{"id":924833,"date":"2026-10-12T04:45:15","date_gmt":"2026-10-12T04:45:15","guid":{"rendered":"https:\/\/www.capgemini.com\/pl-pl\/?post_type=research-and-insight&#038;p=924833"},"modified":"2026-10-26T11:39:55","modified_gmt":"2026-10-26T11:39:55","slug":"ai-in-product-development","status":"publish","type":"research-and-insight","link":"https:\/\/www.capgemini.com\/pl-pl\/insights\/biblioteka\/ai-in-product-development\/","title":{"rendered":"Nowe podej\u015bcie do rozwoju produkt\u00f3w motoryzacyjnych \u2013 jak organizacje mog\u0105 zdoby\u0107 przewag\u0119 w wy\u015bcigu AI"},"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\/10\/AI-in-Automotive-CRI-Report_DotCom_Banner_2880X1800.jpg?w=2880&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/10\/AI-in-Automotive-CRI-Report_DotCom_Banner_2880X1800.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 1500px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/10\/AI-in-Automotive-CRI-Report_DotCom_Banner_2880X1800.jpg?w=1440&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/10\/AI-in-Automotive-CRI-Report_DotCom_Banner_2880X1800.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 992px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/10\/AI-in-Automotive-CRI-Report_DotCom_Banner_2880X1800.jpg?w=1024&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/10\/AI-in-Automotive-CRI-Report_DotCom_Banner_2880X1800.jpg?w=1024&amp;quality=70 2x\" media=\"(min-width: 768px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/10\/AI-in-Automotive-CRI-Report_DotCom_Banner_2880X1800.jpg?w=768&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/10\/AI-in-Automotive-CRI-Report_DotCom_Banner_2880X1800.jpg?w=768&amp;quality=70 2x\" media=\"(min-width: 0)\"\/><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/10\/AI-in-Automotive-CRI-Report_DotCom_Banner_2880X1800.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\">Data and AI<\/span><\/div><\/div><div class=\"brandInfo\"><div class=\"brandLogo\"><img decoding=\"async\" loading=\"lazy\" src=\"\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-research-institute-white.svg\" alt=\"capgemini-research-institute\" class=\"dark\"\/><img decoding=\"async\" loading=\"lazy\" src=\"\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-research-institute.svg\" alt=\"capgemini-research-institute\" class=\"light\"\/><\/div><\/div><\/div><div class=\"box-title\"><h1 data-maxlength=\"34\">Nowe podej\u015bcie do rozwoju produkt\u00f3w motoryzacyjnych \u2013 jak organizacje mog\u0105 zdoby\u0107 przewag\u0119 w\u00a0wy\u015bcigu AI<\/h1><\/div><div class=\"inner-row-insight download-btn\"><div class=\"col-md-4 downloadFiles \"><a class=\"button-download--small\" type=\"download\" href=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/10\/Rewiring-automotive-product-development_How-organizations-can-pull-ahead-in-the-AI-race_Automotive_Capgemini.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><span>Pobierz raport<\/span><span class=\"type\">13 MB pdf<\/span><\/a><\/div><div class=\"col-md-4 downloadFiles \"><a class=\"button-download--small\" type=\"download\" href=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/10\/Final-Infographic_2bb8fe.