{"id":924515,"date":"2026-10-07T09:48:27","date_gmt":"2026-10-07T09:48:27","guid":{"rendered":"https:\/\/www.capgemini.com\/pl-pl\/?post_type=research-and-insight&#038;p=924515"},"modified":"2026-10-08T07:33:49","modified_gmt":"2026-10-08T07:33:49","slug":"solving-the-ai-paradox-sustainability-and-business-value-in-enterprise-deployments","status":"publish","type":"research-and-insight","link":"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/solving-the-ai-paradox-sustainability-and-business-value-in-enterprise-deployments\/","title":{"rendered":"Rozwi\u0105zanie paradoksu AI: zr\u00f3wnowa\u017cony rozw\u00f3j i warto\u015b\u0107 biznesowa we wdro\u017ceniach korporacyjnych"},"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\/09\/AI-Paradox-web-banner-2880x1800-1.jpg?w=2880&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/AI-Paradox-web-banner-2880x1800-1.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 1500px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/AI-Paradox-web-banner-2880x1800-1.jpg?w=1440&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/AI-Paradox-web-banner-2880x1800-1.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 992px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/AI-Paradox-web-banner-2880x1800-1.jpg?w=1024&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/AI-Paradox-web-banner-2880x1800-1.jpg?w=1024&amp;quality=70 2x\" media=\"(min-width: 768px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/AI-Paradox-web-banner-2880x1800-1.jpg?w=768&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/AI-Paradox-web-banner-2880x1800-1.jpg?w=768&amp;quality=70 2x\" media=\"(min-width: 0)\"\/><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/AI-Paradox-web-banner-2880x1800-1.jpg\" class=\"header-img header-img-d\" alt=\"\" style=\"object-fit:cover;object-position:50% 50%\" 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\">Sustainability<\/span><\/div><\/div><\/div><div class=\"box-title\"><h1 data-maxlength=\"34\">Rozwi\u0105zanie paradoksu AI: zr\u00f3wnowa\u017cony rozw\u00f3j i\u00a0warto\u015b\u0107 biznesowa we wdro\u017ceniach korporacyjnych<\/h1><\/div><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\/10\/The-AI-Paradox-POV-Oct-2026.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><span>Pobierz nasz PoV<\/span><span class=\"type\">1 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=1247870\" 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=1247870\" 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 id=\"h-generatywna-sztuczna-inteligencja-oraz-duze-modele-jezykowe-llm-staly-sie-integralna-czescia-dzialalnosci-biznesowej-i-codziennego-zycia-w-tempie-niespotykanym-wczesniej\" class=\"wp-block-heading\">Generatywna sztuczna inteligencja oraz du\u017ce modele j\u0119zykowe (LLM) sta\u0142y si\u0119 integraln\u0105 cz\u0119\u015bci\u0105 dzia\u0142alno\u015bci biznesowej i\u00a0codziennego \u017cycia w\u00a0tempie niespotykanym wcze\u015bniej.<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"h-generative-ai-and-large-language-models-have-become-deeply-embedded-in-business-operations-and-everyday-life-at-an-unprecedented-pace-this-growth-comes-at-a-cost-driving-higher-emissions-resource-consumption-land-use-and-compute-demand\">Ten dynamiczny rozw\u00f3j wi\u0105\u017ce si\u0119 jednak z\u00a0kosztami, prowadz\u0105c do zwi\u0119kszenia emisji, zu\u017cycia zasob\u00f3w, wykorzystania grunt\u00f3w oraz zapotrzebowania na moc obliczeniow\u0105.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Mimo to wiele organizacji nie potrafi okre\u015bli\u0107 wp\u0142ywu AI na \u015brodowisko.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Z\u0142o\u017cono\u015b\u0107 \u0142a\u0144cucha warto\u015bci AI powoduje luki w<\/strong>\u00a0<strong>wiedzy kadry zarz\u0105dzaj\u0105cej<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Nasze badania pokazuj\u0105, \u017ce w\u00a0wielu zespo\u0142ach kierowniczych wyst\u0119puje luka w \u015bwiadomo\u015bci \u015brodowiskowych skutk\u00f3w wykorzystania AI. Obecnie jedynie 12% organizacji mierzy wp\u0142yw swoich modeli generatywnych na \u015brodowisko.