{"id":923234,"date":"2026-08-31T08:10:20","date_gmt":"2026-08-31T08:10:20","guid":{"rendered":"https:\/\/www.capgemini.com\/pl-pl\/?post_type=research-and-insight&#038;p=923234"},"modified":"2026-09-08T11:37:31","modified_gmt":"2026-09-08T11:37:31","slug":"scaling-adaptive-ai-in-manufacturing","status":"publish","type":"research-and-insight","link":"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/scaling-adaptive-ai-in-manufacturing\/","title":{"rendered":"Skalowanie adaptacyjnej sztucznej inteligencji w\u00a0produkcji"},"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\/08\/Adaptive-AI-web-banner.jpg?w=2880&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/08\/Adaptive-AI-web-banner.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 1500px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/08\/Adaptive-AI-web-banner.jpg?w=1440&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/08\/Adaptive-AI-web-banner.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 992px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/08\/Adaptive-AI-web-banner.jpg?w=1024&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/08\/Adaptive-AI-web-banner.jpg?w=1024&amp;quality=70 2x\" media=\"(min-width: 768px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/08\/Adaptive-AI-web-banner.jpg?w=768&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/08\/Adaptive-AI-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\/08\/Adaptive-AI-web-banner.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\">Intelligent industry<\/span><\/div><\/div><div class=\"brandInfo\"><div class=\"brandLogo\"><img decoding=\"async\" loading=\"lazy\" src=\"\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-engineering-white.svg\" alt=\"capgemini-engineering\" class=\"dark\"\/><img decoding=\"async\" loading=\"lazy\" src=\"\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-engineering.svg\" alt=\"capgemini-engineering\" class=\"light\"\/><\/div><\/div><\/div><div class=\"box-title\"><h1 data-maxlength=\"34\">Skalowanie adaptacyjnej sztucznej inteligencji w\u00a0produkcji<\/h1><\/div><h2 class=\"reasearchInsightTitle\">Wdra\u017canie adaptacyjnych, inteligentnych system\u00f3w w\u00a0istniej\u0105cych \u015brodowiskach przemys\u0142owych<\/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\/08\/Everest_Group_Operationalizing_Adaptive_AI_across_the_Manufacturing_Sho-1.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><span>Download the report<\/span><span class=\"type\">2 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=1239937\" 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=1239937\" 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-adaptacyjna-sztuczna-inteligencja-staje-sie-kluczowym-elementem-kolejnego-etapu-transformacji-produkcji-jednak-wiekszosc-firm-ma-trudnosci-z-przelozeniem-jej-potencjalu-na-rzeczywiste-rezultaty\" class=\"wp-block-heading\">Adaptacyjna sztuczna inteligencja staje si\u0119 kluczowym elementem kolejnego etapu transformacji produkcji, jednak wi\u0119kszo\u015b\u0107 firm ma trudno\u015bci z\u00a0prze\u0142o\u017ceniem jej potencja\u0142u na rzeczywiste rezultaty.<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Obecnie dzia\u0142alno\u015b\u0107 produkcyjna jest nadal ograniczana przez reaktywne podejmowanie decyzji, sztywne procesy oraz rozproszone systemy, szczeg\u00f3lnie w\u00a0z\u0142o\u017conych \u015brodowiskach brownfield opartych na starszej infrastrukturze. Pomimo rosn\u0105cych inwestycji w\u00a0AI i\u00a0technologie cyfrowe, skalowanie tych inicjatyw nadal stanowi wyzwanie, jednak wi\u0119kszo\u015bci inicjatyw nie udaje si\u0119 przej\u015b\u0107 od pilota\u017cu do wdro\u017cenia na wi\u0119ksz\u0105 skal\u0119.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">G\u0142\u00f3wny problem polega na zniwelowaniu r\u00f3\u017cnic mi\u0119dzy wizj\u0105 a\u00a0wykonaniem. Chocia\u017c koncepcja inteligentnej, adaptacyjnej produkcji jest dobrze zdefiniowana, post\u0119py nadal spowalniaj\u0105 systemy starszej generacji, dane funkcjonuj\u0105ce w\u00a0silosach oraz niewystarczaj\u0105ca integracja \u015brodowisk IT i\u00a0OT.