{"id":13440,"date":"2026-06-02T11:30:41","date_gmt":"2026-06-02T09:30:41","guid":{"rendered":"https:\/\/atteli.com\/?p=13440"},"modified":"2026-07-16T12:06:14","modified_gmt":"2026-07-16T10:06:14","slug":"copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft","status":"publish","type":"post","link":"https:\/\/atteli.com\/pl\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\/","title":{"rendered":"Copiloty, agenci AI i dane &#8211; jak dzia\u0142a sztuczna inteligencja w ekosystemie Microsoft?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"13440\" class=\"elementor elementor-13440\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a940259 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a940259\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d0171a4\" data-id=\"d0171a4\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-367a738 breadcrumb elementor-widget elementor-widget-shortcode\" data-id=\"367a738\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\"><span><span><a href=\"https:\/\/atteli.com\/pl\/\">Home<\/a><\/span><\/span><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-479261b font-light elementor-widget elementor-widget-heading\" data-id=\"479261b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Copiloty, agenci AI i dane - jak dzia\u0142a sztuczna inteligencja w ekosystemie Microsoft?<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68547c3 author-info elementor-widget elementor-widget-shortcode\" data-id=\"68547c3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\"><img decoding=\"async\" src=\"https:\/\/atteli.com\/wp-content\/uploads\/2024\/06\/Untitled-150x150.png\" width=\"96\" height=\"96\" srcset=\"https:\/\/atteli.com\/wp-content\/uploads\/2024\/06\/Untitled.png 2x\" alt=\"Atteli\" class=\"avatar avatar-96 wp-user-avatar wp-user-avatar-96 alignnone photo\" \/> <strong>Atteli<\/strong>  <strong>2026-06-02<\/strong> <\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-be1298a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"be1298a\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-088970b elementor-hidden-mobile elementor-hidden-tablet\" data-id=\"088970b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-0eecd37 sticky-menu elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0eecd37\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-9059cb2\" data-id=\"9059cb2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-07c52d3 elementor-widget elementor-widget-heading\" data-id=\"07c52d3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Czytasz:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c0e6df elementor-widget elementor-widget-text-editor\" data-id=\"6c0e6df\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tCopiloty, agenci AI i dane &#8211; jak dzia\u0142a sztuczna inteligencja w ekosystemie Microsoft?\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5de1cc6 elementor-widget elementor-widget-html\" data-id=\"5de1cc6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"progress-bar-content\"><div id=\"progress-bar\"><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-88dee77 elementor-align-start sidebar-anchor-menu elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"88dee77\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">B\u0142yskawiczne wej\u015bcie, powolne zrozumienie<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Dynamics 365 Sales - CRM, kt\u00f3ry faktycznie my\u015bli<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Customer Service i Contact Center: Copilot wspiera, agenci automatyzuj\u0105<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Customer Insights: marketing oparty na danych<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Dane \u2013 fundament, bez kt\u00f3rego AI nie dzia\u0142a<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-a89212f\" data-id=\"a89212f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1ed4288 elementor-widget elementor-widget-heading\" data-id=\"1ed4288\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">B\u0142yskawiczne wej\u015bcie, powolne zrozumienie<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ca6bea5 elementor-widget elementor-widget-text-editor\" data-id=\"ca6bea5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Generatywna AI zyska\u0142a momentum w tempie, jakiego wcze\u015bniej nie widzieli\u015bmy. Smartfony potrzebowa\u0142y 16 lat, \u017ceby dotrze\u0107 do 100 milion\u00f3w u\u017cytkownik\u00f3w. ChatGPT zrobi\u0142 to w trzy miesi\u0105ce. Efekt? Technologia wesz\u0142a w nasze \u017cycie, zanim zd\u0105\u017cyli\u015bmy j\u0105 zrozumie\u0107 i sensownie zastosowa\u0107.