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><span>Download infographic<\/span><span class=\"type\">458 KB 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=1239701\" 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=1239701\" 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-jak-organizacje-skaluja-agentowa-ai-w-nbsp-inzynierii-motoryzacyjnej-i-nbsp-w-nbsp-calym-cyklu-rozwoju-produktu\" class=\"wp-block-heading\">Jak organizacje skaluj\u0105 agentow\u0105 AI w&nbsp;in\u017cynierii motoryzacyjnej i&nbsp;w&nbsp;ca\u0142ym cyklu rozwoju produktu<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Bran\u017ca motoryzacyjna szybko wdra\u017ca AI, jednak technologia rozwija si\u0119 szybciej ni\u017c procesy, mechanizmy zarz\u0105dzania i&nbsp;modele operacyjne potrzebne do jej efektywnego wykorzystania i&nbsp;skalowania w&nbsp;ca\u0142ym cyklu \u017cycia produktu motoryzacyjnego. Obecnie przewaga konkurencyjna w&nbsp;coraz wi\u0119kszym stopniu zale\u017cy od umiej\u0119tno\u015bci przek\u0142adania wynik\u00f3w generowanych przez AI na wiarygodne decyzje in\u017cynieryjne. Budowanie zaufania do decyzji in\u017cynieryjnych wspieranych przez AI okazuje si\u0119 jednak wyzwaniem.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Niniejszy raport opiera si\u0119 na badaniu przeprowadzonym w\u015br\u00f3d 800 przedstawicieli kadry kierowniczej producent\u00f3w samochod\u00f3w, dostawc\u00f3w i&nbsp;firm technologicznych z&nbsp;12 kraj\u00f3w. Badanie uzupe\u0142niono 24 wywiadami z&nbsp;liderami in\u017cynierii z&nbsp;ca\u0142ej bran\u017cy. Raport przedstawia przysz\u0142o\u015b\u0107 in\u017cynierii motoryzacyjnej.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n\t\t<section\n\t\t\tclass=\"section section--lifeatcap-learning section--event-slider-careerInvent\">\n\n\t\t\t<div class=\"container\">\n\t\t\t\t<div class='career-invent-header'>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"slider slider-fader 7656b3df-3136-47a2-9af4-b89b5a774f0d\">\n\t\t\t\t\t\t\t\t<div\n\t\t\t\t\tclass=\"slider-list \">\n\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\tclass=\"slide active \">\n\t\t\t\t\t\t\t<div\n\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<div class=\"bgImagesection\">\n\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\n\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<div class=\"row\">\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=\"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<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<div\n\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<h3 class=\"explore-header\"\n\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\ttitle=\"Paris Motor Show 2026\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tParis Motor Show 2026\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<\/div>\n\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<div\n\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<h4 data-maxlength=\"144\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"12-18 pa\u017adziernika 2026 | Paris Porte de Versailles | Hall 7.1\"\n\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\t12-18 pa\u017adziernika 2026 | Paris Porte de Versailles | Hall 7.1\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<\/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\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<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>\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>\n\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<div class=\"btnDiv\"> <a class=\"more2\"\n\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\taria-label=\"Dowiedz si\u0119 wi\u0119cej o Paris Motor Show 2026\"\n\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\ttabindex=\"0\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\thref=\"https:\/\/www.capgemini.com\/news\/events\/paris-motor-show-2026\/\"\n\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\tDowiedz