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Jakie s\u0105 tego skutki?<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>D\u0142u\u017cszy czas reakcji na zak\u0142\u00f3cenia<\/li>\n\n\n\n<li>Niewykorzystany potencja\u0142 danych<\/li>\n\n\n\n<li>Ograniczony zwrot z\u00a0inwestycji w\u00a0AI<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Aby utrzyma\u0107 konkurencyjno\u015b\u0107, producenci musz\u0105 wyj\u015b\u0107 poza stopniowe usprawnienia i\u00a0przej\u015b\u0107 do <strong>adaptacyjnych, inteligentnych modeli operacyjnych, kt\u00f3re s\u0105 w<\/strong>\u00a0<strong>stanie reagowa\u0107 w<\/strong>\u00a0<strong>czasie rzeczywistym na du\u017c\u0105 skal\u0119.<\/strong><\/p>\n\n\n\n<h3 id=\"h-szansa-od-reaktywnosci-do-adaptacyjnosci\" class=\"wp-block-heading\">Szansa: od reaktywno\u015bci do adaptacyjno\u015bci<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Adaptacyjna sztuczna inteligencja umo\u017cliwia systemom ci\u0105g\u0142e wykrywanie, analizowanie i\u00a0podejmowanie dzia\u0142a\u0144 w\u00a0czasie rzeczywistym, otwieraj\u0105c tym samym drog\u0119 do samooptymalizuj\u0105cych si\u0119 operacji, kt\u00f3re zwi\u0119kszaj\u0105 produktywno\u015b\u0107, odporno\u015b\u0107 i\u00a0zr\u00f3wnowa\u017cony rozw\u00f3j.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ostatecznie chodzi o\u00a0wsparcie producent\u00f3w w\u00a0przej\u015bciu od pojedynczych eksperyment\u00f3w z\u00a0AI do <strong>skalowalnych, inteligentnych operacji<\/strong> dzi\u0119ki uporz\u0105dkowanemu podej\u015bciu do pokonywania barier i\u00a0operacyjnego wdra\u017cania AI w\u00a0istniej\u0105cych \u015brodowiskach.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Adaptacyjna sztuczna inteligencja umo\u017cliwia systemom produkcyjnym:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Monitorowanie warunk\u00f3w operacyjnych w\u00a0czasie rzeczywistym<\/li>\n\n\n\n<li>Ci\u0105g\u0142\u0105 analiz\u0119 danych przy wykorzystaniu modeli opartych na AI<\/li>\n\n\n\n<li>Natychmiastowe dzia\u0142anie poprzez zautomatyzowane decyzje inicjowane zdarzeniami.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Prowadzi to do powstania adaptacyjnych system\u00f3w produkcyjnych, czyli \u015brodowisk, kt\u00f3re nieustannie si\u0119 ucz\u0105, samodzielnie optymalizuj\u0105 oraz dynamicznie dostosowuj\u0105 procesy produkcyjne, jako\u015bciowe, utrzymania ruchu i\u00a0zarz\u0105dzania \u0142a\u0144cuchem dostaw.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Kluczowe mo\u017cliwo\u015bci obejmuj\u0105:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Podejmowanie decyzji w\u00a0czasie rzeczywistym w\u00a0odpowiedzi na zdarzenia<\/li>\n\n\n\n<li>Realizacj\u0119 dzia\u0142a\u0144 w\u00a0zamkni\u0119tej p\u0119tli (wniosek \u2192 dzia\u0142anie)<\/li>\n\n\n\n<li>Wbudowan\u0105 inteligencj\u0119 w\u00a0ramach proces\u00f3w operacyjnych<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Wp\u0142yw jest wymierny:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Szybsze podejmowanie decyzji (nawet 5-krotnie)<\/li>\n\n\n\n<li>Wy\u017csza produktywno\u015b\u0107 i\u00a0jako\u015b\u0107<\/li>\n\n\n\n<li>Ograniczenie przestoj\u00f3w i\u00a0strat<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">W istocie jest to przej\u015bcie od automatyzacji do autonomii.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"wp-block-cg-blocks-how-we-do-it section section--howwedoit block-howwedoit is-align-center\"><div class=\"container\"><div><div class=\"row\"><div class=\"col-12 col-md-2\"><\/div><div class=\"content-title col-12 col-md-8\"><h2 data-maxlength=\"72\" class=\"expandable-heading-tag\">Jak pomagamy: od pilota\u017cu do wdro\u017cenia produkcyjnego<\/h2><\/div><\/div><div class=\"row\"><div class=\"col-12 col-md-2\"><\/div><div class=\"col-12 col-md-8\"><p>W Capgemini pomagamy producentom zniwelowa\u0107 luk\u0119 mi\u0119dzy ambicjami zwi\u0105zanymi z\u00a0AI\u00a0a realiami operacyjnymi, przekszta\u0142caj\u0105c pojedyncze eksperymenty w skalowalne rezultaty.