<\/p><p>Dlatego zamiast og\u00f3lnych deklaracji &#8211; konkrety. Jak dzia\u0142aj\u0105 rozwi\u0105zania AI w ekosystemie Microsoft i co naprawd\u0119 oferuj\u0105 dzi\u015b dost\u0119pne produkty.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-110b997 elementor-widget elementor-widget-heading\" data-id=\"110b997\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">AI to nie jeden worek<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1b5551a elementor-widget elementor-widget-text-editor\" data-id=\"1b5551a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Bardzo r\u00f3\u017cne technologie l\u0105duj\u0105 w jednej szufladzie z etykietk\u0105 \u201esztuczna inteligencja&#8221;. Tymczasem Copilot wspieraj\u0105cy zesp\u00f3\u0142 sprzeda\u017cy w pisaniu maili to zupe\u0142nie co innego ni\u017c agent AI, kt\u00f3ry samodzielnie tworzy i zamyka sprawy serwisowe. A jedno i drugie to co innego ni\u017c system przewiduj\u0105cy ryzyko odej\u015bcia klienta na podstawie danych historycznych.<\/p><p>Wiedz\u0105c, kt\u00f3re narz\u0119dzie rozwi\u0105zuje dany\u00a0 problem, \u0142atwiej podj\u0105\u0107 sensown\u0105 decyzj\u0119 &#8211; zamiast wdra\u017ca\u0107 AI \u201ebo wszyscy maj\u0105&#8221;.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c48562f elementor-widget elementor-widget-heading\" data-id=\"c48562f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Dynamics 365 Sales - CRM, kt\u00f3ry faktycznie my\u015bli<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9771f51 elementor-widget elementor-widget-text-editor\" data-id=\"9771f51\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tDynamics 365 Sales to \u015brodowisko do zbierania danych o klientach, historii kontakt\u00f3w i procesach sprzeda\u017cy. To tu zaczyna si\u0119 rola AI.\n\nCo konkretnie robi Copilot w sprzeda\u017cy?\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-95ed518 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"95ed518\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><strong>Analizuje rozmowy i transkrypcje <\/strong>- wyci\u0105ga kluczowe wnioski bez konieczno\u015bci ods\u0142uchiwania nagra\u0144<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><strong>Ocenia leady automatycznie <\/strong>- kwalifikuje potencja\u0142 kontaktu zanim handlowiec po\u015bwi\u0119ci mu czas<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><strong>Rejestruje maile, spotkania i rozmowy w CRM <\/strong>bez manualnego uzupe\u0142niania<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><strong>Generuje i wysy\u0142a spersonalizowane e-maile <\/strong> na podstawie kontekstu sprawy<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><strong>Prognozuje wyniki i identyfikuje trendy <\/strong>- AI analizuje pipeline i podpowiada, gdzie skupi\u0107 energi\u0119<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><strong>Rekomenduje kolejne kroki <\/strong>- dynamiczne pulpity z sugestiami dzia\u0142a\u0144 w czasie rzeczywistym<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-879b718 elementor-widget elementor-widget-text-editor\" data-id=\"879b718\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tDo tego dochodz\u0105 agenci AI wspieraj\u0105cy automatyzacj\u0119 wybranych etap\u00f3w procesu sprzeda\u017cowego np. przygotowanie oferty czy follow-up po spotkaniu.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ce50f80 elementor-widget elementor-widget-heading\" data-id=\"ce50f80\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Dynamics 365 Customer Service i Contact Center: Copilot wspiera, agenci automatyzuj\u0105<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-411aa04 elementor-widget elementor-widget-text-editor\" data-id=\"411aa04\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Klienci oczekuj\u0105 szybkich odpowiedzi niezale\u017cnie od kana\u0142u i pory dnia. AI w Dynamics 365 Customer Service odpowiada na to na dw\u00f3ch poziomach: Copilot wspiera pracownik\u00f3w w trakcie pracy, a agenci AI automatyzuj\u0105 procesy w tle.