si\u0119 wi\u0119cej\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\n\n\n\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<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\n\n\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<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/NEW-Capgemini-MondialAuto-WebSite-Banner.jpg?w=1200&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/NEW-Capgemini-MondialAuto-WebSite-Banner.jpg?w=1200&amp;quality=90 2x\"\n\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<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/NEW-Capgemini-MondialAuto-WebSite-Banner.jpg?w=600&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/NEW-Capgemini-MondialAuto-WebSite-Banner.jpg?w=1200&amp;quality=90 2x\"\n\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<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/NEW-Capgemini-MondialAuto-WebSite-Banner.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/NEW-Capgemini-MondialAuto-WebSite-Banner.jpg?w=800&amp;quality=90 2x\"\n\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<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/NEW-Capgemini-MondialAuto-WebSite-Banner.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/NEW-Capgemini-MondialAuto-WebSite-Banner.jpg?w=800&amp;quality=90 2x\"\n\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<img loading=\"lazy\" class=\"box-img\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrc=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/09\/NEW-Capgemini-MondialAuto-WebSite-Banner.jpg\"\n\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<\/picture>\n\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<\/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\t<\/div>\n\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\tclass=\"\">\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"slide-reveal\"><\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t<\/div>\n\n\t\t\t\t\n\t\t\t<\/div>\n\n\t\t<\/section>\n\n\t\t\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 id=\"h-gdzie-branza-odnosi-sukcesy-dzieki-ai-a-nbsp-gdzie-napotyka-trudnosci\" class=\"wp-block-heading\">Gdzie bran\u017ca odnosi sukcesy dzi\u0119ki AI, a&nbsp;gdzie napotyka trudno\u015bci<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>AI przynosi wymierne korzy\u015bci, a<\/strong>&nbsp;<strong>liderzy zwi\u0119kszaj\u0105 przewag\u0119<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Wyra\u017anie wyr\u00f3\u017cnia si\u0119 grupa organizacji, kt\u00f3re osi\u0105gaj\u0105 od dw\u00f3ch do trzech razy wi\u0119ksz\u0105 popraw\u0119 pod wzgl\u0119dem szybko\u015bci rozwoju produkt\u00f3w, produktywno\u015bci in\u017cynierii oraz czasu wprowadzania produkt\u00f3w na rynek. Pokazuje to skal\u0119 przewagi, jak\u0105 AI mo\u017ce zapewni\u0107 w&nbsp;obszarze in\u017cynierii. \u0179r\u00f3d\u0142em tej przewagi s\u0105 skuteczniejsze mechanizmy zarz\u0105dzania AI w&nbsp;bran\u017cy motoryzacyjnej, wy\u017csza jako\u015b\u0107 danych in\u017cynieryjnych oraz jasno okre\u015blona odpowiedzialno\u015b\u0107.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Agentowa AI staje si\u0119 cz\u0119\u015bci\u0105 standardowych proces\u00f3w in\u017cynieryjnych<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">W\u015br\u00f3d producent\u00f3w OEM i&nbsp;dostawc\u00f3w z&nbsp;bran\u017cy motoryzacyjnej pracuj\u0105cych nad wdra\u017caniem AI 35% organizacji deklaruje wykorzystywanie agentowej AI w&nbsp;procesach in\u017cynieryjnych, a&nbsp;kolejne 33% rozpoczyna programy pilota\u017cowe. Wdro\u017cenia rozwijaj\u0105 si\u0119 najszybciej w&nbsp;obszarach \u0142\u0105cz\u0105cych poszczeg\u00f3lne etapy cyklu \u017cycia in\u017cynieryjnego.