<\/p><\/div><\/div><\/div><div class=\"row\"><div class=\"col-12 col-md-2\"><\/div><div class=\"col-12 col-md-8\"><div class=\"section-content\">\n<div class=\"wp-block-cg-blocks-card-howwedoit expanders\"><div class=\"box card-regulated-agreements card-howwedoit\"><div class=\"expander-box filter-box tag-active \"><div class=\"expander-title\" tabindex=\"0\" role=\"button\" aria-expanded=\"false\"><h3 class=\"expander-heading-title\"><strong>1. Zdefiniowanie odpowiednich fundament\u00f3w<\/strong><\/h3><\/div><div class=\"expander-content\"><p><\/p><ul class=\"box-list\"><li>Ocena obecnego poziomu dojrza\u0142o\u015bci<\/li><li>Opracowanie strategii i\u00a0mapy drogowej dla adaptacyjnej AI<\/li><li>Ustanowienie zasad skalowalnej architektury<\/li><\/ul><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\"><\/div><div class=\"col-md-8 box-img-wrapper\"><div class=\"video-box\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"content-more\"><\/div><\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-cg-blocks-card-howwedoit expanders\"><div class=\"box card-regulated-agreements card-howwedoit\"><div class=\"expander-box filter-box tag-active \"><div class=\"expander-title\" tabindex=\"0\" role=\"button\" aria-expanded=\"false\"><h3 class=\"expander-heading-title\"><strong>2. Budowa po\u0142\u0105czonego, inteligentnego ekosystemu<\/strong><\/h3><\/div><div class=\"expander-content\"><p><\/p><ul class=\"box-list\"><li>Integracja system\u00f3w IT i\u00a0OT w\u00a0ramach wsp\u00f3lnego fundamentu danych<\/li><li>Wdro\u017cenie architektury dzia\u0142aj\u0105cej w\u00a0czasie rzeczywistym i\u00a0opartej na zdarzeniach<\/li><li>Wykorzystanie infrastruktury edge i\u00a0chmurowej na potrzeby skalowalnej inteligencji<\/li><\/ul><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\"><\/div><div class=\"col-md-8 box-img-wrapper\"><div class=\"video-box\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"content-more\"><\/div><\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-cg-blocks-card-howwedoit expanders\"><div class=\"box card-regulated-agreements card-howwedoit\"><div class=\"expander-box filter-box tag-active \"><div class=\"expander-title\" tabindex=\"0\" role=\"button\" aria-expanded=\"false\"><h3 class=\"expander-heading-title\"><strong>3. Operacyjne wdra\u017canie AI na skal\u0119<\/strong><\/h3><\/div><div class=\"expander-content\"><p><\/p><ul class=\"box-list\"><li>W\u0142\u0105czenie AI do kluczowych proces\u00f3w (produkcja, jako\u015b\u0107, utrzymanie ruchu)<\/li><li>Wdro\u017cenie autonomicznych system\u00f3w decyzyjnych oraz system\u00f3w z\u00a0udzia\u0142em cz\u0142owieka w\u00a0procesie decyzyjnym<\/li><li>Skalowanie przypadk\u00f3w u\u017cycia w\u00a0zak\u0142adach i\u00a0sieciach produkcyjnych<\/li><\/ul><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\"><\/div><div class=\"col-md-8 box-img-wrapper\"><div class=\"video-box\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"content-more\"><\/div><\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-cg-blocks-card-howwedoit expanders\"><div class=\"box card-regulated-agreements card-howwedoit\"><div class=\"expander-box filter-box tag-active \"><div class=\"expander-title\" tabindex=\"0\" role=\"button\" aria-expanded=\"false\"><h3 class=\"expander-heading-title\"><strong>4. Orkiestracja ekosystemu<\/strong><\/h3><\/div><div class=\"expander-content\"><p><\/p><ul class=\"box-list\"><li>\u0141\u0105czenie platform przemys\u0142owych, dostawc\u00f3w hyperscale oraz partner\u00f3w AI<\/li><li>Zapewnienie interoperacyjno\u015bci, zgodno\u015bci i\u00a0bezpiecze\u0144stwa<\/li><li>Przyspieszenie wdro\u017ce\u0144 dzi\u0119ki sprawdzonym frameworkom i\u00a0akceleratorom<\/li><\/ul><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\"><\/div><div class=\"col-md-8 box-img-wrapper\"><div class=\"video-box\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"content-more\"><\/div><\/div><\/div><\/div><\/div>\n<\/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<p class=\"wp-block-paragraph\">Od pilota\u017cu do wdro\u017cenia produkcyjnego, od wniosk\u00f3w do dzia\u0142ania \u2013 pomagamy budowa\u0107 prawdziwie adaptacyjne, samooptymalizuj\u0105ce si\u0119 operacje produkcyjne.