmler, herhangi bir uygulaman\u0131n \u00e7apraz platform \/ \u00e7apraz taray\u0131c\u0131 otomasyonu, s\u0131n\u0131rs\u0131z lisanslar ve m\u00fc\u015fterinin ekiplerinin bir par\u00e7as\u0131 olarak \u00e7al\u0131\u015fan tam zamanl\u0131 bir ZAP uzman\u0131 ile birlikte gelir (Kurumsal s\u00fcr\u00fcm\u00fcnde)<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Is_Otomasyonu_icin_IBM_Cloud_Pak\"><\/span>#2. \u0130\u015f Otomasyonu i\u00e7in IBM Cloud Pak<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>IBM Cloud Pak mod\u00fcler, hibrit bulut, ak\u0131ll\u0131 otomasyon \u00e7\u00f6z\u00fcm\u00fcd\u00fcr. Bu u\u00e7tan uca i\u015f otomasyon platformu, i\u015f ak\u0131\u015f\u0131 otomasyonu, belge i\u015fleme, s\u00fcre\u00e7 madencili\u011fi ve karar y\u00f6netimi i\u015flevselli\u011fi dahil olmak \u00fczere \u00e7e\u015fitli \u00f6zelliklerle birlikte gelir. Ayr\u0131ca d\u00fc\u015f\u00fck kodlu ve kodsuz ara\u00e7lar ve iyi m\u00fc\u015fteri deste\u011fi i\u00e7erir.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_UiPath_Is_Otomasyon_Platformu\"><\/span>#3. UiPath \u0130\u015f Otomasyon Platformu<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>UiPath, RPA teklifini ak\u0131ll\u0131 i\u015f otomasyonu ile g\u00fc\u00e7lendirdi. Platform bu ama\u00e7lara ula\u015fmak i\u00e7in Bilgisayarl\u0131 G\u00f6r\u00fc\u015f teknolojisini ve Kat\u0131l\u0131ms\u0131z Robotik (kendi deyimleriyle &#8220;robotlar\u0131 y\u00f6neten robotlar&#8221;) kullan\u0131yor. Ayr\u0131ca dili ve yap\u0131land\u0131r\u0131lmam\u0131\u015f verileri anlamak i\u00e7in bili\u015fsel geli\u015ftirmeler kullan\u0131rlar. UiPath \u0130\u015f Otomasyon Platformu, IBM, Google ve Microsoft gibi sat\u0131c\u0131lar\u0131n \u00fc\u00e7\u00fcnc\u00fc taraf bili\u015fsel hizmetleriyle entegre olur.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_SS_C_Blue_Prism_Bulut\"><\/span>#4. SS&amp;C Blue Prism Bulut<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>SS&amp;C Blue Prism Cloud, IA yeteneklerine sahip bir ba\u015fka bulut tabanl\u0131 ak\u0131ll\u0131 otomasyon platformudur. Firma ayr\u0131ca ekiplerin uygulama ve bak\u0131m i\u015flemlerini ger\u00e7ekle\u015ftirmelerine yard\u0131mc\u0131 olmak i\u00e7in ak\u0131ll\u0131 otomasyon hizmetleri de sunuyor. Blue Prism Cloud, ak\u0131ll\u0131 robotik s\u00fcre\u00e7 otomasyon ara\u00e7lar\u0131n\u0131n yan\u0131 s\u0131ra kodsuz, s\u00fcr\u00fckle-b\u0131rak Tasar\u0131m St\u00fcdyosu ve bir i\u015f ak\u0131\u015f\u0131 otomasyonu d\u00fczenleme \u00f6zelli\u011fi olan Kontrol Odas\u0131 da sunuyor.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_Microsoft_Power_Automate\"><\/span>#5. Microsoft Power Automate<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p>Daha \u00f6nce Microsoft Flow olarak adland\u0131r\u0131lan Microsoft Power Automate, ba\u015fka bir bulut tabanl\u0131, kodsuz ak\u0131ll\u0131 otomasyon \u00e7\u00f6z\u00fcm\u00fcd\u00fcr. Paket, kullan\u0131c\u0131 dostu, \u00f6l\u00e7eklenebilir ve kolayca ba\u011flanabilen AI Builder adl\u0131 bir \u00f6zellik sunuyor. Microsoft&#8217;un ChatGPT&#8217;ye yapt\u0131\u011f\u0131 10 milyar dolarl\u0131k yat\u0131r\u0131m, teknik olmayan ekiplerin ak\u0131ll\u0131 robotik s\u00fcre\u00e7 otomasyonu i\u015f ak\u0131\u015flar\u0131 olu\u015fturmas\u0131na olanak tan\u0131yan bir i\u015faretle ve t\u0131kla aray\u00fcz\u00fc ile birlikte do\u011fal dil i\u015fleme yetenekleri sa\u011flad\u0131\u011f\u0131 anlam\u0131na geliyor.