{"id":920842,"date":"2026-07-23T11:08:32","date_gmt":"2026-07-23T11:08:32","guid":{"rendered":"https:\/\/www.capgemini.com\/pl-pl\/?post_type=research-and-insight&#038;p=920842"},"modified":"2026-07-27T09:12:16","modified_gmt":"2026-07-27T09:12:16","slug":"agentic-ai-in-sales-and-operations-planning","status":"publish","type":"research-and-insight","link":"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/agentic-ai-in-sales-and-operations-planning\/","title":{"rendered":"Agentowa AI w procesie planowania sprzeda\u017cy i operacji (S&amp;OP)"},"content":{"rendered":"\n<header class=\"wp-block-cg-blocks-hero-reusable header heroReusable  \"><div class=\"header-bgs\"><picture><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/07\/SOP_Web-Banner.jpg?w=2880&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/07\/SOP_Web-Banner.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 1500px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/07\/SOP_Web-Banner.jpg?w=1440&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/07\/SOP_Web-Banner.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 992px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/07\/SOP_Web-Banner.jpg?w=1024&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/07\/SOP_Web-Banner.jpg?w=1024&amp;quality=70 2x\" media=\"(min-width: 768px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/07\/SOP_Web-Banner.jpg?w=768&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/07\/SOP_Web-Banner.jpg?w=768&amp;quality=70 2x\" media=\"(min-width: 0)\"\/><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/07\/SOP_Web-Banner.jpg\" class=\"header-img header-img-d\" alt=\"\" style=\"object-fit:cover;object-position:53% 37%\" loading=\"eager\"\/><\/picture><\/div><div class=\"heroPictureCardHeaderShape\"><\/div><div class=\"container\"><div class=\"row\"><div class=\"col-md-12\"><div class=\"box\"><div class=\"boxTagWrapper\"><div class=\"tagInfo\"><div><span class=\"box-tag\">Enterprise management<\/span><\/div><\/div><\/div><div class=\"box-title\"><h1 data-maxlength=\"34\">Agentowa AI w procesie planowania sprzeda\u017cy i\u00a0operacji (S&amp;OP)<\/h1><\/div><h2 class=\"reasearchInsightTitle\">Transformacja proces\u00f3w decyzyjnych w\u00a0\u0142a\u0144cuchu dostaw dla marek konsumenckich<\/h2><div class=\"inner-row-insight download-btn\"><div class=\"col-md-4 downloadFiles addPadding\"><a class=\"button-download--small\" type=\"download\" href=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/07\/SOP_Capgemini_PoV.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><span>Pobierz PoV<\/span><span class=\"type\">3 MB pdf<\/span><\/a><\/div><\/div><\/div><\/div><\/div><\/div><\/header>\n\n\n\n<section class=\"wp-block-cg-blocks-group section section--article-content\"><div class=\"article-main-content\"><div class=\"container\"><div class=\"grid-container\"><div class=\"col-12 col-md-2\"><nav class=\"article-social\"><ul class=\"social-nav\"><li class=\"ip-order-fb\"><a href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https:\/\/www.capgemini.com\/?post_type=research-and-insight&amp;p=1234642\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><i aria-hidden=\"true\" class=\"icon-fb\"><\/i><span class=\"sr-only\">Facebook<\/span><\/a><\/li><li class=\"ip-order-li\"><a href=\"https:\/\/www.linkedin.com\/shareArticle?url=https:\/\/www.capgemini.com\/?post_type=research-and-insight&amp;p=1234642\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><span class=\"sr-only\">Linkedin<\/span><\/a><\/li><\/ul><\/nav><\/div><div><div class=\"article-text article-quote-text\">\n<h2 class=\"wp-block-heading\" id=\"h-w-jaki-sposob-marki-konsumenckie-moga-poprawic-poziom-obslugi-o-5-obnizyc-koszty-nawet-o-30-i-wspierac-strategiczny-rozwoj-dzieki-adaptacyjnemu-planowaniu-opartemu-na-ai\">W\u00a0jaki spos\u00f3b marki konsumenckie mog\u0105 poprawi\u0107 poziom obs\u0142ugi o\u00a05%, obni\u017cy\u0107 koszty nawet o\u00a030% i\u00a0wspiera\u0107 strategiczny rozw\u00f3j dzi\u0119ki adaptacyjnemu planowaniu opartemu na AI.