<strong> \u00a0<a href=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/08\/Everest_Group_Operationalizing_Adaptive_AI_across_the_Manufacturing_Sho-1.pdf\" type=\"link\" id=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/08\/Everest_Group_Operationalizing_Adaptive_AI_across_the_Manufacturing_Sho-1.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Kliknij tutaj<\/a><\/strong>, aby uzyska\u0107 dost\u0119p do raportu.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Bringing adaptive, intelligent systems to life in brownfield environments<\/p>\n","protected":false},"author":440,"featured_media":923235,"template":"","meta":{"cg_dt_proposed_to":[],"cg_seo_hreflang_relations":"[{\"uuid\":\"743997dc-8b2d-4bdf-b841-d3f4d5ab62b9\",\"blogId\":\"27\",\"domain\":\"www.capgemini.com\",\"sitePath\":\"\/pl-pl\/\",\"postLink\":\"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/scaling-adaptive-ai-in-manufacturing\/\",\"postId\":923234,\"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":75,"primary_term":"Intelligent industry","featured_focal_points":"{\"x\":0.66,\"y\":0.41}"},"tags":[],"research-and-insight-type":[227],"theme":[75],"brand":[59],"service":[],"industry":[],"partners":[],"content-group":[],"class_list":["post-923234","research-and-insight","type-research-and-insight","status-publish","has-post-thumbnail","hentry","research-and-insight-type-report","theme-intelligent-industry","brand-capgemini-engineering"],"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>Skalowanie adaptacyjnej sztucznej inteligencji w\u00a0produkcji - Capgemini Poland<\/title>\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\/scaling-adaptive-ai-in-manufacturing\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Skalowanie adaptacyjnej sztucznej inteligencji w\u00a0produkcji\" \/>\n<meta property=\"og:description\" content=\"Bringing adaptive, intelligent systems to life in brownfield environments\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/scaling-adaptive-ai-in-manufacturing\/\" \/>\n<meta property=\"og:site_name\" content=\"Capgemini Poland\" \/>\n<meta property=\"article:modified_time\" content=\"2026-09-08T11:37:31+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/09\/Adaptive-AI-web-banner.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2880\" \/>\n\t<meta property=\"og:image:height\" content=\"1800\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.capgemini.com\\\/pl-pl\\\/insights\\\/biblioteka\\\/scaling-adaptive-ai-in-manufacturing\\\/\",\"url\":\"https:\\\/\\\/www.capgemini.com\\\/pl-pl\\\/insights\\\/biblioteka\\\/scaling-adaptive-ai-in-manufacturing\\\/\",\"name\":\"Skalowanie adaptacyjnej sztucznej inteligencji w\u00a0produkcji - Capgemini Poland\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.capgemini.com\\\/pl-pl\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.capgemini.com\\\/pl-pl\\\/insights\\\/biblioteka\\\/scaling-adaptive-ai-in-manufacturing\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.capgemini.com\\\/pl-pl\\\/insights\\\/biblioteka\\\/scaling-adaptive-ai-in-manufacturing\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.capgemini.com\\\/pl-pl\\\/wp-content\\\/uploads\\\/sites\\\/27\\\/2026\\\/09\\\/Adaptive-AI-web-banner.jpg\",\"datePublished\":\"2026-08-31T08:10:20+00:00\",\"dateModified\":\"2026-09-08T11:37:31+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.capgemini.com\\\/pl-pl\\\/insights\\\/biblioteka\\\/scaling-adaptive-ai-in-manufacturing\\\/#breadcrumb\"},\"inLanguage\":\"pl-PL\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.capgemini.com\\\/pl-pl\\\/insights\\\/biblioteka\\\/scaling-adaptive-ai-in-manufacturing\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"pl-PL\",\"@id\":\"https:\\\/\\\/www.capgemini.com\\\/pl-pl\\\/insights\\\/biblioteka\\\/scaling-adaptive-ai-in-manufacturing\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.capgemini.com\\\/pl-pl\\\/wp-content\\\/uploads\\\/sites\\\/27\\\/2026\\\/09\\\/Adaptive-AI-web-banner.jpg\",\"contentUrl\":\"https:\\\/\\\/www.capgemini.com\\\/pl-pl\\\/wp-content\\\/uploads\\\/sites\\\/27\\\/2026\\\/09\\\/Adaptive-AI-web-banner.jpg\",\"width\":2880,\"height\":1800},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.capgemini.com\\\/pl-pl\\\/insights\\\/biblioteka\\\/scaling-adaptive-ai-in-manufacturing\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.capgemini.com\\\/pl-pl\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Skalowanie