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0160e77 elementor-widget elementor-widget-heading\" data-id=\"0160e77\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Copilot wspiera agent\u00f3w w:<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9380688 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"9380688\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">szybkim rozumieniu kontekstu sprawy dzi\u0119ki automatycznym podsumowaniom zg\u0142osze\u0144<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">sugerowaniu tre\u015bci odpowiedzi dopasowanych do konkretnej sytuacji<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">korzystaniu z bazy wiedzy i rekomendowaniu mo\u017cliwych rozwi\u0105za\u0144<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">inteligentnym przydzielaniu spraw \u2013 na podstawie kompetencji agenta, SLA i intencji klienta<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5815f3d elementor-widget elementor-widget-text-editor\" data-id=\"5815f3d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>W Dynamics 365 Customer Service mamy <strong>dost\u0119pnych 5 Agent\u00f3w AI:<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-025edfe elementor-widget elementor-widget-jet-table\" data-id=\"025edfe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-4792800 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Agent AI<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-389a39a jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Funkcja<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-184ed21\"><td class=\"jet-table__cell elementor-repeater-item-8759fb6 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Case Management Agent <\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-c127492 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Automatyzuje wybrane kroki w prowadzeniu spraw<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-345a5f0\"><td class=\"jet-table__cell elementor-repeater-item-518cdde jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Knowledge Management Agent<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-4803766 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Rozwija i aktualizuje baz\u0119 wiedzy na podstawie zg\u0142osze\u0144<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-ad70657\"><td class=\"jet-table__cell elementor-repeater-item-cd1580a jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Intent Recognition Agent<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-ade8211 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Rozpoznaje intencje klient\u00f3w i klasyfikuje sprawy<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-08bc287\"><td class=\"jet-table__cell elementor-repeater-item-c4372d6 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Quality Evaluation Agent<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-bf852c0 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Ocenia jako\u015b\u0107 interakcji wed\u0142ug zdefiniowanych kryteri\u00f3w<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-544fce5\"><td class=\"jet-table__cell elementor-repeater-item-902863f jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Email Classification Agent (Preview)<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-bfaba8f jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Klasyfikuje wiadomo\u015bci i kieruje je do w\u0142a\u015bciwych kolejek<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8f898d5 elementor-widget elementor-widget-heading\" data-id=\"8f898d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Dynamics 365 Customer Insights: marketing oparty na danych<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-326cbd3 elementor-widget elementor-widget-text-editor\" data-id=\"326cbd3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Customer Insights to odpowied\u017a na jedno z najcz\u0119stszych pyta\u0144 marketingowych: sk\u0105d wiedzie\u0107, do kogo, kiedy i z czym si\u0119 odzywa\u0107? AI segmentuje klient\u00f3w wed\u0142ug realnych sygna\u0142\u00f3w &#8211; ryzyka odej\u015bcia, warto\u015bci \u017cyciowej (LTV) czy gotowo\u015bci zakupowej, nie wed\u0142ug przeczucia. Copilot pozwala pyta\u0107 o dane w naturalnym j\u0119zyku i prowadzi przez budow\u0119 z\u0142o\u017conych \u015bcie\u017cek komunikacji jak do\u015bwiadczony konsultant.<\/p><p>Reszt\u0119 robi personalizacja w czasie rzeczywistym. System reaguje na zachowania u\u017cytkownik\u00f3w na bie\u017c\u0105co: porzucony koszyk, zmiana aktywno\u015bci, sygna\u0142 zakupowy i uruchamia w\u0142a\u015bciw\u0105 komunikacj\u0119 zanim zd\u0105\u017cysz j\u0105 zaplanowa\u0107 r\u0119cznie. Marketing przestaje by\u0107 reaktywny. Zaczyna wyprzedza\u0107.