<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Od dziesi\u0119cioleci <strong>planowanie sprzeda\u017cy i operacji (S&amp;OP)<\/strong> pomaga markom konsumenckim synchronizowa\u0107 popyt, poda\u017c i\u00a0cele finansowe. Jednak dzisiejsze \u015brodowisko planistyczne jest bardziej zmienne ni\u017c kiedykolwiek wcze\u015bniej. Promocje mog\u0105 zmieni\u0107 poziom popytu z\u00a0dnia na dzie\u0144, ograniczenia w\u00a0\u0142a\u0144cuchu dostaw pojawiaj\u0105 si\u0119 niespodziewanie, a\u00a0zmieniaj\u0105ce si\u0119 warunki rynkowe sprawiaj\u0105, \u017ce plany staj\u0105 si\u0119 nieaktualne niemal natychmiast po ich zatwierdzeniu.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">W\u00a0naszym najnowszym materiale eksperckim <strong>\u201eTransforming Sales and Operations Planning with agentic AI\u201d <\/strong>analizujemy, w\u00a0jaki spos\u00f3b systemy planowania wspierane przez sztuczn\u0105 inteligencj\u0119 pomagaj\u0105 organizacjom wyj\u015b\u0107 poza statyczne cykle planistyczne i\u00a0przej\u015b\u0107 do modelu ci\u0105g\u0142ej adaptacji. Dowiedz si\u0119, jak agentowa sztuczna inteligencja \u0142\u0105czy dane, decyzje i\u00a0realizacj\u0119 dzia\u0142a\u0144, umo\u017cliwiaj\u0105c markom szybsze reagowanie, utrzymanie sp\u00f3jno\u015bci mi\u0119dzy funkcjami biznesowymi oraz przekszta\u0142canie zak\u0142\u00f3ce\u0144 w\u00a0przewag\u0119 konkurencyjn\u0105.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<div class=\"wp-block-invent-block-image-quote-large \n  is-quote-thumbnail-background\n is-quote-align-center\n\t\t\t\t\thas-article-content-below\n\t\t\t\t\thas-article-content-above\"><div class=\"quote-thumbnail-layout\"><div class=\"quote-thumbnail-grid container\"><div class=\"quote-thumbnail-quote-column\"><blockquote class=\"quote-thumbnail-quote-block\"><span class=\"quote-thumbnail-quote\"><em>\u201ePrzez lata przewaga konkurencyjna wynika\u0142a z<\/em>\u00a0<em>umiej\u0119tno\u015bci przewidywania tego, co nadejdzie. Dzi\u015b wynika z<\/em>\u00a0<em>umiej\u0119tno\u015bci szybszego pokonywania zakr\u0119t\u00f3w ni\u017c wszyscy inni.\u201d<\/em><\/span><\/blockquote><\/div><div class=\"quote-thumbnail-author-strip\"><div class=\"quote-thumbnail-author-grid\"><img decoding=\"async\" class=\"quote-thumbnail-author-thumbnail-url\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/10\/Mayank-Sharma.jpg\" alt=\"\" role=\"presentation\"\/><div class=\"quote-thumbnail-author-copy\"><strong class=\"quote-thumbnail-author-name\"><a href=\"https:\/\/www.linkedin.com\/in\/mayanksharma31\/\" target=\"_blank\" rel=\"noreferrer noopener\">Mayank Sharma<\/a><\/strong><p class=\"quote-thumbnail-author-position\">VP, Global Supply Chain Capability Lead, Capgemini<\/p><\/div><\/div><\/div><\/div><\/div><\/div>\n\n\n\n<section class=\"wp-block-cg-blocks-group section section--article-content\"><div class=\"article-main-content\"><div class=\"container\"><div class=\"grid-container\"><div><div class=\"article-text article-quote-text\">\n<h3 class=\"wp-block-heading\" id=\"h-przewidywane-rezultaty-s-amp-op-intelligence-co-pilot-od-capgemini\">Przewidywane rezultaty: S&amp;OP Intelligence Co-Pilot od Capgemini<\/h3>\n\n\n\n<section class=\"wp-block-cg-blocks-counter-para section counter-para-section\"><div class=\"container\"><div class=\"row statistics-list\"><div class=\"col-md-4 statistic\"><div class=\"statistic-top\">30%<\/div><span class=\"statistic-bottom\">Redukcja koszt\u00f3w<\/span><\/div><div class=\"col-md-4 statistic\"><div class=\"statistic-top\">2-4%<\/div><span class=\"statistic-bottom\">Poprawa poziomu kapita\u0142u obrotowego i\u00a0mar\u017cy<\/span><\/div><div class=\"col-md-4 statistic\"><div class=\"statistic-top\">20-40%<\/div><span class=\"statistic-bottom\">Zwi\u0119kszenie dok\u0142adno\u015bci prognoz<\/span><\/div><\/div><\/div><\/section>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"wp-block-cg-blocks-intro-para-video