adaptacyjnej sztucznej inteligencji w\u00a0produkcji\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.capgemini.com\\\/pl-pl\\\/#website\",\"url\":\"https:\\\/\\\/www.capgemini.com\\\/pl-pl\\\/\",\"name\":\"Capgemini Polska\",\"description\":\"Capgemini\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.capgemini.com\\\/pl-pl\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"pl-PL\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Skalowanie adaptacyjnej sztucznej inteligencji w\u00a0produkcji - Capgemini Poland","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:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/scaling-adaptive-ai-in-manufacturing\/","og_locale":"pl_PL","og_type":"article","og_title":"Skalowanie adaptacyjnej sztucznej inteligencji w\u00a0produkcji","og_description":"Bringing adaptive, intelligent systems to life in brownfield environments","og_url":"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/scaling-adaptive-ai-in-manufacturing\/","og_site_name":"Capgemini Poland","article_modified_time":"2026-09-08T11:37:31+00:00","og_image":[{"width":2880,"height":1800,"url":"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/09\/Adaptive-AI-web-banner.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/scaling-adaptive-ai-in-manufacturing\/","url":"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/scaling-adaptive-ai-in-manufacturing\/","name":"Skalowanie adaptacyjnej sztucznej inteligencji w\u00a0produkcji - Capgemini Poland","isPartOf":{"@id":"https:\/\/www.capgemini.com\/pl-pl\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/scaling-adaptive-ai-in-manufacturing\/#primaryimage"},"image":{"@id":"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/scaling-adaptive-ai-in-manufacturing\/#primaryimage"},"thumbnailUrl":"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/09\/Adaptive-AI-web-banner.jpg","datePublished":"2026-08-31T08:10:20+00:00","dateModified":"2026-09-08T11:37:31+00:00","breadcrumb":{"@id":"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/scaling-adaptive-ai-in-manufacturing\/#breadcrumb"},"inLanguage":"pl-PL","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/scaling-adaptive-ai-in-manufacturing\/"]}]},{"@type":"ImageObject","inLanguage":"pl-PL","@id":"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/scaling-adaptive-ai-in-manufacturing\/#primaryimage","url":"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/09\/Adaptive-AI-web-banner.jpg","contentUrl":"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/09\/Adaptive-AI-web-banner.jpg","width":2880,"height":1800},{"@type":"BreadcrumbList","@id":"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/scaling-adaptive-ai-in-manufacturing\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.capgemini.com\/pl-pl\/"},{"@type":"ListItem","position":2,"name":"Skalowanie adaptacyjnej sztucznej inteligencji w\u00a0produkcji"}]},{"@type":"WebSite","@id":"https:\/\/www.capgemini.com\/pl-pl\/#website","url":"https:\/\/www.capgemini.com\/pl-pl\/","name":"Capgemini Polska","description":"Capgemini","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.capgemini.com\/pl-pl\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"pl-PL"}]}},"theme_term_info":[{"id":75,"name":"Intelligent industry"}],"industry_term_info":[],"services_term_info":[],"partners_term_info":[],"brand_term_info":[{"id":59,"name":"Capgemini Engineering","slug":"capgemini-engineering"}],"brand_term":[{"id":59,"slug":"capgemini-engineering"}],"parsely":{"version":"1.1.0","canonical_url":"https:\/\/capgemini.com\/pl-pl\/insights\/biblioteka\/scaling-adaptive-ai-in-manufacturing\/","smart_links":{"inbound":0,"outbound":0},"traffic_boost_suggestions_count":0,"meta":{"@context":"https:\/\/schema.org","@type":"NewsArticle","headline":"Skalowanie