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9752b33 elementor-widget elementor-widget-heading\" data-id=\"9752b33\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Dane \u2013 fundament, bez kt\u00f3rego AI nie dzia\u0142a<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-48c17e0 elementor-widget elementor-widget-text-editor\" data-id=\"48c17e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>AI nie naprawi tego, co jest zepsute w procesach lub danych. Je\u015bli w systemie panuje ba\u0142agan, algorytmy b\u0119d\u0105 go tylko sprawniej powiela\u0107. Dlatego zanim pojawi si\u0119 pytanie \u201ejak wdro\u017cy\u0107 AI?&#8221;, warto odpowiedzie\u0107 na kilka wcze\u015bniejszych: jakie problemy chcemy rozwi\u0105za\u0107, czy nasze dane s\u0105 sp\u00f3jne i aktualne, i co tak naprawd\u0119 warto przenie\u015b\u0107 do nowego systemu. Migracja nieuporz\u0105dkowanych danych nie rozwi\u0105zuje problemu tylko przenosi go w inne miejsce.<\/p><p>Warto te\u017c pami\u0119ta\u0107, \u017ce dane to nie tylko liczby; to bazy wiedzy, opisy produkt\u00f3w, dokumentacja proces\u00f3w, historia interakcji z klientami. Im lepiej uporz\u0105dkowane, tym wi\u0119cej AI mo\u017ce z nich wyci\u0105gn\u0105\u0107.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-528c888 elementor-widget elementor-widget-heading\" data-id=\"528c888\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Podsumowanie <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-563282d elementor-widget elementor-widget-text-editor\" data-id=\"563282d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tEkosystem Microsoft oferuje dzi\u015b konkretne narz\u0119dzia AI &#8211; od Copilot\u00f3w wspieraj\u0105cych codzienn\u0105 prac\u0119, przez agent\u00f3w realizuj\u0105cych autonomiczne procesy, po modele predykcyjne analizuj\u0105ce dane klient\u00f3w. R\u00f3\u017cni\u0105 si\u0119 zastosowaniem, poziomem dojrza\u0142o\u015bci i stopniem automatyzacji. \n\nKluczowe pytanie nie brzmi \u201eczy wdro\u017cy\u0107 AI?&#8221;, ale \u201edo czego i po co?&#8221;. Firmy, kt\u00f3re odpowiedz\u0105 na to pytanie uczciwie, maj\u0105 najwi\u0119ksz\u0105 szans\u0119 wyci\u0105gn\u0105\u0107 z tych narz\u0119dzi realn\u0105 warto\u015b\u0107.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68635d3 elementor-widget elementor-widget-shortcode\" data-id=\"68635d3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\"><span class=\"tag_list\"><\/span> <\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-f18caf8 social-icons\" data-id=\"f18caf8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-021c1d2 social-icons elementor-widget elementor-widget-shortcode\" data-id=\"021c1d2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6283e9e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6283e9e\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-182c03d\" data-id=\"182c03d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-06a8e0f elementor-widget elementor-widget-heading\" data-id=\"06a8e0f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Zobacz ostatnie wpisy<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a430e8 blog-posts elementor-widget elementor-widget-shortcode\" data-id=\"5a430e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\"><a class=\"latest-post-item-link\" href=\"https:\/\/atteli.com\/pl\/migracja-miedzy-tenantami-przy-konsolidacji-firm-i-marek-warto-czy-nie\/\"><div class=\"latest-post-thumb\" style=\"background:url(https:\/\/atteli.com\/wp-content\/uploads\/2026\/07\/SaaS-czy-ekosystem_-Ukryte-koszty-rozproszonych-narzedzi-w-firmie.png); height: 234px; background-size: cover; border-radius: 5px; background-position: center;\">&nbsp;<\/div><div class=\"latest-post-item\"><div class=\"latest-post-title\"><h2>Migracja mi\u0119dzy tenantami przy konsolidacji firm i marek &#8211; warto czy nie?<\/h2><\/div><div class=\"latest-post-read-more\">Czytaj wi\u0119cej<\/div><\/div><\/a><a class=\"latest-post-item-link\" href=\"https:\/\/atteli.com\/pl\/dlaczego-wiekszosc-firm-zaczyna-transformacje-cyfrowa-od-konca\/\"><div class=\"latest-post-thumb\" style=\"background:url(https:\/\/atteli.com\/wp-content\/uploads\/2026\/07\/SaaS-czy-ekosystem_-Ukryte-koszty-rozproszonych-narzedzi-w-firmie.png); height: 234px; background-size: cover; border-radius: 5px; background-position: center;\">&nbsp;<\/div><div class=\"latest-post-item\"><div class=\"latest-post-title\"><h2>Dlaczego wi\u0119kszo\u015b\u0107 firm zaczyna transformacj\u0119 cyfrow\u0105 od ko\u0144ca<\/h2><\/div><div class=\"latest-post-read-more\">Czytaj wi\u0119cej<\/div><\/div><\/a><a