is-style-default section section--info-2cols section--insights section-video \"><div class=\"bg-color video-align-right\"><div class=\"container\"><div class=\"row video-align-left\"><div class=\"col-md-12\"><div class=\"video-align-left row box box--4 box--mini\"><div class=\"col-md-3\"><h3 class=\"Video-title\" data-maxlength=\"34\">Kolejna przewaga w\u00a0\u0142a\u0144cuchu dostaw<\/h3><div class=\"video-info\"><p data-maxlength=\"68\">Wyja\u015bnienie koncepcji wbudowanej agentowej AI<\/p><\/div><\/div><div class=\"col-md-8 box-img-wrapper\"><div class=\"video-box\"><div class=\"video-wrapper\"><iframe title=\"video-section\" src=\"https:\/\/www.youtube.com\/embed\/Nrnyp7mnZVo?rel=0&amp;modestbranding=1&amp;playsinline=1&amp;enablejsapi=1\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen loading=\"lazy\" referrerpolicy=\"strict-origin-when-cross-origin\"><\/iframe><\/div><\/div><\/div><div class=\"col-md-1\"><\/div><\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"wp-block-cg-blocks-group section section--article-content\"><div class=\"article-main-content\"><div class=\"container\"><div class=\"grid-container\"><div><div class=\"article-text article-quote-text\">\n<h3 class=\"wp-block-heading\" id=\"h-s-amp-op-wspierane-przez-ai-jak-agentowa-sztuczna-inteligencja-laczy-dane-decyzje-i-realizacje-dzialan-dla-marek-z-sektora-dobr-konsumpcyjnych-cp\">S&amp;OP wspierane przez AI: jak agentowa sztuczna inteligencja \u0142\u0105czy dane, decyzje i\u00a0realizacj\u0119 dzia\u0142a\u0144 dla marek z\u00a0sektora d\u00f3br konsumpcyjnych (CP)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Planowanie agentowe nie jest pojedyncz\u0105 funkcjonalno\u015bci\u0105, lecz wzajemnie powi\u0105zanym systemem, kt\u00f3ry integruje dane, rozumowanie, wykonanie i\u00a0adaptacj\u0119. Pobierz materia\u0142, aby zapozna\u0107 si\u0119 z\u00a0opiniami naszych ekspert\u00f3w dotycz\u0105cymi:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Jak organizacje mog\u0105 stworzy\u0107 zintegrowan\u0105 warstw\u0119 po\u0142\u0105cze\u0144, aby wyeliminowa\u0107 tradycyjne problemy S&amp;OP, takie jak brak wsp\u00f3\u0142pracy pomi\u0119dzy zespo\u0142ami funkcjonalnymi, rozproszone procesy S&amp;OP oraz silosy danych.<\/li>\n\n\n\n<li>Kluczowych obszar\u00f3w, w\u00a0kt\u00f3rych agentowa AI odgrywa rol\u0119 w\u00a0transformacji S&amp;OP, oraz person agentowych nap\u0119dzaj\u0105cych zmiany.<\/li>\n\n\n\n<li>Pi\u0119ciu podstawowych komponent\u00f3w ka\u017cdego rozwi\u0105zania do planowania agentowego.<\/li>\n\n\n\n<li>Najlepszych praktyk budowania adopcji i\u00a0zaanga\u017cowania poprzez wzmacnianie zaufania, aby skutecznie pokonywa\u0107 wyzwania zwi\u0105zane z\u00a0planowaniem sprzeda\u017cy i\u00a0operacji.<\/li>\n\n\n\n<li>Zapowiedzi rozwi\u0105zania AI dla S&amp;OP firmy Capgemini: S&amp;OP Intelligence Co-Pilot.<\/li>\n<\/ol>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<div class=\"wp-block-invent-block-image-quote-large \n  is-quote-thumbnail-background\n is-quote-align-center\"><div class=\"quote-thumbnail-layout\"><div class=\"quote-thumbnail-grid container\"><div class=\"quote-thumbnail-quote-column\"><blockquote class=\"quote-thumbnail-quote-block\"><span class=\"quote-thumbnail-quote\"><em>\u201ePrzysz\u0142o\u015b\u0107 S&amp;OP nie polega na tworzeniu planu odpornego na zak\u0142\u00f3cenia, lecz organizacji zdolnej do adaptacji wobec nich.