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Brak zintegrowanego \u015brodowiska in\u017cynieryjnego pozostaje jedn\u0105 z<\/strong>\u00a0<strong>najwi\u0119kszych barier w<\/strong>\u00a0<strong>bran\u017cy<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Jednym z&nbsp;najwi\u0119kszych wyzwa\u0144 stoj\u0105cych przed bran\u017c\u0105 jest brak zintegrowanego \u015brodowiska in\u017cynieryjnego, kt\u00f3re \u0142\u0105czy\u0142oby dane in\u017cynieryjne, platformy zarz\u0105dzania cyklem \u017cycia oraz przep\u0142ywy pracy, zapewniaj\u0105c agentom kontekst i&nbsp;identyfikowalno\u015b\u0107 niezb\u0119dne do dzia\u0142ania w&nbsp;r\u00f3\u017cnych obszarach organizacji. Ma to szczeg\u00f3lne znaczenie w&nbsp;przypadku wykorzystywania AI do podejmowania kluczowych decyzji in\u017cynieryjnych. W&nbsp;rezultacie zarz\u0105dzanie danymi in\u017cynieryjnymi staje si\u0119 strategicznym priorytetem.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Zarz\u0105dzanie AI w motoryzacji i<\/strong>&nbsp;<strong>uprawnienia decyzyjne<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Zaledwie 5% organizacji okre\u015bla sw\u00f3j model zarz\u0105dzania AI jako w&nbsp;pe\u0142ni dojrza\u0142y, a&nbsp;mniej ni\u017c po\u0142owa odpowiednio zdefiniowa\u0142a na nowo zakres uprawnie\u0144 decyzyjnych niezb\u0119dnych do wykorzystania inteligencji decyzyjnej w&nbsp;in\u017cynierii.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Dane z pojazd\u00f3w rzadko przek\u0142adaj\u0105 si\u0119 na konkretne dzia\u0142ania<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Wiele organizacji ma trudno\u015bci z&nbsp;przek\u0142adaniem danych telemetrycznych z&nbsp;pojazd\u00f3w oraz informacji uzyskanych dzi\u0119ki aktualizacjom OTA (over-the-air) na konkretne dzia\u0142ania in\u017cynieryjne dotycz\u0105ce eksploatowanych pojazd\u00f3w. Jest to szczeg\u00f3lnie istotne w&nbsp;erze pojazd\u00f3w definiowanych programowo (software-defined vehicles, SDV), wykorzystuj\u0105cych rozwi\u0105zania oparte na AI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>AI ujawnia nowe zale\u017cno\u015bci w<\/strong>&nbsp;<strong>ca\u0142ym ekosystemie<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Rosn\u0105ce wyzwania zwi\u0105zane z&nbsp;suwerenno\u015bci\u0105 i&nbsp;w\u0142asno\u015bci\u0105, odpowiedzialno\u015bci\u0105, cyberbezpiecze\u0144stwem oraz cyklem \u017cycia proces\u00f3w in\u017cynieryjnych wspieranym przez AI powoduj\u0105 coraz wi\u0119ksze trudno\u015bci, szczeg\u00f3lnie w&nbsp;miar\u0119 skalowania AI w&nbsp;sieciach partnerskich. Zwi\u0119ksza to potrzeb\u0119 dojrza\u0142ej wsp\u00f3\u0142pracy w&nbsp;ramach ekosystemu AI w&nbsp;bran\u017cy motoryzacyjnej.<\/p>\n\n\n\n<h4 id=\"h-piec-dzialan-dla-liderow-branzy-motoryzacyjnej\" class=\"wp-block-heading\"><strong>Pi\u0119\u0107 dzia\u0142a\u0144 dla lider\u00f3w bran\u017cy motoryzacyjnej<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Aby sprosta\u0107 tym wyzwaniom i&nbsp;w&nbsp;pe\u0142ni wykorzysta\u0107 potencja\u0142 AI w&nbsp;rozwoju produkt\u00f3w motoryzacyjnych, organizacje powinny:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Skalowa\u0107 AI r\u00f3wnolegle w&nbsp;ca\u0142ym procesie rozwoju produktu, zamiast wdra\u017ca\u0107 j\u0105 sekwencyjnie<\/li>\n\n\n\n<li>Zbudowa\u0107 warstw\u0119 steruj\u0105c\u0105 dla agentowej AI, opart\u0105 na dowodach i&nbsp;pe\u0142nej