class=\"latest-post-item-link\" href=\"https:\/\/atteli.com\/pl\/rozliczanie-pracy-project-managera-w-projektach-it\/\"><div class=\"latest-post-thumb\" style=\"background:url(https:\/\/atteli.com\/wp-content\/uploads\/2026\/07\/SaaS-czy-ekosystem_-Ukryte-koszty-rozproszonych-narzedzi-w-firmie.png); height: 234px; background-size: cover; border-radius: 5px; background-position: center;\">&nbsp;<\/div><div class=\"latest-post-item\"><div class=\"latest-post-title\"><h2>Rozliczanie pracy project managera w projektach IT<\/h2><\/div><div class=\"latest-post-read-more\">Czytaj wi\u0119cej<\/div><\/div><\/a><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Sprawd\u017a, jak dzia\u0142a sztuczna inteligencja w ekosystemie Microsoft &#8211; od Copilot\u00f3w i agent\u00f3w AI po dane, kt\u00f3re stoj\u0105 za ich dzia\u0142aniem.<\/p>\n","protected":false},"author":12,"featured_media":13445,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-13440","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-bez-kategorii"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Copiloty, agenci AI i dane - jak dzia\u0142a sztuczna inteligencja w ekosystemie Microsoft? - Atteli<\/title>\n<meta name=\"description\" content=\"Sprawd\u017a, jak dzia\u0142a sztuczna inteligencja w ekosystemie Microsoft - od Copilot\u00f3w i agent\u00f3w AI po dane, kt\u00f3re stoj\u0105 za ich dzia\u0142aniem.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atteli.com\/pl\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Copiloty, agenci AI i dane - jak dzia\u0142a sztuczna inteligencja w ekosystemie Microsoft? - Atteli\" \/>\n<meta property=\"og:description\" content=\"Sprawd\u017a, jak dzia\u0142a sztuczna inteligencja w ekosystemie Microsoft - od Copilot\u00f3w i agent\u00f3w AI po dane, kt\u00f3re stoj\u0105 za ich dzia\u0142aniem.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atteli.com\/pl\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\/\" \/>\n<meta property=\"og:site_name\" content=\"Atteli\" \/>\n<meta property=\"article:published_time\" content=\"2026-06-02T09:30:41+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-16T10:06:14+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/atteli.com\/wp-content\/uploads\/2026\/05\/Copiloty-agenci-AI-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-Microsoft_.png\" \/>\n\t<meta property=\"og:image:width\" content=\"342\" \/>\n\t<meta property=\"og:image:height\" content=\"475\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Atteli\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Napisane przez\" \/>\n\t<meta name=\"twitter:data1\" content=\"Atteli\" \/>\n\t<meta name=\"twitter:label2\" content=\"Szacowany czas czytania\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minut\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/atteli.com\\\/pl\\\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/atteli.com\\\/pl\\\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\\\/\"},\"author\":{\"name\":\"Atteli\",\"@id\":\"https:\\\/\\\/atteli.com\\\/pl\\\/#\\\/schema\\\/person\\\/fb2d581074a0fb426da83c10fe5559fd\"},\"headline\":\"Copiloty, agenci AI i dane &#8211; jak dzia\u0142a sztuczna inteligencja w ekosystemie Microsoft?\",\"datePublished\":\"2026-06-02T09:30:41+00:00\",\"dateModified\":\"2026-07-16T10:06:14+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/atteli.com\\\/pl\\\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\\\/\"},\"wordCount\":877,\"image\":{\"@id\":\"https:\\\/\\\/atteli.com\\\/pl\\\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/atteli.com\\\/wp-content\\\/uploads\\\/2026\\\/05\\\/Copiloty-agenci-AI-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-Microsoft_.png\",\"inLanguage\":\"pl-PL\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/atteli.com\\\/pl\\\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\\\/\",\"url\":\"https:\\\/\\\/atteli.com\\\/pl\\\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\\\/\",\"name\":\"Copiloty, agenci AI i dane - jak dzia\u0142a sztuczna inteligencja w ekosystemie Microsoft? - Atteli\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/atteli.com\\\/pl\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/atteli.com\\\/pl\\\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/atteli.com\\\/pl\\\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/atteli.com\\\/wp-content\\\/uploads\\\/2026\\\/05\\\/Copiloty-agenci-AI-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-Microsoft_.png\",\"datePublished\":\"2026-06-02T09:30:41+00:00\",\"dateModified\":\"2026-07-16T10:06:14+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/atteli.com\\\/pl\\\/#\\\/schema\\\/person\\\/fb2d581074a0fb426da83c10fe5559fd\"},\"description\":\"Sprawd\u017a, jak dzia\u0142a sztuczna inteligencja w ekosystemie Microsoft - od Copilot\u00f3w i agent\u00f3w AI po dane, kt\u00f3re stoj\u0105 za ich dzia\u0142aniem.