\u201d<\/em><\/span><\/blockquote><\/div><div class=\"quote-thumbnail-author-strip\"><div class=\"quote-thumbnail-author-grid\"><img decoding=\"async\" class=\"quote-thumbnail-author-thumbnail-url\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/07\/Pravin-Chaudhary.jpg\" alt=\"\" role=\"presentation\"\/><div class=\"quote-thumbnail-author-copy\"><strong class=\"quote-thumbnail-author-name\"><a href=\"https:\/\/www.linkedin.com\/in\/pravin-c-7a5a5316\/\" target=\"_blank\" rel=\"noreferrer noopener\">Pravin Chaudhary<\/a><\/strong><p class=\"quote-thumbnail-author-position\">Director,\u202fConsumer Products &amp; Retail Lead, Capgemini<\/p><\/div><\/div><\/div><\/div><\/div><\/div>\n\n\n\n<section class=\"wp-block-cg-blocks-group section section--article-content\"><div class=\"article-main-content\"><div class=\"container\"><div class=\"grid-container\"><div><div class=\"article-text article-quote-text\">\n<h3 class=\"wp-block-heading\" id=\"h-przeksztalc-swoja-strategie-s-amp-op-dzieki-agentowej-ai\">Przekszta\u0142\u0107 swoj\u0105 strategi\u0119 S&amp;OP dzi\u0119ki agentowej AI<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Dowiedz si\u0119, jak wiod\u0105ce marki konsumenckie wykorzystuj\u0105 planowanie wspierane przez sztuczn\u0105 inteligencj\u0119 do zwi\u0119kszania dok\u0142adno\u015bci prognoz, redukcji koszt\u00f3w oraz przyspieszania procesu podejmowania decyzji.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/07\/SOP_Capgemini_PoV.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Pobierz<\/a><\/div>\n<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n\t\t\t\t<section\n\t\t\t\t\tclass=\"section section--lifeatcap-learning section--event-slider-careerInvent \">\n\n\t\t\t\t\t<div class=\"container\">\n\t\t\t\t\t\t<div class='career-invent-header'>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div class=\"slider slider-fader a1c5c156-4ca3-4e8b-b150-19de35744aaa\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\tclass=\"slider-list \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\tclass=\"slide active \">\n\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\tclass=\"slide-bg-wrapper wp-block-cg-blocks-career-invent \">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"bgImagesection\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"bgColor\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"container slide-info-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tclass=\"col-md-6 col-sm-12 box-inner \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"bgColor\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tclass=\"content-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"explore-header\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata-maxlength=\"68\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Nowe podej\u015bcie do \u0142a\u0144cuch\u00f3w dostaw nap\u0119dzaj\u0105ce zr\u00f3wnowa\u017cony wzrost\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tNowe podej\u015bcie do \u0142a\u0144cuch\u00f3w dostaw nap\u0119dzaj\u0105ce zr\u00f3wnowa\u017cony wzrost\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tclass=\"box-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 data-maxlength=\"144\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Przekszta\u0142canie z\u0142o\u017conych \u0142a\u0144cuch\u00f3w dostaw w\u00a0inteligentne ekosystemy z\u00a0Capgemini\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tstyle=\"white-space: pre-wrap;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tPrzekszta\u0142canie z\u0142o\u017conych \u0142a\u0144cuch\u00f3w dostaw w\u00a0inteligentne ekosystemy z\u00a0Capgemini\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div >\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"btnDiv\"> <a class=\"more2\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata-maxlength=\"24\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\taria-label=\"Dowiedz si\u0119 wi\u0119cej o Nowe podej\u015bcie do \u0142a\u0144cuch\u00f3w dostaw nap\u0119dzaj\u0105ce zr\u00f3wnowa\u017cony wzrost\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Opens in new window\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttabindex=\"0\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\thref=\"https:\/\/www.capgemini.com\/solutions\/intelligent-supply-chain-solutions-for-fmcg\/\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttarget=\"_blank\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tDowiedz si\u0119 