identyfikowalno\u015bci<\/li>\n\n\n\n<li>Zapewni\u0107 mo\u017cliwo\u015b\u0107 maszynowej interpretacji danych in\u017cynieryjnych<\/li>\n\n\n\n<li>Zarz\u0105dza\u0107 procesami in\u017cynieryjnymi w&nbsp;oparciu o&nbsp;trzy kluczowe wska\u017aniki cyklu \u017cycia<\/li>\n\n\n\n<li>Zamkn\u0105\u0107 p\u0119tl\u0119 informacji zwrotnej mi\u0119dzy eksploatowanymi pojazdami a&nbsp;zespo\u0142ami in\u017cynieryjnymi, aby usprawni\u0107 rozw\u00f3j pojazd\u00f3w z&nbsp;wykorzystaniem AI<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Niniejszy raport jest szczeg\u00f3lnie istotny<\/strong> dla CTO, dyrektor\u00f3w ds.&nbsp;in\u017cynierii, szef\u00f3w dzia\u0142\u00f3w R&amp;D, dyrektor\u00f3w ds.&nbsp;cyfryzacji i&nbsp;AI, lider\u00f3w strategii produktowej oraz zespo\u0142\u00f3w ds.&nbsp;transformacji in\u017cynieryjnej, kt\u00f3re chc\u0105 przej\u015b\u0107 od eksperymentowania z&nbsp;AI do jej niezawodnego wykorzystania w&nbsp;ca\u0142ym cyklu \u017cycia produktu oraz stworzy\u0107 zintegrowane \u015brodowisko in\u017cynieryjne.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\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\">Dodatkowe informacje<\/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\/augmented-engineering\/\">\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\/07\/Realizing-augmented-engineering-banner.jpg?w=800&#038;quality=70 1x, https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/07\/Realizing-augmented-engineering-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\/07\/Realizing-augmented-engineering-banner.jpg?w=800&#038;quality=70 1x, https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/07\/Realizing-augmented-engineering-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\/07\/Realizing-augmented-engineering-banner.jpg?w=800&#038;quality=70 1x, https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/07\/Realizing-augmented-engineering-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\/07\/Realizing-augmented-engineering-banner.jpg?w=350&#038;quality=70 1x, https:\/\/www.capgemini.com\/pl-pl\/wp-content\/uploads\/sites\/27\/2026\/07\/Realizing-augmented-engineering-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\/07\/Realizing-augmented-engineering-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\/augmented-engineering\/\" aria-label=\"Realizacja koncepcji rozszerzonej in\u017cynierii\" class=\"card-link-holder\">\n                            <div class=\"insight-card insight-card-center\">\n                                <div class=\"card-tag\">Capgemini Research Institute<\/div>\n                                <h3 class=\"card-title\">Realizacja koncepcji rozszerzonej in\u017cynierii<\/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\/customer-experience-in-automotive-2024\/\" aria-label=\"Customer experience w bran\u017cy automotive 2024\" 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\">Customer experience w bran\u017cy automotive 2024<\/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=\"false\" 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>1. Czego dotyczy raport?<\/h3><\/div><div class=\"expander-content\">\n<p class=\"wp-block-paragraph\">Raport analizuje, w\u00a0jaki spos\u00f3b AI, a\u00a0w\u00a0szczeg\u00f3lno\u015bci agentowa AI, zmienia rozw\u00f3j produkt\u00f3w motoryzacyjnych. Pokazuje, w\u00a0jakich obszarach organizacje uzyskuj\u0105 warto\u015b\u0107, co uniemo\u017cliwia wdra\u017canie AI na szerok\u0105 skal\u0119 oraz w\u00a0jaki spos\u00f3b lepsze dane, mechanizmy zarz\u0105dzania, procesy in\u017cynieryjne i\u00a0wsp\u00f3\u0142praca w\u00a0ramach ekosystemu mog\u0105 przyspieszy\u0107 post\u0119p.