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/atteli.com\\\/pl\\\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\\\/#breadcrumb\"},\"inLanguage\":\"pl-PL\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/atteli.com\\\/pl\\\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"pl-PL\",\"@id\":\"https:\\\/\\\/atteli.com\\\/pl\\\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\\\/#primaryimage\",\"url\":\"https:\\\/\\\/atteli.com\\\/wp-content\\\/uploads\\\/2026\\\/05\\\/Copiloty-agenci-AI-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-Microsoft_.png\",\"contentUrl\":\"https:\\\/\\\/atteli.com\\\/wp-content\\\/uploads\\\/2026\\\/05\\\/Copiloty-agenci-AI-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-Microsoft_.png\",\"width\":342,\"height\":475},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/atteli.com\\\/pl\\\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/atteli.com\\\/pl\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Copiloty, agenci AI i dane &#8211; jak dzia\u0142a sztuczna inteligencja w ekosystemie Microsoft?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/atteli.com\\\/pl\\\/#website\",\"url\":\"https:\\\/\\\/atteli.com\\\/pl\\\/\",\"name\":\"Atteli\",\"description\":\"\u2013 We create low-code, no-code applications on the Power Platform and implement Dynamics 365 CE. We are your Microsoft Partner.\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/atteli.com\\\/pl\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"pl-PL\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/atteli.com\\\/pl\\\/#\\\/schema\\\/person\\\/fb2d581074a0fb426da83c10fe5559fd\",\"name\":\"Atteli\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pl-PL\",\"@id\":\"https:\\\/\\\/atteli.com\\\/wp-content\\\/uploads\\\/2024\\\/06\\\/Untitled-150x150.png\",\"url\":\"https:\\\/\\\/atteli.com\\\/wp-content\\\/uploads\\\/2024\\\/06\\\/Untitled-150x150.png\",\"contentUrl\":\"https:\\\/\\\/atteli.com\\\/wp-content\\\/uploads\\\/2024\\\/06\\\/Untitled-150x150.png\",\"caption\":\"Atteli\"},\"url\":\"https:\\\/\\\/atteli.com\\\/pl\\\/author\\\/editor\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Copiloty, agenci AI i dane - jak dzia\u0142a sztuczna inteligencja w ekosystemie Microsoft? - Atteli","description":"Sprawd\u017a, jak dzia\u0142a sztuczna inteligencja w ekosystemie Microsoft - od Copilot\u00f3w i agent\u00f3w AI po dane, kt\u00f3re stoj\u0105 za ich dzia\u0142aniem.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/atteli.com\/pl\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\/","og_locale":"pl_PL","og_type":"article","og_title":"Copiloty, agenci AI i dane - jak dzia\u0142a sztuczna inteligencja w ekosystemie Microsoft? - Atteli","og_description":"Sprawd\u017a, jak dzia\u0142a sztuczna inteligencja w ekosystemie Microsoft - od Copilot\u00f3w i agent\u00f3w AI po dane, kt\u00f3re stoj\u0105 za ich dzia\u0142aniem.","og_url":"https:\/\/atteli.com\/pl\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\/","og_site_name":"Atteli","article_published_time":"2026-06-02T09:30:41+00:00","article_modified_time":"2026-07-16T10:06:14+00:00","og_image":[{"width":342,"height":475,"url":"https:\/\/atteli.com\/wp-content\/uploads\/2026\/05\/Copiloty-agenci-AI-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-Microsoft_.png","type":"image\/png"}],"author":"Atteli","twitter_card":"summary_large_image","twitter_misc":{"Napisane przez":"Atteli","Szacowany czas czytania":"5 minut"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/atteli.com\/pl\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\/#article","isPartOf":{"@id":"https:\/\/atteli.com\/pl\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\/"},"author":{"name":"Atteli","@id":"https:\/\/atteli.com\/pl\/#\/schema\/person\/fb2d581074a0fb426da83c10fe5559fd"},"headline":"Copiloty, agenci AI i dane &#8211; jak dzia\u0142a sztuczna inteligencja w ekosystemie