wi\u0119cej\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a> <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"col-md-6 col-sm-12 text-right box-img-wrapper escaper escaper-right\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2023\/10\/WebBanner_Intelligent_Supply-Chain_Offer_01.jpg?w=1200&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2023\/10\/WebBanner_Intelligent_Supply-Chain_Offer_01.jpg?w=1200&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 1500px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2023\/10\/WebBanner_Intelligent_Supply-Chain_Offer_01.jpg?w=600&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2023\/10\/WebBanner_Intelligent_Supply-Chain_Offer_01.jpg?w=1200&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 992px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2023\/10\/WebBanner_Intelligent_Supply-Chain_Offer_01.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2023\/10\/WebBanner_Intelligent_Supply-Chain_Offer_01.jpg?w=800&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 768px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2023\/10\/WebBanner_Intelligent_Supply-Chain_Offer_01.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2023\/10\/WebBanner_Intelligent_Supply-Chain_Offer_01.jpg?w=800&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 0)\" \/>\n\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" class=\"box-img\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrc=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2023\/10\/WebBanner_Intelligent_Supply-Chain_Offer_01.jpg\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tstyle=\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tobject-position: 50% 50%; object-fit: cover;\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\" alt=\"\" \/>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/picture>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<!-- <img decoding=\"async\" class=\"box-img\" src=\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\"\n\t\t\t\t\t\t\t\t\t\t\tstyle=\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\" alt=\"\"\n\t\t\t\t\t\t\t\t\t\t\/> -->\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\tclass=\"\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"slide-reveal\"><\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t<\/section>\n\n\t\t\t\t\n\n<section class=\"latest-insights layout-even layout-even-all-purple-cards \"><div class=\"container\"><div class=\"insight-title\"><h2 class=\"latest-insight-title\">Badania i wnioski<\/h2><\/div><div class=\"layout-two-card cards-normal\">\n                                <div class=\"row align-items-center\"><div class=\"card-image-wrapper\">\n                                <div class=\"card-image\" data-image-url=\"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/what-matters-to-todays-consumer-2026\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/01\/Consumer-trend-2026-web-banner.jpg?w=800&#038;quality=70 1x, https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/01\/Consumer-trend-2026-web-banner.jpg?w=800&#038;quality=70 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 1500px)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/01\/Consumer-trend-2026-web-banner.jpg?w=800&#038;quality=70 1x, https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/01\/Consumer-trend-2026-web-banner.jpg?w=800&#038;quality=70 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 992px)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/01\/Consumer-trend-2026-web-banner.jpg?w=800&#038;quality=70 1x, https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/01\/Consumer-trend-2026-web-banner.jpg?w=800&#038;quality=70 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 768px)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/01\/Consumer-trend-2026-web-banner.jpg?w=350&#038;quality=70 1x, https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/01\/Consumer-trend-2026-web-banner.jpg?w=700&#038;quality=70 