<\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Son_dusunceler\"><\/span><strong>Son d\u00fc\u015f\u00fcnceler<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-56711\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/03\/checklist-software-testing-processes-1024x683.jpeg\" alt=\"kontrol li\u0307stesi\u0307 yazilim test s\u00fcre\u00e7leri\u0307\" width=\"513\" height=\"342\"><\/p>\n<p>RPA ve IPA birbirinden farkl\u0131 teknolojilerdir. Bununla birlikte, son derece tamamlay\u0131c\u0131d\u0131rlar. Her iki arac\u0131n da ger\u00e7ek g\u00fcc\u00fc, sadece insan \u00e7al\u0131\u015fanlar\u0131 de\u011fil, birbirlerini de destekleme yeteneklerinde yat\u0131yor. Bir\u00e7ok ak\u0131ll\u0131 otomasyon \u00f6rne\u011finin g\u00f6sterdi\u011fi gibi, IA&#8217;n\u0131n m\u00fcmk\u00fcn k\u0131ld\u0131\u011f\u0131 temel i\u015flerin \u00e7o\u011fu dijital \u00e7al\u0131\u015fanlar ve robotlar taraf\u0131ndan ger\u00e7ekle\u015ftirilebilir. Ba\u015far\u0131l\u0131 bir otomasyon, mevcut i\u015f ak\u0131\u015flar\u0131n\u0131 par\u00e7alara ay\u0131rmay\u0131 ve anlamay\u0131 gerektirir. RPA bu bile\u015fenlerin \u00e7o\u011funu a\u00e7\u0131klayabilir.<\/p>\n<p>\u0130\u015f d\u00fcnyas\u0131nda, insan bili\u015fsel yeteneklerinin yapay zeka ile desteklenebilece\u011fi heyecan verici bir d\u00f6nemin e\u015fi\u011finde duruyoruz. Dijital d\u00f6n\u00fc\u015f\u00fcm, geli\u015fmi\u015f ve geli\u015fmekte olan \u00fclkelerdeki i\u015fletmeler i\u00e7in hakl\u0131 olarak bir \u00f6nceliktir. IPA ve RPA ara\u00e7lar\u0131n\u0131n benimsenmesi, bu ge\u00e7i\u015flerin merkezi bir par\u00e7as\u0131n\u0131 olu\u015fturacak ve hayal bile edilemeyecek bir \u00fcretkenlik sa\u011flayacak.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Robotik S\u00fcre\u00e7 Otomasyonundan Ak\u0131ll\u0131 S\u00fcre\u00e7 Otomasyonuna (Chakraborti, 2020) ba\u015fl\u0131kl\u0131 m\u00fckemmel makalede yazar, son on y\u0131lda Robotik S\u00fcre\u00e7 Otomasyonunun (RPA) i\u015f s\u00fcreci verimlili\u011fini nas\u0131l b\u00fcy\u00fcleyici bir \u015fekilde ileriye ta\u015f\u0131d\u0131\u011f\u0131n\u0131 ele al\u0131yor. Ancak \u015fu anda bu teknolojik trendde bir &#8220;d\u00f6n\u00fcm noktas\u0131nda&#8221; bulundu\u011fumuzu ve ak\u0131ll\u0131 otomasyonun RPA&#8217;n\u0131n mant\u0131ksal ilerlemesi olarak ortaya \u00e7\u0131kt\u0131\u011f\u0131n\u0131 \u00f6ne s\u00fcr\u00fcyor. Chakraborti, i\u015f s\u00fcreci otomasyonunu [&hellip;]<\/p>\n","protected":false},"author":14624,"featured_media":64878,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_seopress_robots_primary_cat":"none","_seopress_titles_title":"Ak\u0131ll\u0131 S\u00fcre\u00e7 Otomasyonu ve RPA - Farkl\u0131l\u0131klar \/ \u00d6rt\u00fc\u015fme","_seopress_titles_desc":"Ne olduklar\u0131ndan, otomatikle\u015ftirdikleri s\u00fcre\u00e7lere, nas\u0131l farkl\u0131la\u015ft\u0131klar\u0131ndan ve kesi\u015ftiklerinden ara\u00e7lara kadar, Ak\u0131ll\u0131 S\u00fcre\u00e7 Otomasyonu ve RPA tart\u0131\u015fmas\u0131 hakk\u0131nda her \u015feyi \u00f6\u011frenin.","_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":[494],"tags":[],"class_list":{"0":"post-64953","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-yapay-zeka"},"acf":{"short_name":"Ak\u0131ll\u0131 S\u00fcre\u00e7 Otomasyonu ve RPA"},"_links":{"self":[{"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/posts\/64953","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/users\/14624"}],"replies":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/comments?post=64953"}],"version-history":[{"count":0,"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/posts\/64953\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/media\/64878"}],"wp:attachment":[{"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/media?parent=64953"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/categories?post=64953"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/tags?post=64953"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}