Microsoft?","datePublished":"2026-06-02T09:30:41+00:00","dateModified":"2026-07-16T10:06:14+00:00","mainEntityOfPage":{"@id":"https:\/\/atteli.com\/pl\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\/"},"wordCount":877,"image":{"@id":"https:\/\/atteli.com\/pl\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\/#primaryimage"},"thumbnailUrl":"https:\/\/atteli.com\/wp-content\/uploads\/2026\/05\/Copiloty-agenci-AI-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-Microsoft_.png","inLanguage":"pl-PL"},{"@type":"WebPage","@id":"https:\/\/atteli.com\/pl\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\/","url":"https:\/\/atteli.com\/pl\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\/","name":"Copiloty, agenci AI i dane - jak dzia\u0142a sztuczna inteligencja w ekosystemie Microsoft? - Atteli","isPartOf":{"@id":"https:\/\/atteli.com\/pl\/#website"},"primaryImageOfPage":{"@id":"https:\/\/atteli.com\/pl\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\/#primaryimage"},"image":{"@id":"https:\/\/atteli.com\/pl\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\/#primaryimage"},"thumbnailUrl":"https:\/\/atteli.com\/wp-content\/uploads\/2026\/05\/Copiloty-agenci-AI-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-Microsoft_.png","datePublished":"2026-06-02T09:30:41+00:00","dateModified":"2026-07-16T10:06:14+00:00","author":{"@id":"https:\/\/atteli.com\/pl\/#\/schema\/person\/fb2d581074a0fb426da83c10fe5559fd"},"description":"Sprawd\u017a, jak dzia\u0142a sztuczna inteligencja w ekosystemie Microsoft - od Copilot\u00f3w i agent\u00f3w AI po dane, kt\u00f3re stoj\u0105 za ich dzia\u0142aniem.","breadcrumb":{"@id":"https:\/\/atteli.com\/pl\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\/#breadcrumb"},"inLanguage":"pl-PL","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atteli.com\/pl\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\/"]}]},{"@type":"ImageObject","inLanguage":"pl-PL","@id":"https:\/\/atteli.com\/pl\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\/#primaryimage","url":"https:\/\/atteli.com\/wp-content\/uploads\/2026\/05\/Copiloty-agenci-AI-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-Microsoft_.png","contentUrl":"https:\/\/atteli.com\/wp-content\/uploads\/2026\/05\/Copiloty-agenci-AI-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-Microsoft_.png","width":342,"height":475},{"@type":"BreadcrumbList","@id":"https:\/\/atteli.com\/pl\/copiloty-agenci-ai-i-dane-jak-dziala-sztuczna-inteligencja-w-ekosystemie-microsoft\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/atteli.com\/pl\/"},{"@type":"ListItem","position":2,"name":"Copiloty, agenci AI i dane &#8211; jak dzia\u0142a sztuczna inteligencja w ekosystemie Microsoft?"}]},{"@type":"WebSite","@id":"https:\/\/atteli.com\/pl\/#website","url":"https:\/\/atteli.com\/pl\/","name":"Atteli","description":"\u2013 We create low-code, no-code applications on the Power Platform and implement Dynamics 365 CE. We are your Microsoft Partner.","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/atteli.com\/pl\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"pl-PL"},{"@type":"Person","@id":"https:\/\/atteli.com\/pl\/#\/schema\/person\/fb2d581074a0fb426da83c10fe5559fd","name":"Atteli","image":{"@type":"ImageObject","inLanguage":"pl-PL","@id":"https:\/\/atteli.com\/wp-content\/uploads\/2024\/06\/Untitled-150x150.png","url":"https:\/\/atteli.com\/wp-content\/uploads\/2024\/06\/Untitled-150x150.png","contentUrl":"https:\/\/atteli.com\/wp-content\/uploads\/2024\/06\/Untitled-150x150.png","caption":"Atteli"},"url":"https:\/\/atteli.com\/pl\/author\/editor\/"}]}},"_links":{"self":[{"href":"https:\/\/atteli.com\/pl\/wp-json\/wp\/v2\/posts\/13440","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/atteli.com\/pl\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/atteli.com\/pl\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/atteli.com\/pl\/wp-json\/wp\/v2\/users\/12"}],"replies":[{"embeddable":true,"href":"https:\/\/atteli.com\/pl\/wp-json\/wp\/v2\/comments?post=13440"}],"version-history":[{"count":10,"href":"https:\/\/atteli.com\/pl\/wp-json\/wp\/v2\/posts\/13440\/revisions"}],"predecessor-version":[{"id":13731,"href":"https:\/\/atteli.com\/pl\/wp-json\/wp\/v2\/posts\/13440\/revisions\/13731"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/atteli.com\/pl\/wp-json\/wp\/v2\/media\/13445"}],"wp:attachment":[{"href":"https:\/\/atteli.com\/pl\/wp-json\/wp\/v2\/media?parent=13440"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atteli.com\/pl\/wp-json\/wp\/v2\/categories?post=13440"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atteli.com\/pl\/wp-json\/wp\/v2\/tags?post=13440"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}