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 0)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/01\/Consumer-trend-2026-web-banner.jpg\" alt=\"\" style=\"object-position: 50% 50%; object-fit: cover;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/picture>\n                                <\/div>\n                            <\/div><div class=\"col-12 col-lg-4 d-md-none d-lg-block\"><\/div><div class=\"col-12 col-md-6 col-lg-4\">\n                           <a href=\"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/what-matters-to-todays-consumer-2026\/\" aria-label=\"Co si\u0119 liczy dla konsument\u00f3w w 2026 roku?\" class=\"card-link-holder\">\n                            <div class=\"insight-card insight-card-center\">\n                                <div class=\"card-tag\">Report<\/div>\n                                <h3 class=\"card-title\">Co si\u0119 liczy dla konsument\u00f3w w 2026 roku?<\/h3>\n                                <div class=\"insight-card-footer\">\n                                    <img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-research-institute.svg\" alt=\"capgemini-research-institute\" class=\"light\">\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-research-institute-white.svg\" alt=\"capgemini-research-institute\" class=\"dark\">\n                                <\/div>\n                            <\/div>\n                            <\/a>\n                        <\/div>\n                    <div class=\"col-12 col-md-6 col-lg-4\">\n                            <a href=\"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/human-led-ai-powered-cx-transformation\/\" aria-label=\"Nowe spojrzenie na do\u015bwiadczenie klienta: podej\u015bcie human\u2011led, wsparte przez AI\" class=\"card-link-holder\">\n                            <div class=\"insight-card insight-card-start\">\n                                <div class=\"card-tag\">Capgemini Research Institute<\/div>\n                                <h3 class=\"card-title\">Nowe spojrzenie na do\u015bwiadczenie klienta: podej\u015bcie human\u2011led, wsparte przez AI<\/h3>\n                                <div class=\"insight-card-footer\">\n                                    <img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-research-institute-white.svg\" alt=\"capgemini-research-institute\" class=\"light\">\n                                    <img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-research-institute-white.svg\" alt=\"capgemini-research-institute\" class=\"dark\">\n                                <\/div>\n                            <\/div>\n                            <\/a>\n                        <\/div>\n                    <\/div>\n                    <\/div><\/div><\/section>\n\n\n<div data-open-first=\"true\" class=\"wp-block-cg-blocks-cg-blocks-faq-schema\"><section class=\"wp-block-cg-blocks-cg-blocks-faq-schema section section--faqs-content\"><div class=\"container\"><div class=\"row\"><div class=\"col-md-12\"><div class=\"content-title\"><h2>FAQ<\/h2><\/div><div class=\"filters filters--vertical\" data-max=\"100\"><div class=\"expanders filters-content\">\n<div class=\"wp-block-cg-blocks-cg-block-card-faq-schema expander-box filter-box tag-active\"><div class=\"expander-title\" role=\"button\" tabindex=\"0\" aria-expanded=\"false\"><h3>Czym jest agentowa sztuczna inteligencja w\u00a0planowaniu sprzeda\u017cy i\u00a0operacji?<\/h3><\/div><div class=\"expander-content\">\n<p class=\"wp-block-paragraph\">Agentowa AI wykorzystuje inteligentnych agent\u00f3w programowych do analizowania danych, rekomendowania dzia\u0142a\u0144 oraz wspierania procesu podejmowania decyzji w\u00a0obszarach planowania popytu, planowania poda\u017cy i\u00a0operacji biznesowych.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cg-blocks-cg-block-card-faq-schema expander-box filter-box tag-active\"><div class=\"expander-title\" role=\"button\" tabindex=\"0\" aria-expanded=\"false\"><h3>W jaki spos\u00f3b AI poprawia dok\u0142adno\u015b\u0107 prognoz w\u00a0S&amp;OP?