<\/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>2. Czym jest agentowa AI w\u00a0rozwoju produkt\u00f3w motoryzacyjnych?<\/h3><\/div><div class=\"expander-content\">\n<p class=\"wp-block-paragraph\">Agentowa AI oznacza systemy sztucznej inteligencji, kt\u00f3re mog\u0105 koordynowa\u0107 dzia\u0142ania, zarz\u0105dza\u0107 przep\u0142ywami pracy pomi\u0119dzy r\u00f3\u017cnymi narz\u0119dziami i\u00a0funkcjami oraz wykonywa\u0107 okre\u015blone zadania z\u00a0r\u00f3\u017cnym stopniem autonomii. W\u00a0in\u017cynierii motoryzacyjnej potencjalne zastosowania obejmuj\u0105 mi\u0119dzy innymi tworzenie dokumentacji i\u00a0przygotowanie danych, programowanie, testowanie, symulacje, analiz\u0119 usterek oraz koordynacj\u0119 przep\u0142yw\u00f3w pracy.<\/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>3. Jak szeroko wykorzystywana jest agentowa AI w\u00a0in\u017cynierii motoryzacyjnej?<\/h3><\/div><div class=\"expander-content\">\n<p class=\"wp-block-paragraph\">35% przedstawicieli kadry kierowniczej producent\u00f3w OEM i\u00a0dostawc\u00f3w deklaruje, \u017ce ich organizacje ju\u017c wykorzystuj\u0105 agentow\u0105 AI w\u00a0procesach i\u00a0zadaniach in\u017cynieryjnych, a\u00a0kolejne 33% aktywnie prowadzi programy pilota\u017cowe. Z\u00a0raportu wynika r\u00f3wnie\u017c, \u017ce 65% organizacji wykorzystuje generatywn\u0105 AI w\u00a0procesach i\u00a0zadaniach in\u017cynieryjnych.<\/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>4. Jakie korzy\u015bci organizacje z\u00a0bran\u017cy motoryzacyjnej osi\u0105gaj\u0105 dzi\u0119ki AI?<\/h3><\/div><div class=\"expander-content\">\n<p class=\"wp-block-paragraph\">Do najcz\u0119\u015bciej wskazywanych korzy\u015bci nale\u017c\u0105: wi\u0119ksza produktywno\u015b\u0107 in\u017cynierii, kr\u00f3tsze cykle rozwoju produktu, wy\u017csza efektywno\u015b\u0107 testowania, lepsza jako\u015b\u0107 prac in\u017cynieryjnych oraz skr\u00f3cenie czasu wprowadzania produkt\u00f3w na rynek. Organizacje osi\u0105gaj\u0105ce najwi\u0119ksz\u0105 warto\u015b\u0107 z\u00a0AI odnotowuj\u0105 19% wzrost produktywno\u015bci, 17% popraw\u0119 czasu realizacji cyklu rozwoju oraz 19% skr\u00f3cenie czasu wprowadzania produktu na rynek.<\/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>5. Co wyr\u00f3\u017cnia organizacje osi\u0105gaj\u0105ce wi\u0119ksz\u0105 warto\u015b\u0107 dzi\u0119ki AI?<\/h3><\/div><div class=\"expander-content\">\n<p class=\"wp-block-paragraph\">Liderzy niekoniecznie wykorzystuj\u0105 AI w\u00a0wi\u0119kszym zakresie. Cz\u0119\u015bciej natomiast maj\u0105 jasno zdefiniowane uzasadnienie biznesowe, wiarygodne fundamenty danych, skuteczniejsze mechanizmy zarz\u0105dzania, odpowiednio dopasowane systemy motywacyjne, efektywn\u0105 wsp\u00f3\u0142prac\u0119 mi\u0119dzy zespo\u0142ami oraz modele operacyjne, kt\u00f3re uwalniaj\u0105 in\u017cynier\u00f3w od czasoch\u0142onnych zada\u0144 niezwi\u0105zanych z\u00a0ich kluczowymi kompetencjami.<\/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>6. W jakich obszarach agentowa AI tworzy obecnie najwi\u0119ksz\u0105 warto\u015b\u0107?<\/h3><\/div><div class=\"expander-content\">\n<p class=\"wp-block-paragraph\">Wdra\u017canie AI oraz uzyskiwanie dzi\u0119ki niej wymiernych korzy\u015bci jest obecnie najbardziej zaawansowane w\u00a0\u015brodowiskach zwi\u0105zanych z\u00a0oprogramowaniem, w\u00a0kt\u00f3rych procesy pracy i\u00a0dane s\u0105 ju\u017c w\u00a0wysokim stopniu zdigitalizowane. W\u00a0in\u017cynierii mechanicznej oraz elektrycznej i\u00a0elektronicznej do najbardziej perspektywicznych obszar\u00f3w nale\u017c\u0105 monitorowanie parametr\u00f3w i\u00a0wydajno\u015bci, analiza wynik\u00f3w test\u00f3w, kalibracja, doskonalenie rozwi\u0105za\u0144 w\u00a0oparciu o\u00a0symulacje oraz diagnostyka problem\u00f3w.