adaptacyjnej sztucznej inteligencji w\u00a0produkcji","url":"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/scaling-adaptive-ai-in-manufacturing\/","mainEntityOfPage":{"@type":"WebPage","@id":"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/scaling-adaptive-ai-in-manufacturing\/"},"thumbnailUrl":"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/09\/Adaptive-AI-web-banner.jpg?w=150&h=150&crop=1","image":{"@type":"ImageObject","url":"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/09\/Adaptive-AI-web-banner.jpg"},"articleSection":"Uncategorized","author":[],"creator":[],"publisher":{"@type":"Organization","name":"Capgemini Poland","logo":""},"keywords":[],"dateCreated":"2026-08-31T08:10:20Z","datePublished":"2026-08-31T08:10:20Z","dateModified":"2026-09-08T11:37:31Z"},"rendered":"<meta name=\"parsely-title\" content=\"Skalowanie adaptacyjnej sztucznej inteligencji w\u00a0produkcji\" \/>\n<meta name=\"parsely-link\" content=\"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/scaling-adaptive-ai-in-manufacturing\/\" \/>\n<meta name=\"parsely-type\" content=\"post\" \/>\n<meta name=\"parsely-image-url\" content=\"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/09\/Adaptive-AI-web-banner.jpg?w=150&amp;h=150&amp;crop=1\" \/>\n<meta name=\"parsely-pub-date\" content=\"2026-08-31T08:10:20Z\" \/>\n<meta name=\"parsely-section\" content=\"Uncategorized\" \/>","tracker_url":"https:\/\/cdn.parsely.com\/keys\/capgemini.com\/p.js"},"archive_status":false,"featured_image_src":"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/09\/Adaptive-AI-web-banner.jpg","featured_image_alt":"","jetpack_sharing_enabled":true,"distributor_meta":false,"distributor_terms":false,"distributor_media":false,"distributor_original_site_name":"Capgemini Poland","distributor_original_site_url":"https:\/\/www.capgemini.com\/pl-pl","push-errors":false,"tag_names":[],"featured_image_url":"https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/09\/Adaptive-AI-web-banner.jpg","_links":{"self":[{"href":"https:\/\/www.capgemini.com\/pl-pl\/wp-json\/wp\/v2\/research-and-insight\/923234","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.capgemini.com\/pl-pl\/wp-json\/wp\/v2\/research-and-insight"}],"about":[{"href":"https:\/\/www.capgemini.com\/pl-pl\/wp-json\/wp\/v2\/types\/research-and-insight"}],"author":[{"embeddable":true,"href":"https:\/\/www.capgemini.com\/pl-pl\/wp-json\/wp\/v2\/users\/440"}],"version-history":[{"count":4,"href":"https:\/\/www.capgemini.com\/pl-pl\/wp-json\/wp\/v2\/research-and-insight\/923234\/revisions"}],"predecessor-version":[{"id":923466,"href":"https:\/\/www.capgemini.com\/pl-pl\/wp-json\/wp\/v2\/research-and-insight\/923234\/revisions\/923466"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.capgemini.com\/pl-pl\/wp-json\/wp\/v2\/media\/923235"}],"wp:attachment":[{"href":"https:\/\/www.capgemini.com\/pl-pl\/wp-json\/wp\/v2\/media?parent=923234"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.capgemini.com\/pl-pl\/wp-json\/wp\/v2\/tags?post=923234"},{"taxonomy":"research-and-insight-type","embeddable":true,"href":"https:\/\/www.capgemini.com\/pl-pl\/wp-json\/wp\/v2\/research-and-insight-type?post=923234"},{"taxonomy":"theme","embeddable":true,"href":"https:\/\/www.capgemini.com\/pl-pl\/wp-json\/wp\/v2\/theme?post=923234"},{"taxonomy":"brand","embeddable":true,"href":"https:\/\/www.capgemini.com\/pl-pl\/wp-json\/wp\/v2\/brand?post=923234"},{"taxonomy":"service","embeddable":true,"href":"https:\/\/www.capgemini.com\/pl-pl\/wp-json\/wp\/v2\/service?post=923234"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/www.capgemini.com\/pl-pl\/wp-json\/wp\/v2\/industry?post=923234"},{"taxonomy":"partners","embeddable":true,"href":"https:\/\/www.capgemini.com\/pl-pl\/wp-json\/wp\/v2\/partners?post=923234"},{"taxonomy":"content-group","embeddable":true,"href":"https:\/\/www.capgemini.com\/pl-pl\/wp-json\/wp\/v2\/content-group?post=923234"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}