<\/h3><\/div><div class=\"expander-content\">\n<p class=\"wp-block-paragraph\">Sztuczna inteligencja nieustannie analizuje dane historyczne, operacyjne i\u00a0rynkowe, aby identyfikowa\u0107 wzorce popytu, doskonali\u0107 modele prognostyczne oraz reagowa\u0107 na zmieniaj\u0105ce si\u0119 warunki biznesowe szybciej ni\u017c tradycyjne podej\u015bcia do planowania.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cg-blocks-cg-block-card-faq-schema expander-box filter-box tag-active\"><div class=\"expander-title\" role=\"button\" tabindex=\"0\" aria-expanded=\"false\"><h3>Jakich korzy\u015bci organizacje mog\u0105 oczekiwa\u0107 dzi\u0119ki S&amp;OP wspieranemu przez AI?<\/h3><\/div><div class=\"expander-content\">\n<p class=\"wp-block-paragraph\">Organizacje mog\u0105 osi\u0105gn\u0105\u0107 wy\u017csz\u0105 dok\u0142adno\u015b\u0107 prognoz, obni\u017cy\u0107 koszty operacyjne, poprawi\u0107 poziom obs\u0142ugi klienta, skuteczniej zarz\u0105dza\u0107 kapita\u0142em obrotowym oraz zwi\u0119kszy\u0107 swoj\u0105 zdolno\u015b\u0107 do szybkiego reagowania na zak\u0142\u00f3cenia rynkowe.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cg-blocks-cg-block-card-faq-schema expander-box filter-box tag-active\"><div class=\"expander-title\" role=\"button\" tabindex=\"0\" aria-expanded=\"false\"><h3>Dlaczego planowanie adaptacyjne jest tak wa\u017cne dla marek konsumenckich?<\/h3><\/div><div class=\"expander-content\">\n<p class=\"wp-block-paragraph\">Marki konsumenckie funkcjonuj\u0105 w\u00a0dynamicznie zmieniaj\u0105cym si\u0119 otoczeniu, w kt\u00f3rym zmiany popytu rynkowego, dzia\u0142ania promocyjne, ograniczenia zapas\u00f3w i\u00a0zak\u0142\u00f3cenia w\u00a0\u0142a\u0144cuchu dostaw wymagaj\u0105 ci\u0105g\u0142ego dostosowywania plan\u00f3w.<\/p>\n<\/div><\/div>\n<\/div><\/div><\/div><\/div><\/div><\/section><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Discover how agentic AI is transforming Sales &#038; Operations Planning. Learn how consumer brands can improve forecast accuracy by up to 40%, reduce costs by 30%, and enable adaptive planning.<\/p>\n","protected":false},"author":257,"featured_media":920843,"template":"","meta":{"cg_dt_proposed_to":[],"cg_seo_hreflang_relations":"[]","cg_seo_canonical_relation":"","cg_seo_hreflang_x_default_relation":"","cg_dt_approved_content":true,"cg_dt_mandatory_content":false,"cg_dt_notes":"","cg_dg_source_changed":false,"cg_dt_link_disabled":false,"footnotes":"","related_resource_url":"","related_resource_id":0,"related_resource_size":"","related_resource_type":"","cg_author":0,"_yoast_wpseo_primary_theme":539,"primary_term":"Enterprise management","featured_focal_points":""},"tags":[],"research-and-insight-type":[66],"theme":[539],"brand":[],"service":[],"industry":[20,30],"partners":[],"content-group":[],"class_list":["post-920842","research-and-insight","type-research-and-insight","status-publish","has-post-thumbnail","hentry","research-and-insight-type-point-of-view","theme-enterprise-management","industry-consumer-products","industry-retail"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.7 (Yoast SEO v27.8) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Agentic AI in Sales and Operations Planning (S&amp;Op) | Capgemini Poland<\/title>\n<meta name=\"description\" content=\"Discover how agentic AI is transforming Sales &amp; Operations Planning. Learn how consumer brands can improve forecast accuracy by up to 40%, reduce costs by 30%, and enable adaptive planning.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/agentic-ai-in-sales-and-operations-planning\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Agentowa AI w procesie planowania sprzeda\u017cy i operacji (S&amp;OP)\" \/>\n<meta property=\"og:description\" content=\"Discover how agentic AI is transforming Sales &amp; Operations Planning. 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