<\/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>7. Jakie s\u0105 najwi\u0119ksze bariery w\u00a0skalowaniu AI w\u00a0rozwoju produkt\u00f3w?<\/h3><\/div><div class=\"expander-content\">\n<p class=\"wp-block-paragraph\">G\u0142\u00f3wne przeszkody nie maj\u0105 wy\u0142\u0105cznie charakteru technologicznego. Obejmuj\u0105 niesp\u00f3jne dane in\u017cynieryjne, rozproszone i\u00a0niepo\u0142\u0105czone \u0142a\u0144cuchy narz\u0119dzi, niejasny podzia\u0142 uprawnie\u0144 decyzyjnych, ograniczon\u0105 identyfikowalno\u015b\u0107, niedojrza\u0142e mechanizmy zarz\u0105dzania, nieefektywne procesy oraz trudno\u015bci w\u00a0przek\u0142adaniu wynik\u00f3w generowanych przez AI na wiarygodne decyzje in\u017cynieryjne.<\/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>8. Dlaczego zarz\u0105dzanie, zaufanie i\u00a0nadz\u00f3r cz\u0142owieka s\u0105 tak wa\u017cne?<\/h3><\/div><div class=\"expander-content\">\n<p class=\"wp-block-paragraph\">Wyniki generowane przez AI w\u00a0in\u017cynierii motoryzacyjnej mog\u0105 wp\u0142ywa\u0107 na jako\u015b\u0107 produktu, zgodno\u015b\u0107 z\u00a0wymogami, bezpiecze\u0144stwo oraz osi\u0105gi. Mimo \u017ce 68% badanych organizacji wymaga zatwierdzenia przez cz\u0142owieka decyzji o\u00a0istotnym wp\u0142ywie, tylko 41% deklaruje mo\u017cliwo\u015b\u0107 prze\u015bledzenia danych, za\u0142o\u017ce\u0144 i\u00a0przes\u0142anek stoj\u0105cych za wynikiem, na kt\u00f3ry wp\u0142yw mia\u0142a AI.<\/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>9. Jak organizacje mog\u0105 zamkn\u0105\u0107 p\u0119tl\u0119 informacji zwrotnej mi\u0119dzy eksploatowanymi pojazdami a\u00a0rozwojem produkt\u00f3w?<\/h3><\/div><div class=\"expander-content\">\n<p class=\"wp-block-paragraph\">Organizacje musz\u0105 po\u0142\u0105czy\u0107 telemetri\u0119 pojazd\u00f3w, opinie klient\u00f3w, dane serwisowe, decyzje in\u017cynieryjne, walidacj\u0119 oraz wdra\u017canie zmian za pomoc\u0105 zautomatyzowanego procesu informacji zwrotnej. Cho\u0107 81% organizacji gromadzi dane telemetryczne z pojazd\u00f3w po\u0142\u0105czonych z sieci\u0105, jedynie 40% deklaruje posiadanie zautomatyzowanego procesu \u0142\u0105cz\u0105cego gromadzenie danych, generowanie wniosk\u00f3w, walidacj\u0119 i\u00a0wdra\u017canie.<\/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>10. Jak przeprowadzono badanie?<\/h3><\/div><div class=\"expander-content\">\n<p class=\"wp-block-paragraph\">Badanie opiera si\u0119 na ankiecie przeprowadzonej w\u00a0lipcu 2026 roku w\u015br\u00f3d 800 przedstawicieli wy\u017cszej kadry kierowniczej bran\u017cy motoryzacyjnej. Wzi\u0119\u0142o w\u00a0niej udzia\u0142 400\u00a0przedstawicieli producent\u00f3w OEM, 160\u00a0przedstawicieli dostawc\u00f3w Tier\u00a01 oraz 240\u00a0przedstawicieli firm technologicznych. Badanie obj\u0119\u0142o 12\u00a0kraj\u00f3w w \u00a0Ameryce P\u00f3\u0142nocnej, Europie oraz regionie Azji i\u00a0Pacyfiku, a\u00a0jego wyniki uzupe\u0142niono 24\u00a0pog\u0142\u0119bionymi wywiadami z\u00a0przedstawicielami kadry kierowniczej bran\u017cy motoryzacyjnej i\u00a0ekspertami bran\u017cowymi.<\/p>\n<\/div><\/div>\n<\/div><\/div><\/div><\/div><\/div><\/section><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI in automotive product 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