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Brak tej wiedzy wynika z trudno\u015bci zwi\u0105zanych z pomiarem, niewystarczaj\u0105cego raportowania, niskiej przejrzysto\u015bci, zmienno\u015bci infrastruktury oraz niewykorzystanych mo\u017cliwo\u015bci optymalizacji.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Wyznaczanie kierunku dla bardziej zr\u00f3wnowa\u017conych operacji AI<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Nasi eksperci s\u0105 przekonani, \u017ce rzeczywist\u0105 zmian\u0119 mo\u017cna osi\u0105gn\u0105\u0107 jedynie dzi\u0119ki ca\u0142o\u015bciowemu podej\u015bciu.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Metodyka Capgemini pomaga organizacjom przej\u0105\u0107 kontrol\u0119 nad ryzykiem zwi\u0105zanym z\u00a0zasobami oraz kosztami AI w\u00a0trzech kluczowych etapach, kt\u00f3re okre\u015blamy jako: \u201ePrzewiduj (Anticipate), Monitoruj (Monitor), Wdra\u017caj na sta\u0142e (Embed)\u201d. Podej\u015bcie to pozwala odkry\u0107 ukryte warstwy \u0142a\u0144cucha warto\u015bci AI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Poznaj nasz punkt widzenia<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Zapoznaj si\u0119 z\u00a0opracowaniem przygotowanym przez ekspert\u00f3w Capgemini: Philippe\u2019a Cordiera, Maika Schwalma, Franco Amalfi i\u00a0Martina Chauvina, kt\u00f3rzy analizuj\u0105 paradoks zwi\u0105zany z\u00a0AI, czyli napi\u0119cie mi\u0119dzy jej potencja\u0142em do wspierania cel\u00f3w zr\u00f3wnowa\u017conego rozwoju a\u00a0wp\u0142ywem na \u015brodowisko.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Rozwi\u0105\u017c paradoks AI z<\/strong>\u00a0<strong>Capgemini<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Capgemini \u0142\u0105czy uznane kompetencje i\u00a0do\u015bwiadczenie w\u00a0obszarach danych, sztucznej inteligencji oraz zr\u00f3wnowa\u017conego rozwoju, aby oferowa\u0107 bardziej praktyczne, odpowiedzialne i\u00a0\u015bwiadome \u015brodowiskowo podej\u015bcie do skalowalnego wdra\u017cania AI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Dowiedz si\u0119, w\u00a0jaki spos\u00f3b nasza metodologia mo\u017ce pom\u00f3c Twojej organizacji zrozumie\u0107 i\u00a0rozwi\u0105za\u0107 paradoks AI, r\u00f3wnowa\u017c\u0105c jej wp\u0142yw oraz potencja\u0142 biznesowy.<\/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\/10\/The-AI-Paradox-POV-Oct-2026.pdf\" target=\"_blank\" rel=\"noopener\">Pobierz teraz<\/a><\/div>\n<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Generative AI and large language models have become deeply embedded in business operations and everyday life at an unprecedented pace.<\/p>\n","protected":false},"author":33,"featured_media":924516,"template":"","meta":{"cg_dt_proposed_to":[],"cg_seo_hreflang_relations":"[{\"uuid\":\"e6f2d204-a55d-4c34-92ca-790dcc656a4b\",\"blogId\":\"27\",\"domain\":\"www.capgemini.com\",\"sitePath\":\"\/pl-pl\/\",\"postLink\":\"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/solving-the-ai-paradox-sustainability-and-business-value-in-enterprise-deployments\/\",\"postId\":924515,\"isSaved\":true,\"isCrossLink\":false,\"hasCrossLink\":false,\"hreflang\":\"\",\"link\":\"\"},{\"uuid\":\"f92f7c7c-d9db-4350-9281-a8fbac210740\",\"blogId\":\"1\",\"domain\":\"www.capgemini.com\",\"sitePath\":\"\/\",\"postLink\":\"https:\/\/www.capgemini.com\/insights\/research-library\/solving-the-ai-paradox-sustainability-and-business-value-in-enterprise-deployments\/\",\"postId\":1247870,\"isSaved\":true,\"isCrossLink\":false,\"hasCrossLink\":false,\"hreflang\":\"\",\"link\":\"\"}]","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":76,"primary_term":"Sustainability","featured_focal_points":""},"tags":[],"research-and-insight-type":[66],"theme":[76],"brand":[],"service":[],"industry":[],"partners":[],"content-group":[],"class_list":["post-924515","research-and-insight","type-research-and-insight","status-publish","has-post-thumbnail","hentry","research-and-insight-type-point-of-view","theme-sustainability"],"yoast_head":"<!-- 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